diff --git a/.github/actions/minikube-setup/action.yml b/.github/actions/minikube-setup/action.yml index 2b7ea1adcb..5788a4f022 100644 --- a/.github/actions/minikube-setup/action.yml +++ b/.github/actions/minikube-setup/action.yml @@ -7,16 +7,14 @@ runs: - name: Install kubectl uses: azure/setup-kubectl@v4.0.0 with: - version: 'v1.27.4' + version: 'v1.29.7' - name: Setup Minikube uses: medyagh/setup-minikube@latest with: - minikube-version: '1.32.0' - kubernetes-version: 'v1.27.4' + minikube-version: '1.33.1' + kubernetes-version: 'v1.29.7' driver: 'none' - network-plugin: 'cni' - cni: 'calico' wait: 'all' start-args: --wait-timeout=6m0s diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml index 52417095fd..3d0c280e9d 100644 --- a/.github/workflows/python-publish.yml +++ b/.github/workflows/python-publish.yml @@ -21,16 +21,14 @@ jobs: - name: Set up Python uses: actions/setup-python@v2 with: - python-version: "3.x" + python-version: "3.11" - name: Install Poetry and version plugin run: ./test/scripts/gh-actions/setup-poetry.sh - name: Build and publish env: - POETRY_HTTP_BASIC_PYPI_USERNAME: ${{ secrets.PYPI_USERNAME }} - POETRY_HTTP_BASIC_PYPI_PASSWORD: ${{ secrets.PYPI_PASSWORD }} + POETRY_PYPI_TOKEN_PYPI: ${{ secrets.PYPI_TOKEN }} run: | cd python/kserve - poetry build - poetry publish + poetry publish --build diff --git a/.github/workflows/scheduled-go-security-scan.yml b/.github/workflows/scheduled-go-security-scan.yml index 51b3a63b28..a36bff5753 100644 --- a/.github/workflows/scheduled-go-security-scan.yml +++ b/.github/workflows/scheduled-go-security-scan.yml @@ -17,12 +17,12 @@ jobs: uses: actions/checkout@v4 - name: Run Gosec Security Scanner - uses: securego/gosec@master + uses: securego/gosec@v2.20.0 with: args: '-no-fail -fmt=sarif -out=go-security-scan-results.sarif -exclude-dir=pkg/client -exclude-dir=pkg/clientv1alpha1 ./...' - name: Upload SARIF file to Github Code Scanning - uses: github/codeql-action/upload-sarif@v2 + uses: github/codeql-action/upload-sarif@v3 with: sarif_file: go-security-scan-results.sarif category: gosec-tool diff --git a/.github/workflows/scheduled-image-scan.yml b/.github/workflows/scheduled-image-scan.yml index c9fdd87d14..6680f123ba 100644 --- a/.github/workflows/scheduled-image-scan.yml +++ b/.github/workflows/scheduled-image-scan.yml @@ -43,6 +43,14 @@ jobs: --sarif-file-output=./application/${{ matrix.image.name }}/docker.snyk.sarif sarif: false + # Replace any "undefined" security severity values with 0. The undefined value is used in the case + # of license-related findings, which do not indicate a security vulnerability. + # See https://github.com/github/codeql-action/issues/2187 for more context. + # This can be removed once https://github.com/snyk/cli/pull/5409 is merged. + - name: Replace security-severity undefined for license-related findings + run: | + sed -i 's/"security-severity": "undefined"/"security-severity": "0"/g' ./application/${{ matrix.image.name }}/docker.snyk.sarif + - name: Upload sarif file to Github Code Scanning if: always() continue-on-error: true #avoid fail the pipeline if the SARIF upload fails. @@ -80,9 +88,17 @@ jobs: --sarif-file-output=./application/${{ matrix.image.name }}/docker.snyk.sarif sarif: false + # Replace any "undefined" security severity values with 0. The undefined value is used in the case + # of license-related findings, which do not indicate a security vulnerability. + # See https://github.com/github/codeql-action/issues/2187 for more context. + # This can be removed once https://github.com/snyk/cli/pull/5409 is merged. + - name: Replace security-severity undefined for license-related findings + run: | + sed -i 's/"security-severity": "undefined"/"security-severity": "0"/g' ./application/${{ matrix.image.name }}/docker.snyk.sarif + - name: Upload sarif file to Github Code Scanning if: always() - uses: github/codeql-action/upload-sarif@v2 + uses: github/codeql-action/upload-sarif@v3 with: sarif_file: application/${{ matrix.image.name }}/docker.snyk.sarif @@ -113,8 +129,16 @@ jobs: --sarif-file-output=./application/${{ matrix.image.name }}/docker.snyk.sarif sarif: false + # Replace any "undefined" security severity values with 0. The undefined value is used in the case + # of license-related findings, which do not indicate a security vulnerability. + # See https://github.com/github/codeql-action/issues/2187 for more context. + # This can be removed once https://github.com/snyk/cli/pull/5409 is merged. + - name: Replace security-severity undefined for license-related findings + run: | + sed -i 's/"security-severity": "undefined"/"security-severity": "0"/g' ./application/${{ matrix.image.name }}/docker.snyk.sarif + - name: Upload sarif file to Github Code Scanning if: always() - uses: github/codeql-action/upload-sarif@v2 + uses: github/codeql-action/upload-sarif@v3 with: sarif_file: application/${{ matrix.image.name }}/docker.snyk.sarif diff --git a/Dockerfile b/Dockerfile index 2a4a2f9281..490eaa9030 100644 --- a/Dockerfile +++ b/Dockerfile @@ -25,4 +25,4 @@ COPY third_party/ /third_party/ COPY --from=builder /go/src/github.com/kserve/kserve/manager / USER 1000:1000 -ENTRYPOINT ["/manager"] \ No newline at end of file +ENTRYPOINT ["/manager"] diff --git a/Makefile b/Makefile index e47d86880c..15a4427880 100644 --- a/Makefile +++ b/Makefile @@ -1,7 +1,7 @@ # Base Image URL -BASE_IMG ?= python:3.9-slim-bullseye -PMML_BASE_IMG ?= openjdk:11-slim +BASE_IMG ?= python:3.11-slim-bookworm +PMML_BASE_IMG ?= openjdk:21-slim-bookworm # Image URL to use all building/pushing image targets IMG ?= kserve-controller:latest @@ -24,7 +24,7 @@ QPEXT_IMG ?= qpext:latest CRD_OPTIONS ?= "crd:maxDescLen=0" KSERVE_ENABLE_SELF_SIGNED_CA ?= false # ENVTEST_K8S_VERSION refers to the version of kubebuilder assets to be downloaded by envtest binary. -ENVTEST_K8S_VERSION = 1.27 +ENVTEST_K8S_VERSION = 1.29 SUCCESS_200_ISVC_IMG ?= success-200-isvc ERROR_404_ISVC_IMG ?= error-404-isvc @@ -74,10 +74,10 @@ deploy: manifests cd config/default && if [ ${KSERVE_ENABLE_SELF_SIGNED_CA} != false ]; then \ echo > ../certmanager/certificate.yaml; \ else git checkout HEAD -- ../certmanager/certificate.yaml; fi; - kubectl apply -k config/default + kubectl apply --server-side=true -k config/default if [ ${KSERVE_ENABLE_SELF_SIGNED_CA} != false ]; then ./hack/self-signed-ca.sh; fi; kubectl wait --for=condition=ready pod -l control-plane=kserve-controller-manager -n kserve --timeout=300s - kubectl apply -k config/clusterresources + kubectl apply --server-side=true -k config/clusterresources git checkout HEAD -- config/certmanager/certificate.yaml @@ -87,11 +87,11 @@ deploy-dev: manifests cd config/default && if [ ${KSERVE_ENABLE_SELF_SIGNED_CA} != false ]; then \ echo > ../certmanager/certificate.yaml; \ else git checkout HEAD -- ../certmanager/certificate.yaml; fi; - kubectl apply -k config/overlays/development + kubectl apply --server-side=true -k config/overlays/development if [ ${KSERVE_ENABLE_SELF_SIGNED_CA} != false ]; then ./hack/self-signed-ca.sh; fi; # TODO: Add runtimes as part of default deployment kubectl wait --for=condition=ready pod -l control-plane=kserve-controller-manager -n kserve --timeout=300s - kubectl apply -k config/clusterresources + kubectl apply --server-side=true -k config/clusterresources git checkout HEAD -- config/certmanager/certificate.yaml deploy-dev-sklearn: docker-push-sklearn @@ -114,13 +114,13 @@ deploy-dev-huggingface: docker-push-huggingface deploy-dev-storageInitializer: docker-push-storageInitializer ./hack/storageInitializer_patch_dev.sh ${KO_DOCKER_REPO}/${STORAGE_INIT_IMG} - kubectl apply -k config/overlays/dev-image-config + kubectl apply --server-side=true -k config/overlays/dev-image-config deploy-ci: manifests - kubectl apply -k config/overlays/test + kubectl apply --server-side=true -k config/overlays/test # TODO: Add runtimes as part of default deployment kubectl wait --for=condition=ready pod -l control-plane=kserve-controller-manager -n kserve --timeout=300s - kubectl apply -k config/overlays/test/clusterresources + kubectl apply --server-side=true -k config/overlays/test/clusterresources deploy-helm: manifests helm install kserve-crd charts/kserve-crd/ --wait --timeout 180s diff --git a/ROADMAP.md b/ROADMAP.md index 911c9293a7..ad01990c0e 100644 --- a/ROADMAP.md +++ b/ROADMAP.md @@ -1,16 +1,38 @@ -# KServe 2023 Roadmap +# KServe 2024-2025 Roadmap +## Objective: "Support GenAI inference" +- LLM Serving Runtimes + * Support Speculative Decoding with vLLM runtime [https://github.com/kserve/kserve/issues/3800]. + * Support LoRA adapters [https://github.com/kserve/kserve/issues/3750]. + * Support LLM Serving runtimes for TensorRT-LLM, TGI and provide benchmarking comparisons [https://github.com/kserve/kserve/issues/3868]. + * Support multi-host, multi-GPU inference runtime [https://github.com/kserve/kserve/issues/2145]. + +- LLM Autoscaling + * Support Model Caching with automatic PV/PVC provisioning [https://github.com/kserve/kserve/issues/3869]. + * Support Autoscaling settings for serving runtimes. + * Support Autoscaling based on custom metrics [https://github.com/kserve/kserve/issues/3561]. + +- LLM RAG/Agent Pipeline Orchestration + * Support declarative RAG/Agent workflow using KServe Inference Graph [https://github.com/kserve/kserve/issues/3829]. + +- Open Inference Protocol extension to GenAI Task APIs + * Community-maintained Open Inference Protocol repo for OpenAI schema [https://docs.google.com/document/d/1odTMdIFdm01CbRQ6CpLzUIGVppHSoUvJV_zwcX6GuaU]. + * Support vertical GenAI Task APIs such as embedding, Text-to-Image, Text-To-Code, Doc-To-Text [https://github.com/kserve/kserve/issues/3572]. + +- LLM Gateway + * Support multiple LLM providers. + * Support token based rate limiting. + * Support LLM router with traffic shaping, fallback, load balancing. + * LLM Gateway observability for metrics and cost reporting ## Objective: "Graduate core inference capability to stable/GA" -- Promote `InferenceService` and `ClusterServingRuntime`/`ServingRuntime` CRD from v1beta1 to v1 +- Promote `InferenceService` and `ClusterServingRuntime`/`ServingRuntime` CRD to v1 * Improve `InferenceService` CRD for REST/gRPC protocol interface - * Unify model storage spec and implementation between KServe and ModelMesh - * Add Status to `ServingRuntime` for both ModelMesh and KServe, surface `ServingRuntime` validation errors and deployment status - * Deprecate `TrainedModel` CRD and use `InferenceService` annotation to allow dynamic model updates as alternative option to storage initializer - * Collocate transformer and predictor in the pod to reduce sidecar resources and networking latency - * Stablize `RawDeployment` mode with comprehensive testing for supported features - -- All model formats to support v2 inference protocol including custom serving runtime - * TorchServe to support v2 gRPC inference protocol + * Improve model storage interface + * Deprecate `TrainedModel` CRD and add multiple model support for co-hosting, draft model, LoRA adapters to InferenceService. + * Improve YAML UX for predictor and transformer container collocation. + * Close the feature gap between `RawDeployment` and `Serverless` mode. + +- Open Inference Protocol * Support batching for v2 inference protocol * Transformer and Explainer v2 inference protocol interoperability * Improve codec for v2 inference protocol @@ -19,30 +41,19 @@ Reference: [Control plane issues](https://github.com/kserve/kserve/issues?q=is%3 ## Objective: "Graduate KServe Python SDK to 1.0“ -- Improve KServe Python SDK dependency management with Poetry -- Create standarized model packaging API -- Improve KServe model server observability with metrics and distruted tracing +- Create standardized model packaging API +- Improve KServe model server observability with metrics and distributed tracing - Support batch inference Reference：[Python SDK issues](https://github.com/kserve/kserve/issues?q=is%3Aissue+is%3Aopen+label%3Akserve%2Fsdk), [Storage issues](https://github.com/kserve/kserve/issues?q=is%3Aissue+is%3Aopen+label%3Akfserving%2Fstorage) -## Objective: "Graduate ModelMesh to beta" -- Support TorchServe ServingRuntime -- Add PVC support and unify storage implementation with KServe -- Add optional ingress for ModelMesh deployments -- Etcd secret security for multi-namespace mode -- Add estimated model size field - -Reference: [ModelMesh issues](https://github.com/kserve/modelmesh-serving/issues?page=1&q=is%3Aissue+is%3Aopen) - -## Objective: "Graduate InferenceGraph to beta" +## Objective: "Graduate InferenceGraph" - Improve `InferenceGraph` spec for replica and concurrency control -- Allow setting resource limits per `InferenceGraph` - Support distributed tracing - Support gRPC for `InferenceGraph` - Standalone `Transformer` support for `InferenceGraph` - Support traffic mirroring node -- Support `RawDeployment` mode for `InferenceGraph` +- Improve `RawDeployment` mode for `InferenceGraph` Reference: [InferenceGraph issues](https://github.com/kserve/kserve/issues?q=is%3Aissue+is%3Aopen+label%3Akserve%2Finference_graph) @@ -58,5 +69,5 @@ Reference: [Auth related issues](https://github.com/kserve/kserve/issues?q=is%3A - Add ModelMesh docs and explain the use cases for classic KServe and ModelMesh - Unify the data plane v1 and v2 page formats - Improve v2 data plane docs to tell the story why and what changed -- Clean up the examples in kserve repo and unify them with the website's by creating one source of truth for example documentation +- Clean up the examples in kserve repo and unify them with the website's by creating one source of truth for documentation - Update any out-of-date documentation and make sure the website as a whole is consistent and cohesive diff --git a/agent.Dockerfile b/agent.Dockerfile index e2f34f568e..e98c4f1f12 100644 --- a/agent.Dockerfile +++ b/agent.Dockerfile @@ -27,4 +27,4 @@ WORKDIR /ko-app COPY --from=builder /go/src/github.com/kserve/kserve/agent /ko-app/ USER 1000:1000 -ENTRYPOINT ["/ko-app/agent"] \ No newline at end of file +ENTRYPOINT ["/ko-app/agent"] diff --git a/charts/kserve-crd-minimal/Chart.yaml b/charts/kserve-crd-minimal/Chart.yaml index a3b85902ae..fb019605b6 100644 --- a/charts/kserve-crd-minimal/Chart.yaml +++ b/charts/kserve-crd-minimal/Chart.yaml @@ -1,6 +1,6 @@ apiVersion: v1 name: kserve-crd-minimal -version: v0.13.0 +version: v0.14.0-rc0 description: Helm chart for deploying minimal kserve crds without validation keywords: - kserve diff --git a/charts/kserve-crd-minimal/README.md b/charts/kserve-crd-minimal/README.md index 910e96e344..c8a9a1ba8f 100644 --- a/charts/kserve-crd-minimal/README.md +++ b/charts/kserve-crd-minimal/README.md @@ -2,12 +2,12 @@ Helm chart for deploying minimal kserve crds without validation -![Version: v0.13.0](https://img.shields.io/badge/Version-v0.13.0-informational?style=flat-square) +![Version: v0.14.0-rc0](https://img.shields.io/badge/Version-v0.14.0--rc0-informational?style=flat-square) ## Installing the Chart To install the chart, run the following: ```console -$ helm install kserve-crd-minimal oci://ghcr.io/kserve/charts/kserve-crd-minimal --version v0.13.0 +$ helm install kserve-crd-minimal oci://ghcr.io/kserve/charts/kserve-crd-minimal --version v0.14.0-rc0 ``` diff --git a/charts/kserve-crd/Chart.yaml b/charts/kserve-crd/Chart.yaml index be3aad9404..7a835c4cff 100644 --- a/charts/kserve-crd/Chart.yaml +++ b/charts/kserve-crd/Chart.yaml @@ -1,6 +1,6 @@ apiVersion: v1 name: kserve-crd -version: v0.13.0 +version: v0.14.0-rc0 description: Helm chart for deploying kserve crds keywords: - kserve diff --git a/charts/kserve-crd/README.md b/charts/kserve-crd/README.md index 4cfe41f48d..d1ee80b65d 100644 --- a/charts/kserve-crd/README.md +++ b/charts/kserve-crd/README.md @@ -2,12 +2,12 @@ Helm chart for deploying kserve crds -![Version: v0.13.0](https://img.shields.io/badge/Version-v0.13.0-informational?style=flat-square) +![Version: v0.14.0-rc0](https://img.shields.io/badge/Version-v0.14.0--rc0-informational?style=flat-square) ## Installing the Chart To install the chart, run the following: ```console -$ helm install kserve-crd oci://ghcr.io/kserve/charts/kserve-crd --version v0.13.0 +$ helm install kserve-crd oci://ghcr.io/kserve/charts/kserve-crd --version v0.14.0-rc0 ``` diff --git a/charts/kserve-crd/templates/serving.kserve.io_inferenceservices.yaml b/charts/kserve-crd/templates/serving.kserve.io_inferenceservices.yaml index f0f7670e0c..85c9b343e6 100644 --- a/charts/kserve-crd/templates/serving.kserve.io_inferenceservices.yaml +++ b/charts/kserve-crd/templates/serving.kserve.io_inferenceservices.yaml @@ -2385,6 +2385,10 @@ spec: type: object logger: properties: + metadataHeaders: + items: + type: string + type: array mode: enum: - all @@ -6302,6 +6306,10 @@ spec: type: object logger: properties: + metadataHeaders: + items: + type: string + type: array mode: enum: - all @@ -14619,6 +14627,10 @@ spec: type: object logger: properties: + metadataHeaders: + items: + type: string + type: array mode: enum: - all diff --git a/charts/kserve-resources/Chart.yaml b/charts/kserve-resources/Chart.yaml index 0f57a6b3e2..e4d9291f93 100644 --- a/charts/kserve-resources/Chart.yaml +++ b/charts/kserve-resources/Chart.yaml @@ -1,6 +1,6 @@ apiVersion: v1 name: kserve -version: v0.13.0 +version: v0.14.0-rc0 description: Helm chart for deploying kserve resources keywords: - kserve diff --git a/charts/kserve-resources/README.md b/charts/kserve-resources/README.md index 167d75f626..3e019c7a60 100644 --- a/charts/kserve-resources/README.md +++ b/charts/kserve-resources/README.md @@ -2,14 +2,14 @@ Helm chart for deploying kserve resources -![Version: v0.13.0](https://img.shields.io/badge/Version-v0.13.0-informational?style=flat-square) +![Version: v0.14.0-rc0](https://img.shields.io/badge/Version-v0.14.0--rc0-informational?style=flat-square) ## Installing the Chart To install the chart, run the following: ```console -$ helm install kserve oci://ghcr.io/kserve/charts/kserve --version v0.13.0 +$ helm install kserve oci://ghcr.io/kserve/charts/kserve --version v0.14.0-rc0 ``` ## Values @@ -17,39 +17,52 @@ $ helm install kserve oci://ghcr.io/kserve/charts/kserve --version v0.13.0 | Key | Type | Default | Description | |-----|------|---------|-------------| | kserve.agent.image | string | `"kserve/agent"` | | -| kserve.agent.tag | string | `"v0.13.0"` | | -| kserve.controller.affinity | object | `{}` | | -| kserve.controller.deploymentMode | string | `"Serverless"` | | -| kserve.controller.gateway.additionalIngressDomains | list | `[]` | | -| kserve.controller.gateway.disableIngressCreation | bool | `false` | | -| kserve.controller.gateway.disableIstioVirtualHost | bool | `false` | | -| kserve.controller.gateway.domain | string | `"example.com"` | | -| kserve.controller.gateway.domainTemplate | string | `"{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}"` | | +| kserve.agent.tag | string | `"v0.14.0-rc0"` | | +| kserve.controller.affinity | object | `{}` | A Kubernetes Affinity, if required. For more information, see [Affinity v1 core](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.27/#affinity-v1-core). For example: affinity: nodeAffinity: requiredDuringSchedulingIgnoredDuringExecution: nodeSelectorTerms: - matchExpressions: - key: foo.bar.com/role operator: In values: - master | +| kserve.controller.annotations | object | `{}` | Optional additional annotations to add to the controller deployment. | +| kserve.controller.containerSecurityContext | object | `{"allowPrivilegeEscalation":false,"capabilities":{"drop":["ALL"]},"privileged":false,"readOnlyRootFilesystem":true,"runAsNonRoot":true}` | Container Security Context to be set on the controller component container. For more information, see [Configure a Security Context for a Pod or Container](https://kubernetes.io/docs/tasks/configure-pod-container/security-context/). | +| kserve.controller.deploymentMode | string | `"Serverless"` | KServe deployment mode: "Serverless", "RawDeployment". | +| kserve.controller.gateway.additionalIngressDomains | list | `[]` | Optional additional domains for ingress routing. | +| kserve.controller.gateway.disableIngressCreation | bool | `false` | Whether to disable ingress creation for RawDeployment mode. | +| kserve.controller.gateway.disableIstioVirtualHost | bool | `false` | DisableIstioVirtualHost controls whether to use istio as network layer for top level component routing or path based routing. This configuration is only applicable for Serverless mode, when disabled Istio is no longer required. | +| kserve.controller.gateway.domain | string | `"example.com"` | Ingress domain for RawDeployment mode, for Serverless it is configured in Knative. | +| kserve.controller.gateway.domainTemplate | string | `"{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}"` | Ingress domain template for RawDeployment mode, for Serverless mode it is configured in Knative. | | kserve.controller.gateway.ingressGateway.className | string | `"istio"` | | | kserve.controller.gateway.ingressGateway.gateway | string | `"knative-serving/knative-ingress-gateway"` | | -| kserve.controller.gateway.ingressGateway.gatewayService | string | `"istio-ingressgateway.istio-system.svc.cluster.local"` | | -| kserve.controller.gateway.localGateway.gateway | string | `"knative-serving/knative-local-gateway"` | | -| kserve.controller.gateway.localGateway.gatewayService | string | `"knative-local-gateway.istio-system.svc.cluster.local"` | | -| kserve.controller.gateway.urlScheme | string | `"http"` | | -| kserve.controller.image | string | `"kserve/kserve-controller"` | | -| kserve.controller.nodeSelector | object | `{}` | | -| kserve.controller.rbacProxyImage | string | `"gcr.io/kubebuilder/kube-rbac-proxy:v0.13.1"` | | -| kserve.controller.resources.limits.cpu | string | `"100m"` | | -| kserve.controller.resources.limits.memory | string | `"300Mi"` | | -| kserve.controller.resources.requests.cpu | string | `"100m"` | | -| kserve.controller.resources.requests.memory | string | `"300Mi"` | | -| kserve.controller.tag | string | `"v0.13.0"` | | -| kserve.controller.tolerations | list | `[]` | | -| kserve.controller.topologySpreadConstraints | list | `[]` | | -| kserve.metricsaggregator.enableMetricAggregation | string | `"false"` | | -| kserve.metricsaggregator.enablePrometheusScraping | string | `"false"` | | +| kserve.controller.gateway.localGateway.gateway | string | `"knative-serving/knative-local-gateway"` | localGateway specifies the gateway which handles the network traffic within the cluster. | +| kserve.controller.gateway.localGateway.gatewayService | string | `"knative-local-gateway.istio-system.svc.cluster.local"` | localGatewayService specifies the hostname of the local gateway service. | +| kserve.controller.gateway.localGateway.knativeGatewayService | string | `""` | knativeLocalGatewayService specifies the hostname of the Knative's local gateway service. When unset, the value of "localGatewayService" will be used. When enabling strict mTLS in Istio, KServe local gateway should be created and pointed to the Knative local gateway. | +| kserve.controller.gateway.urlScheme | string | `"http"` | HTTP endpoint url scheme. | +| kserve.controller.image | string | `"kserve/kserve-controller"` | KServe controller container image name. | +| kserve.controller.imagePullSecrets | list | `[]` | Reference to one or more secrets to be used when pulling images. For more information, see [Pull an Image from a Private Registry](https://kubernetes.io/docs/tasks/configure-pod-container/pull-image-private-registry/). For example: imagePullSecrets: - name: "image-pull-secret" | +| kserve.controller.labels | object | `{}` | Optional additional labels to add to the controller deployment. | +| kserve.controller.nodeSelector | object | `{}` | The nodeSelector on Pods tells Kubernetes to schedule Pods on the nodes with matching labels. For more information, see [Assigning Pods to Nodes](https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node/). | +| kserve.controller.podAnnotations | object | `{}` | Optional additional labels to add to the controller Pods. | +| kserve.controller.podLabels | object | `{}` | Optional additional labels to add to the controller Pods. | +| kserve.controller.rbacProxy.resources.limits.cpu | string | `"100m"` | | +| kserve.controller.rbacProxy.resources.limits.memory | string | `"300Mi"` | | +| kserve.controller.rbacProxy.resources.requests.cpu | string | `"100m"` | | +| kserve.controller.rbacProxy.resources.requests.memory | string | `"300Mi"` | | +| kserve.controller.rbacProxy.securityContext.allowPrivilegeEscalation | bool | `false` | | +| kserve.controller.rbacProxy.securityContext.capabilities.drop[0] | string | `"ALL"` | | +| kserve.controller.rbacProxy.securityContext.privileged | bool | `false` | | +| kserve.controller.rbacProxy.securityContext.readOnlyRootFilesystem | bool | `true` | | +| kserve.controller.rbacProxy.securityContext.runAsNonRoot | bool | `true` | | +| kserve.controller.rbacProxyImage | string | `"quay.io/brancz/kube-rbac-proxy:v0.18.0"` | KServe controller manager rbac proxy contrainer image | +| kserve.controller.resources | object | `{"limits":{"cpu":"100m","memory":"300Mi"},"requests":{"cpu":"100m","memory":"300Mi"}}` | Resources to provide to the kserve controller pod. For example: requests: cpu: 10m memory: 32Mi For more information, see [Resource Management for Pods and Containers](https://kubernetes.io/docs/concepts/configuration/manage-resources-containers/). | +| kserve.controller.securityContext | object | `{"runAsNonRoot":true}` | Pod Security Context. For more information, see [Configure a Security Context for a Pod or Container](https://kubernetes.io/docs/tasks/configure-pod-container/security-context/). | +| kserve.controller.tag | string | `"v0.14.0-rc0"` | KServe controller contrainer image tag. | +| kserve.controller.tolerations | list | `[]` | A list of Kubernetes Tolerations, if required. For more information, see [Toleration v1 core](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.27/#toleration-v1-core). For example: tolerations: - key: foo.bar.com/role operator: Equal value: master effect: NoSchedule | +| kserve.controller.topologySpreadConstraints | list | `[]` | A list of Kubernetes TopologySpreadConstraints, if required. For more information, see [Topology spread constraint v1 core](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.27/#topologyspreadconstraint-v1-core For example: topologySpreadConstraints: - maxSkew: 2 topologyKey: topology.kubernetes.io/zone whenUnsatisfiable: ScheduleAnyway labelSelector: matchLabels: app.kubernetes.io/instance: kserve-controller-manager app.kubernetes.io/component: controller | +| kserve.metricsaggregator.enableMetricAggregation | string | `"false"` | configures metric aggregation annotation. This adds the annotation serving.kserve.io/enable-metric-aggregation to every service with the specified boolean value. If true enables metric aggregation in queue-proxy by setting env vars in the queue proxy container to configure scraping ports. | +| kserve.metricsaggregator.enablePrometheusScraping | string | `"false"` | If true, prometheus annotations are added to the pod to scrape the metrics. If serving.kserve.io/enable-metric-aggregation is false, the prometheus port is set with the default prometheus scraping port 9090, otherwise the prometheus port annotation is set with the metric aggregation port. | | kserve.modelmesh.config.modelmeshImage | string | `"kserve/modelmesh"` | | -| kserve.modelmesh.config.modelmeshImageTag | string | `"v0.12.0-rc0"` | | +| kserve.modelmesh.config.modelmeshImageTag | string | `"v0.12.0"` | | | kserve.modelmesh.config.modelmeshRuntimeAdapterImage | string | `"kserve/modelmesh-runtime-adapter"` | | -| kserve.modelmesh.config.modelmeshRuntimeAdapterImageTag | string | `"v0.12.0-rc0"` | | +| kserve.modelmesh.config.modelmeshRuntimeAdapterImageTag | string | `"v0.12.0"` | | | kserve.modelmesh.config.podsPerRuntime | int | `2` | | | kserve.modelmesh.config.restProxyImage | string | `"kserve/rest-proxy"` | | -| kserve.modelmesh.config.restProxyImageTag | string | `"v0.12.0-rc0"` | | +| kserve.modelmesh.config.restProxyImageTag | string | `"v0.12.0"` | | | kserve.modelmesh.controller.affinity.podAntiAffinity.preferredDuringSchedulingIgnoredDuringExecution[0].podAffinityTerm.labelSelector.matchExpressions[0].key | string | `"control-plane"` | | | kserve.modelmesh.controller.affinity.podAntiAffinity.preferredDuringSchedulingIgnoredDuringExecution[0].podAffinityTerm.labelSelector.matchExpressions[0].operator | string | `"In"` | | | kserve.modelmesh.controller.affinity.podAntiAffinity.preferredDuringSchedulingIgnoredDuringExecution[0].podAffinityTerm.labelSelector.matchExpressions[0].values[0] | string | `"modelmesh-controller"` | | @@ -57,54 +70,109 @@ $ helm install kserve oci://ghcr.io/kserve/charts/kserve --version v0.13.0 | kserve.modelmesh.controller.affinity.podAntiAffinity.preferredDuringSchedulingIgnoredDuringExecution[0].weight | int | `100` | | | kserve.modelmesh.controller.image | string | `"kserve/modelmesh-controller"` | | | kserve.modelmesh.controller.nodeSelector | object | `{}` | | -| kserve.modelmesh.controller.tag | string | `"v0.12.0-rc0"` | | +| kserve.modelmesh.controller.tag | string | `"v0.12.0"` | | | kserve.modelmesh.controller.tolerations | list | `[]` | | | kserve.modelmesh.controller.topologySpreadConstraints | list | `[]` | | | kserve.modelmesh.enabled | bool | `true` | | -| kserve.modelmeshVersion | string | `"v0.12.0-rc0"` | | +| kserve.modelmeshVersion | string | `"v0.12.0"` | | | kserve.router.image | string | `"kserve/router"` | | -| kserve.router.tag | string | `"v0.13.0"` | | -| kserve.servingruntime.art.defaultVersion | string | `"v0.13.0"` | | +| kserve.router.tag | string | `"v0.14.0-rc0"` | | +| kserve.servingruntime.art.defaultVersion | string | `"v0.14.0-rc0"` | | | kserve.servingruntime.art.image | string | `"kserve/art-explainer"` | | +| kserve.servingruntime.art.imagePullSecrets | list | `[]` | | | kserve.servingruntime.huggingfaceserver.image | string | `"kserve/huggingfaceserver"` | | -| kserve.servingruntime.huggingfaceserver.tag | string | `"v0.13.0"` | | +| kserve.servingruntime.huggingfaceserver.imagePullSecrets | list | `[]` | | +| kserve.servingruntime.huggingfaceserver.securityContext.allowPrivilegeEscalation | bool | `false` | | +| kserve.servingruntime.huggingfaceserver.securityContext.capabilities.drop[0] | string | `"ALL"` | | +| kserve.servingruntime.huggingfaceserver.securityContext.privileged | bool | `false` | | +| kserve.servingruntime.huggingfaceserver.securityContext.runAsNonRoot | bool | `true` | | +| kserve.servingruntime.huggingfaceserver.tag | string | `"v0.14.0-rc0"` | | | kserve.servingruntime.lgbserver.image | string | `"kserve/lgbserver"` | | -| kserve.servingruntime.lgbserver.tag | string | `"v0.13.0"` | | +| kserve.servingruntime.lgbserver.imagePullSecrets | list | `[]` | | +| kserve.servingruntime.lgbserver.securityContext.allowPrivilegeEscalation | bool | `false` | | +| kserve.servingruntime.lgbserver.securityContext.capabilities.drop[0] | string | `"ALL"` | | +| kserve.servingruntime.lgbserver.securityContext.privileged | bool | `false` | | +| kserve.servingruntime.lgbserver.securityContext.runAsNonRoot | bool | `true` | | +| kserve.servingruntime.lgbserver.tag | string | `"v0.14.0-rc0"` | | | kserve.servingruntime.mlserver.image | string | `"docker.io/seldonio/mlserver"` | | +| kserve.servingruntime.mlserver.imagePullSecrets | list | `[]` | | | kserve.servingruntime.mlserver.modelClassPlaceholder | string | `"{{.Labels.modelClass}}"` | | +| kserve.servingruntime.mlserver.securityContext.allowPrivilegeEscalation | bool | `false` | | +| kserve.servingruntime.mlserver.securityContext.capabilities.drop[0] | string | `"ALL"` | | +| kserve.servingruntime.mlserver.securityContext.privileged | bool | `false` | | +| kserve.servingruntime.mlserver.securityContext.runAsNonRoot | bool | `true` | | | kserve.servingruntime.mlserver.tag | string | `"1.5.0"` | | | kserve.servingruntime.modelNamePlaceholder | string | `"{{.Name}}"` | | | kserve.servingruntime.paddleserver.image | string | `"kserve/paddleserver"` | | -| kserve.servingruntime.paddleserver.tag | string | `"v0.13.0"` | | +| kserve.servingruntime.paddleserver.imagePullSecrets | list | `[]` | | +| kserve.servingruntime.paddleserver.securityContext.allowPrivilegeEscalation | bool | `false` | | +| kserve.servingruntime.paddleserver.securityContext.capabilities.drop[0] | string | `"ALL"` | | +| kserve.servingruntime.paddleserver.securityContext.privileged | bool | `false` | | +| kserve.servingruntime.paddleserver.securityContext.runAsNonRoot | bool | `true` | | +| kserve.servingruntime.paddleserver.tag | string | `"v0.14.0-rc0"` | | | kserve.servingruntime.pmmlserver.image | string | `"kserve/pmmlserver"` | | -| kserve.servingruntime.pmmlserver.tag | string | `"v0.13.0"` | | +| kserve.servingruntime.pmmlserver.imagePullSecrets | list | `[]` | | +| kserve.servingruntime.pmmlserver.securityContext.allowPrivilegeEscalation | bool | `false` | | +| kserve.servingruntime.pmmlserver.securityContext.capabilities.drop[0] | string | `"ALL"` | | +| kserve.servingruntime.pmmlserver.securityContext.privileged | bool | `false` | | +| kserve.servingruntime.pmmlserver.securityContext.runAsNonRoot | bool | `true` | | +| kserve.servingruntime.pmmlserver.tag | string | `"v0.14.0-rc0"` | | | kserve.servingruntime.sklearnserver.image | string | `"kserve/sklearnserver"` | | -| kserve.servingruntime.sklearnserver.tag | string | `"v0.13.0"` | | +| kserve.servingruntime.sklearnserver.imagePullSecrets | list | `[]` | | +| kserve.servingruntime.sklearnserver.securityContext.allowPrivilegeEscalation | bool | `false` | | +| kserve.servingruntime.sklearnserver.securityContext.capabilities.drop[0] | string | `"ALL"` | | +| kserve.servingruntime.sklearnserver.securityContext.privileged | bool | `false` | | +| kserve.servingruntime.sklearnserver.securityContext.runAsNonRoot | bool | `true` | | +| kserve.servingruntime.sklearnserver.tag | string | `"v0.14.0-rc0"` | | | kserve.servingruntime.tensorflow.image | string | `"tensorflow/serving"` | | +| kserve.servingruntime.tensorflow.imagePullSecrets | list | `[]` | | +| kserve.servingruntime.tensorflow.securityContext.allowPrivilegeEscalation | bool | `false` | | +| kserve.servingruntime.tensorflow.securityContext.capabilities.drop[0] | string | `"ALL"` | | +| kserve.servingruntime.tensorflow.securityContext.privileged | bool | `false` | | +| kserve.servingruntime.tensorflow.securityContext.runAsNonRoot | bool | `true` | | +| kserve.servingruntime.tensorflow.securityContext.runAsUser | int | `1000` | | | kserve.servingruntime.tensorflow.tag | string | `"2.6.2"` | | | kserve.servingruntime.torchserve.image | string | `"pytorch/torchserve-kfs"` | | +| kserve.servingruntime.torchserve.imagePullSecrets | list | `[]` | | +| kserve.servingruntime.torchserve.securityContext.allowPrivilegeEscalation | bool | `false` | | +| kserve.servingruntime.torchserve.securityContext.capabilities.drop[0] | string | `"ALL"` | | +| kserve.servingruntime.torchserve.securityContext.privileged | bool | `false` | | +| kserve.servingruntime.torchserve.securityContext.runAsNonRoot | bool | `true` | | +| kserve.servingruntime.torchserve.securityContext.runAsUser | int | `1000` | | | kserve.servingruntime.torchserve.serviceEnvelopePlaceholder | string | `"{{.Labels.serviceEnvelope}}"` | | | kserve.servingruntime.torchserve.tag | string | `"0.9.0"` | | | kserve.servingruntime.tritonserver.image | string | `"nvcr.io/nvidia/tritonserver"` | | +| kserve.servingruntime.tritonserver.imagePullSecrets | list | `[]` | | +| kserve.servingruntime.tritonserver.securityContext.allowPrivilegeEscalation | bool | `false` | | +| kserve.servingruntime.tritonserver.securityContext.capabilities.drop[0] | string | `"ALL"` | | +| kserve.servingruntime.tritonserver.securityContext.privileged | bool | `false` | | +| kserve.servingruntime.tritonserver.securityContext.runAsNonRoot | bool | `true` | | +| kserve.servingruntime.tritonserver.securityContext.runAsUser | int | `1000` | | | kserve.servingruntime.tritonserver.tag | string | `"23.05-py3"` | | | kserve.servingruntime.xgbserver.image | string | `"kserve/xgbserver"` | | -| kserve.servingruntime.xgbserver.tag | string | `"v0.13.0"` | | -| kserve.storage.caBundleConfigMapName | string | `""` | | -| kserve.storage.caBundleVolumeMountPath | string | `"/etc/ssl/custom-certs"` | | -| kserve.storage.cpuModelcar | string | `"10m"` | | -| kserve.storage.enableModelcar | bool | `false` | | +| kserve.servingruntime.xgbserver.imagePullSecrets | list | `[]` | | +| kserve.servingruntime.xgbserver.securityContext.allowPrivilegeEscalation | bool | `false` | | +| kserve.servingruntime.xgbserver.securityContext.capabilities.drop[0] | string | `"ALL"` | | +| kserve.servingruntime.xgbserver.securityContext.privileged | bool | `false` | | +| kserve.servingruntime.xgbserver.securityContext.runAsNonRoot | bool | `true` | | +| kserve.servingruntime.xgbserver.tag | string | `"v0.14.0-rc0"` | | +| kserve.storage.caBundleConfigMapName | string | `""` | Mounted CA bundle config map name for storage initializer. | +| kserve.storage.caBundleVolumeMountPath | string | `"/etc/ssl/custom-certs"` | Mounted path for CA bundle config map. | +| kserve.storage.cpuModelcar | string | `"10m"` | Model sidecar cpu requirement. | +| kserve.storage.enableModelcar | bool | `false` | Flag for enabling model sidecar feature. | | kserve.storage.image | string | `"kserve/storage-initializer"` | | -| kserve.storage.memoryModelcar | string | `"15Mi"` | | -| kserve.storage.s3.CABundle | string | `""` | | -| kserve.storage.s3.accessKeyIdName | string | `"AWS_ACCESS_KEY_ID"` | | -| kserve.storage.s3.endpoint | string | `""` | | -| kserve.storage.s3.region | string | `""` | | -| kserve.storage.s3.secretAccessKeyName | string | `"AWS_SECRET_ACCESS_KEY"` | | -| kserve.storage.s3.useAnonymousCredential | string | `""` | | -| kserve.storage.s3.useHttps | string | `""` | | -| kserve.storage.s3.useVirtualBucket | string | `""` | | -| kserve.storage.s3.verifySSL | string | `""` | | -| kserve.storage.storageSecretNameAnnotation | string | `"serving.kserve.io/secretName"` | | -| kserve.storage.storageSpecSecretName | string | `"storage-config"` | | -| kserve.storage.tag | string | `"v0.13.0"` | | -| kserve.version | string | `"v0.13.0"` | | +| kserve.storage.memoryModelcar | string | `"15Mi"` | Model sidecar memory requirement. | +| kserve.storage.s3 | object | `{"CABundle":"","accessKeyIdName":"AWS_ACCESS_KEY_ID","endpoint":"","region":"","secretAccessKeyName":"AWS_SECRET_ACCESS_KEY","useAnonymousCredential":"","useHttps":"","useVirtualBucket":"","verifySSL":""}` | Configurations for S3 storage | +| kserve.storage.s3.CABundle | string | `""` | The path to the certificate bundle to use for HTTPS certificate validation. | +| kserve.storage.s3.accessKeyIdName | string | `"AWS_ACCESS_KEY_ID"` | AWS S3 static access key id. | +| kserve.storage.s3.endpoint | string | `""` | AWS S3 endpoint. | +| kserve.storage.s3.region | string | `""` | Default region name of AWS S3. | +| kserve.storage.s3.secretAccessKeyName | string | `"AWS_SECRET_ACCESS_KEY"` | AWS S3 static secret access key. | +| kserve.storage.s3.useAnonymousCredential | string | `""` | Whether to use anonymous credentials to download the model or not, default to false. | +| kserve.storage.s3.useHttps | string | `""` | Whether to use secured https or http to download models, allowed values are 0 and 1 and default to 1. | +| kserve.storage.s3.useVirtualBucket | string | `""` | Whether to use virtual bucket or not, default to false. | +| kserve.storage.s3.verifySSL | string | `""` | Whether to verify the tls/ssl certificate, default to true. | +| kserve.storage.storageSecretNameAnnotation | string | `"serving.kserve.io/secretName"` | Storage secret name reference for storage initializer. | +| kserve.storage.storageSpecSecretName | string | `"storage-config"` | Storage spec secret name. | +| kserve.storage.tag | string | `"v0.14.0-rc0"` | | +| kserve.version | string | `"v0.14.0-rc0"` | | diff --git a/charts/kserve-resources/templates/clusterservingruntimes.yaml b/charts/kserve-resources/templates/clusterservingruntimes.yaml index 6bef93d8cb..290ad05148 100644 --- a/charts/kserve-resources/templates/clusterservingruntimes.yaml +++ b/charts/kserve-resources/templates/clusterservingruntimes.yaml @@ -22,6 +22,10 @@ spec: - --model_dir=/mnt/models - --http_port=8080 - --nthread=1 + securityContext: + {{- with .Values.kserve.servingruntime.lgbserver.securityContext}} + {{- toYaml . | nindent 10 }} + {{- end }} resources: requests: cpu: "1" @@ -29,6 +33,10 @@ spec: limits: cpu: "1" memory: 2Gi + {{- with .Values.kserve.servingruntime.lgbserver.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 4 }} + {{- end }} --- apiVersion: serving.kserve.io/v1alpha1 @@ -87,6 +95,10 @@ spec: value: "9000" - name: "MODELS_DIR" value: "/mnt/models" + securityContext: + {{- with .Values.kserve.servingruntime.mlserver.securityContext}} + {{- toYaml . | nindent 10 }} + {{- end }} resources: requests: cpu: "1" @@ -94,6 +106,10 @@ spec: limits: cpu: "1" memory: 2Gi + {{- with .Values.kserve.servingruntime.mlserver.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 4 }} + {{- end }} --- apiVersion: serving.kserve.io/v1alpha1 @@ -119,6 +135,10 @@ spec: - --model_name={{ .Values.kserve.servingruntime.modelNamePlaceholder }} - --model_dir=/mnt/models - --http_port=8080 + securityContext: + {{- with .Values.kserve.servingruntime.paddleserver.securityContext}} + {{- toYaml . | nindent 10 }} + {{- end }} resources: requests: cpu: "1" @@ -126,6 +146,10 @@ spec: limits: cpu: "1" memory: 2Gi + {{- with .Values.kserve.servingruntime.paddleserver.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 4 }} + {{- end }} --- apiVersion: serving.kserve.io/v1alpha1 @@ -155,6 +179,10 @@ spec: - --model_name={{ .Values.kserve.servingruntime.modelNamePlaceholder }} - --model_dir=/mnt/models - --http_port=8080 + securityContext: + {{- with .Values.kserve.servingruntime.pmmlserver.securityContext}} + {{- toYaml . | nindent 10 }} + {{- end }} resources: requests: cpu: "1" @@ -162,6 +190,10 @@ spec: limits: cpu: "1" memory: 2Gi + {{- with .Values.kserve.servingruntime.pmmlserver.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 4 }} + {{- end }} --- apiVersion: serving.kserve.io/v1alpha1 @@ -187,6 +219,10 @@ spec: - --model_name={{ .Values.kserve.servingruntime.modelNamePlaceholder }} - --model_dir=/mnt/models - --http_port=8080 + securityContext: + {{- with .Values.kserve.servingruntime.sklearnserver.securityContext}} + {{- toYaml . | nindent 10 }} + {{- end }} resources: requests: cpu: "1" @@ -194,6 +230,10 @@ spec: limits: cpu: "1" memory: 2Gi + {{- with .Values.kserve.servingruntime.sklearnserver.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 4 }} + {{- end }} --- apiVersion: serving.kserve.io/v1alpha1 @@ -226,6 +266,10 @@ spec: - --rest_api_port=8080 - --model_base_path=/mnt/models - --rest_api_timeout_in_ms=60000 + securityContext: + {{- with .Values.kserve.servingruntime.tensorflow.securityContext}} + {{- toYaml . | nindent 10 }} + {{- end }} resources: requests: cpu: "1" @@ -233,6 +277,10 @@ spec: limits: cpu: "1" memory: 2Gi + {{- with .Values.kserve.servingruntime.tensorflow.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 4 }} + {{- end }} --- apiVersion: serving.kserve.io/v1alpha1 @@ -263,6 +311,10 @@ spec: env: - name: "TS_SERVICE_ENVELOPE" value: "{{ .Values.kserve.servingruntime.torchserve.serviceEnvelopePlaceholder }}" + securityContext: + {{- with .Values.kserve.servingruntime.torchserve.securityContext}} + {{- toYaml . | nindent 10 }} + {{- end }} resources: requests: cpu: "1" @@ -270,6 +322,10 @@ spec: limits: cpu: "1" memory: 2Gi + {{- with .Values.kserve.servingruntime.torchserve.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 4 }} + {{- end }} --- apiVersion: serving.kserve.io/v1alpha1 @@ -316,6 +372,10 @@ spec: - --http-port=8080 - --allow-grpc=true - --allow-http=true + securityContext: + {{- with .Values.kserve.servingruntime.tritonserver.securityContext}} + {{- toYaml . | nindent 10 }} + {{- end }} resources: requests: cpu: "1" @@ -323,6 +383,10 @@ spec: limits: cpu: "1" memory: 2Gi + {{- with .Values.kserve.servingruntime.tritonserver.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 4 }} + {{- end }} --- apiVersion: serving.kserve.io/v1alpha1 @@ -349,6 +413,10 @@ spec: - --model_dir=/mnt/models - --http_port=8080 - --nthread=1 + securityContext: + {{- with .Values.kserve.servingruntime.xgbserver.securityContext}} + {{- toYaml . | nindent 10 }} + {{- end }} resources: requests: cpu: "1" @@ -356,6 +424,10 @@ spec: limits: cpu: "1" memory: 2Gi + {{- with .Values.kserve.servingruntime.xgbserver.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 4 }} + {{- end }} --- apiVersion: serving.kserve.io/v1alpha1 kind: ClusterServingRuntime @@ -378,6 +450,10 @@ spec: image: "{{ .Values.kserve.servingruntime.huggingfaceserver.image }}:{{ .Values.kserve.servingruntime.huggingfaceserver.tag }}" args: - --model_name={{ .Values.kserve.servingruntime.modelNamePlaceholder }} + securityContext: + {{- with .Values.kserve.servingruntime.huggingfaceserver.securityContext}} + {{- toYaml . | nindent 10 }} + {{- end }} resources: requests: cpu: "1" @@ -385,3 +461,7 @@ spec: limits: cpu: "1" memory: 2Gi + {{- with .Values.kserve.servingruntime.huggingfaceserver.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 4 }} + {{- end }} diff --git a/charts/kserve-resources/templates/configmap.yaml b/charts/kserve-resources/templates/configmap.yaml index 218bd0b3f6..df68372777 100644 --- a/charts/kserve-resources/templates/configmap.yaml +++ b/charts/kserve-resources/templates/configmap.yaml @@ -181,7 +181,6 @@ data: ingress: |- { "ingressGateway" : "knative-serving/knative-ingress-gateway", - "ingressService" : "istio-ingressgateway.istio-system.svc.cluster.local", "localGateway" : "knative-serving/knative-local-gateway", "localGatewayService" : "knative-local-gateway.istio-system.svc.cluster.local", "ingressDomain" : "example.com", @@ -199,9 +198,15 @@ data: # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer. "ingressGateway" : "knative-serving/knative-ingress-gateway", - # ingressService specifies the hostname of the ingress service. + # knativeLocalGatewayService specifies the hostname of the Knative's local gateway service. + # The default KServe configurations are re-using the Istio local gateways for Knative. In this case, this + # knativeLocalGatewayService field can be left unset. When unset, the value of "localGatewayService" will be used. + # However, sometimes it may be better to have local gateways specifically for KServe (e.g. when enabling strict mTLS in Istio). + # Under such setups where KServe is needed to have its own local gateways, the values of the "localGateway" and + # "localGatewayService" should point to the KServe local gateways. Then, this knativeLocalGatewayService field + # should point to the Knative's local gateway service. # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer. - "ingressService" : "istio-ingressgateway.istio-system.svc.cluster.local", + "knativeLocalGatewayService": "", # localGateway specifies the gateway which handles the network traffic within the cluster. # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer. @@ -495,7 +500,7 @@ data: ingress: |- { "ingressGateway" : "{{ .Values.kserve.controller.gateway.ingressGateway.gateway }}", - "ingressService" : "{{ .Values.kserve.controller.gateway.ingressGateway.gatewayService }}", + "knativeLocalGatewayService" : "{{ .Values.kserve.controller.gateway.localGateway.knativeGatewayService }}", "localGateway" : "{{ .Values.kserve.controller.gateway.localGateway.gateway }}", "localGatewayService" : "{{ .Values.kserve.controller.gateway.localGateway.gatewayService }}", "ingressClassName" : "{{ .Values.kserve.controller.gateway.ingressGateway.className }}", diff --git a/charts/kserve-resources/templates/deployment.yaml b/charts/kserve-resources/templates/deployment.yaml index 93a0f54cbe..26339844b9 100644 --- a/charts/kserve-resources/templates/deployment.yaml +++ b/charts/kserve-resources/templates/deployment.yaml @@ -5,10 +5,17 @@ metadata: name: kserve-controller-manager namespace: {{ .Release.Namespace }} labels: + app.kubernetes.io/name: kserve-controller-manager control-plane: kserve-controller-manager controller-tools.k8s.io: "1.0" + {{- if .Values.kserve.controller.labels }} + {{- toYaml .Values.kserve.controller.labels | nindent 4 }} + {{- end }} annotations: prometheus.io/scrape: 'true' + {{- if .Values.kserve.controller.annotations }} + {{- toYaml .Values.kserve.controller.annotations | nindent 4 }} + {{- end }} spec: selector: matchLabels: @@ -17,10 +24,17 @@ spec: template: metadata: labels: + app.kubernetes.io/name: kserve-controller-manager control-plane: kserve-controller-manager controller-tools.k8s.io: "1.0" + {{- if .Values.kserve.controller.podLabels }} + {{- toYaml .Values.kserve.controller.podLabels | nindent 8 }} + {{- end }} annotations: kubectl.kubernetes.io/default-container: manager + {{- if .Values.kserve.controller.podAnnotations }} + {{- toYaml .Values.kserve.controller.podAnnotations | nindent 8 }} + {{- end }} spec: serviceAccountName: kserve-controller-manager {{- with .Values.kserve.controller.nodeSelector }} @@ -39,6 +53,10 @@ spec: topologySpreadConstraints: {{- toYaml . | nindent 8 }} {{- end }} + {{- with .Values.kserve.controller.securityContext}} + securityContext: + {{- toYaml . | nindent 8 }} + {{- end }} containers: - name: kube-rbac-proxy image: "{{ .Values.kserve.controller.rbacProxyImage }}" @@ -50,11 +68,23 @@ spec: ports: - containerPort: 8443 name: https + securityContext: + {{- with .Values.kserve.controller.rbacProxy.securityContext}} + {{- toYaml . | nindent 10 }} + {{- end }} + resources: + {{- with .Values.kserve.controller.rbacProxy.resources }} + {{- toYaml . | nindent 10 }} + {{- end }} - command: - /manager image: "{{ .Values.kserve.controller.image }}:{{ .Values.kserve.controller.tag }}" imagePullPolicy: IfNotPresent name: manager + securityContext: + {{- with .Values.kserve.controller.containerSecurityContext}} + {{- toYaml . | nindent 10 }} + {{- end }} args: - "--metrics-addr=127.0.0.1:8080" - "--leader-elect" diff --git a/charts/kserve-resources/templates/serviceaccount.yaml b/charts/kserve-resources/templates/serviceaccount.yaml index 1e0cfcfe75..3e8d4b6e8e 100644 --- a/charts/kserve-resources/templates/serviceaccount.yaml +++ b/charts/kserve-resources/templates/serviceaccount.yaml @@ -7,3 +7,7 @@ metadata: app.kubernetes.io/managed-by: kserve-controller-manager app.kubernetes.io/name: kserve-controller-manager name: kserve-controller-manager +{{- with .Values.kserve.controller.imagePullSecrets }} +imagePullSecrets: + {{- toYaml . | nindent 2 }} +{{- end }} diff --git a/charts/kserve-resources/templates/webhookconfiguration.yaml b/charts/kserve-resources/templates/webhookconfiguration.yaml index 5a31ee890c..5a8093924e 100644 --- a/charts/kserve-resources/templates/webhookconfiguration.yaml +++ b/charts/kserve-resources/templates/webhookconfiguration.yaml @@ -7,7 +7,6 @@ metadata: cert-manager.io/inject-ca-from: {{ .Release.Namespace }}/serving-cert webhooks: - clientConfig: - caBundle: Cg== service: name: kserve-webhook-server-service namespace: {{ .Release.Namespace }} @@ -27,7 +26,6 @@ webhooks: resources: - inferenceservices - clientConfig: - caBundle: Cg== service: name: kserve-webhook-server-service namespace: {{ .Release.Namespace }} @@ -60,7 +58,6 @@ metadata: cert-manager.io/inject-ca-from: {{ .Release.Namespace }}/serving-cert webhooks: - clientConfig: - caBundle: Cg== service: name: kserve-webhook-server-service namespace: {{ .Release.Namespace }} @@ -89,7 +86,6 @@ metadata: cert-manager.io/inject-ca-from: {{ .Release.Namespace }}/serving-cert webhooks: - clientConfig: - caBundle: Cg== service: name: kserve-webhook-server-service namespace: {{ .Release.Namespace }} @@ -119,7 +115,6 @@ metadata: cert-manager.io/inject-ca-from: {{ .Release.Namespace }}/serving-cert webhooks: - clientConfig: - caBundle: Cg== service: name: kserve-webhook-server-service namespace: {{ .Release.Namespace }} @@ -148,7 +143,6 @@ metadata: cert-manager.io/inject-ca-from: {{ .Release.Namespace }}/serving-cert webhooks: - clientConfig: - caBundle: Cg== service: name: kserve-webhook-server-service namespace: {{ .Release.Namespace }} @@ -177,7 +171,6 @@ metadata: cert-manager.io/inject-ca-from: {{ .Release.Namespace }}/serving-cert webhooks: - clientConfig: - caBundle: Cg== service: name: kserve-webhook-server-service namespace: {{ .Release.Namespace }} diff --git a/charts/kserve-resources/values.yaml b/charts/kserve-resources/values.yaml index 82fbb7197a..e1cc65d8c5 100644 --- a/charts/kserve-resources/values.yaml +++ b/charts/kserve-resources/values.yaml @@ -1,6 +1,6 @@ kserve: - version: &defaultVersion v0.13.0 - modelmeshVersion: &defaultModelMeshVersion v0.12.0-rc0 + version: &defaultVersion v0.14.0-rc0 + modelmeshVersion: &defaultModelMeshVersion v0.12.0 agent: image: kserve/agent tag: *defaultVersion @@ -10,49 +10,216 @@ kserve: storage: image: kserve/storage-initializer tag: *defaultVersion + + # -- Flag for enabling model sidecar feature. enableModelcar: false + + # -- Model sidecar cpu requirement. cpuModelcar: 10m + + # -- Model sidecar memory requirement. memoryModelcar: 15Mi + + # -- Mounted CA bundle config map name for storage initializer. caBundleConfigMapName: "" + + # -- Mounted path for CA bundle config map. caBundleVolumeMountPath: "/etc/ssl/custom-certs" + + # -- Storage spec secret name. storageSpecSecretName: storage-config + + # -- Storage secret name reference for storage initializer. storageSecretNameAnnotation: serving.kserve.io/secretName + + # -- Configurations for S3 storage s3: + # -- AWS S3 static access key id. accessKeyIdName: AWS_ACCESS_KEY_ID + + # -- AWS S3 static secret access key. secretAccessKeyName: AWS_SECRET_ACCESS_KEY + + # -- AWS S3 endpoint. endpoint: "" + + # -- Whether to use secured https or http to download models, allowed values are 0 and 1 and default to 1. useHttps: "" + + # -- Default region name of AWS S3. region: "" + + # -- Whether to verify the tls/ssl certificate, default to true. verifySSL: "" + + # -- Whether to use virtual bucket or not, default to false. useVirtualBucket: "" + + # -- Whether to use anonymous credentials to download the model or not, default to false. useAnonymousCredential: "" + + # -- The path to the certificate bundle to use for HTTPS certificate validation. CABundle: "" + metricsaggregator: + # -- configures metric aggregation annotation. This adds the annotation serving.kserve.io/enable-metric-aggregation to every + # service with the specified boolean value. If true enables metric aggregation in queue-proxy by setting env vars in the queue proxy container + # to configure scraping ports. enableMetricAggregation: "false" + + # -- If true, prometheus annotations are added to the pod to scrape the metrics. If serving.kserve.io/enable-metric-aggregation is false, + # the prometheus port is set with the default prometheus scraping port 9090, otherwise the prometheus port annotation is set with the metric aggregation port. enablePrometheusScraping: "false" controller: + # -- KServe deployment mode: "Serverless", "RawDeployment". deploymentMode: "Serverless" - rbacProxyImage: gcr.io/kubebuilder/kube-rbac-proxy:v0.13.1 + + # -- KServe controller manager rbac proxy contrainer image + rbacProxyImage: quay.io/brancz/kube-rbac-proxy:v0.18.0 + rbacProxy: + resources: + limits: + cpu: 100m + memory: 300Mi + requests: + cpu: 100m + memory: 300Mi + securityContext: + allowPrivilegeEscalation: false + privileged: false + capabilities: + drop: + - ALL + readOnlyRootFilesystem: true + runAsNonRoot: true + + # -- Optional additional labels to add to the controller deployment. + labels: {} + + # -- Optional additional labels to add to the controller Pods. + podLabels: {} + + # -- Optional additional annotations to add to the controller deployment. + annotations: {} + + # -- Optional additional labels to add to the controller Pods. + podAnnotations: {} + + # -- Pod Security Context. + # For more information, see [Configure a Security Context for a Pod or Container](https://kubernetes.io/docs/tasks/configure-pod-container/security-context/). + securityContext: + runAsNonRoot: true + + # -- Container Security Context to be set on the controller component container. + # For more information, see [Configure a Security Context for a Pod or Container](https://kubernetes.io/docs/tasks/configure-pod-container/security-context/). + containerSecurityContext: + allowPrivilegeEscalation: false + capabilities: + drop: + - ALL + privileged: false + readOnlyRootFilesystem: true + runAsNonRoot: true + gateway: + # -- Ingress domain for RawDeployment mode, for Serverless it is configured in Knative. domain: example.com + + # -- Optional additional domains for ingress routing. additionalIngressDomains: [] + + # -- Ingress domain template for RawDeployment mode, for Serverless mode it is configured in Knative. domainTemplate: "{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}" + + # -- HTTP endpoint url scheme. urlScheme: http + + # -- DisableIstioVirtualHost controls whether to use istio as network layer for top level component routing or path based routing. + # This configuration is only applicable for Serverless mode, when disabled Istio is no longer required. disableIstioVirtualHost: false + + # -- Whether to disable ingress creation for RawDeployment mode. disableIngressCreation: false + localGateway: + # -- localGateway specifies the gateway which handles the network traffic within the cluster. gateway: knative-serving/knative-local-gateway + + # -- localGatewayService specifies the hostname of the local gateway service. + gatewayService: knative-local-gateway.istio-system.svc.cluster.local + + # -- knativeLocalGatewayService specifies the hostname of the Knative's local gateway service. + # When unset, the value of "localGatewayService" will be used. When enabling strict mTLS in Istio, KServe local gateway should be created and pointed to the Knative local gateway. + knativeGatewayService: "" ingressGateway: gateway: knative-serving/knative-ingress-gateway - gatewayService: istio-ingressgateway.istio-system.svc.cluster.local className: istio + + # -- The nodeSelector on Pods tells Kubernetes to schedule Pods on the nodes with matching labels. + # For more information, see [Assigning Pods to Nodes](https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node/). + # nodeSelector: {} + + # -- A list of Kubernetes Tolerations, if required. For more information, see [Toleration v1 core](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.27/#toleration-v1-core). + # + # For example: + # tolerations: + # - key: foo.bar.com/role + # operator: Equal + # value: master + # effect: NoSchedule tolerations: [] + + # -- A list of Kubernetes TopologySpreadConstraints, if required. For more information, see [Topology spread constraint v1 core](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.27/#topologyspreadconstraint-v1-core + # + # For example: + # topologySpreadConstraints: + # - maxSkew: 2 + # topologyKey: topology.kubernetes.io/zone + # whenUnsatisfiable: ScheduleAnyway + # labelSelector: + # matchLabels: + # app.kubernetes.io/instance: kserve-controller-manager + # app.kubernetes.io/component: controller topologySpreadConstraints: [] + + # -- A Kubernetes Affinity, if required. For more information, see [Affinity v1 core](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.27/#affinity-v1-core). + # + # For example: + # affinity: + # nodeAffinity: + # requiredDuringSchedulingIgnoredDuringExecution: + # nodeSelectorTerms: + # - matchExpressions: + # - key: foo.bar.com/role + # operator: In + # values: + # - master affinity: {} + + # -- KServe controller container image name. image: kserve/kserve-controller + + # -- KServe controller contrainer image tag. tag: *defaultVersion + + # -- Reference to one or more secrets to be used when pulling images. + # For more information, see [Pull an Image from a Private Registry](https://kubernetes.io/docs/tasks/configure-pod-container/pull-image-private-registry/). + # + # For example: + # imagePullSecrets: + # - name: "image-pull-secret" + imagePullSecrets: [] + + # -- Resources to provide to the kserve controller pod. + # + # For example: + # requests: + # cpu: 10m + # memory: 32Mi + # + # For more information, see [Resource Management for Pods and Containers](https://kubernetes.io/docs/concepts/configuration/manage-resources-containers/). resources: limits: cpu: 100m @@ -88,40 +255,125 @@ kserve: restProxyImage: kserve/rest-proxy restProxyImageTag: *defaultModelMeshVersion podsPerRuntime: 2 + servingruntime: modelNamePlaceholder: "{{.Name}}" tensorflow: image: tensorflow/serving tag: 2.6.2 + imagePullSecrets: [] + securityContext: + runAsUser: 1000 # User is not defined in the Dockerfile, so we need to set it here to run as non-root + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL mlserver: image: docker.io/seldonio/mlserver tag: 1.5.0 modelClassPlaceholder: "{{.Labels.modelClass}}" + imagePullSecrets: [] + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL sklearnserver: image: kserve/sklearnserver tag: *defaultVersion + imagePullSecrets: [] + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL xgbserver: image: kserve/xgbserver tag: *defaultVersion + imagePullSecrets: [] + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL huggingfaceserver: image: kserve/huggingfaceserver tag: *defaultVersion + imagePullSecrets: [] + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL tritonserver: image: nvcr.io/nvidia/tritonserver tag: 23.05-py3 + imagePullSecrets: [] + securityContext: + runAsUser: 1000 # https://docs.nvidia.com/deeplearning/triton-inference-server/user-guide/docs/customization_guide/deploy.html#run-as-a-non-root-user + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL pmmlserver: image: kserve/pmmlserver tag: *defaultVersion + imagePullSecrets: [] + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL paddleserver: image: kserve/paddleserver tag: *defaultVersion + imagePullSecrets: [] + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL lgbserver: image: kserve/lgbserver tag: *defaultVersion + imagePullSecrets: [] + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL torchserve: image: pytorch/torchserve-kfs tag: 0.9.0 serviceEnvelopePlaceholder: "{{.Labels.serviceEnvelope}}" + imagePullSecrets: [] + securityContext: + runAsUser: 1000 # User ID is not defined in the Dockerfile, so we need to set it here to run as non-root + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL art: image: kserve/art-explainer defaultVersion: *defaultVersion + imagePullSecrets: [] diff --git a/cmd/agent/main.go b/cmd/agent/main.go index d829974a52..fe3bcf4121 100644 --- a/cmd/agent/main.go +++ b/cmd/agent/main.go @@ -27,16 +27,11 @@ import ( "strconv" "time" + "github.com/go-logr/zapr" "github.com/kelseyhightower/envconfig" - "github.com/kserve/kserve/pkg/agent" - "github.com/kserve/kserve/pkg/agent/storage" - "github.com/kserve/kserve/pkg/apis/serving/v1beta1" - "github.com/kserve/kserve/pkg/batcher" - kfslogger "github.com/kserve/kserve/pkg/logger" "github.com/pkg/errors" flag "github.com/spf13/pflag" "go.uber.org/zap" - "knative.dev/networking/pkg/http/header" proxy "knative.dev/networking/pkg/http/proxy" pkglogging "knative.dev/pkg/logging" @@ -46,6 +41,13 @@ import ( "knative.dev/serving/pkg/queue" "knative.dev/serving/pkg/queue/health" "knative.dev/serving/pkg/queue/readiness" + ctrl "sigs.k8s.io/controller-runtime" + + "github.com/kserve/kserve/pkg/agent" + "github.com/kserve/kserve/pkg/agent/storage" + "github.com/kserve/kserve/pkg/apis/serving/v1beta1" + "github.com/kserve/kserve/pkg/batcher" + kfslogger "github.com/kserve/kserve/pkg/logger" ) var ( @@ -64,6 +66,7 @@ var ( namespace = flag.String("namespace", "", "The namespace to add as header to log events") endpoint = flag.String("endpoint", "", "The endpoint name to add as header to log events") component = flag.String("component", "", "The component name (predictor, explainer, transformer) to add as header to log events") + metadataHeaders = flag.StringArray("metadata-headers", nil, "Allow list of headers that will be passed down as metadata") // batcher flags enableBatcher = flag.Bool("enable-batcher", false, "Enable request batcher") maxBatchSize = flag.String("max-batchsize", "32", "Max Batch Size") @@ -85,7 +88,7 @@ const ( ) type config struct { - // Making the below fields optional since raw deployment wont have them + // Making the below fields optional since raw deployment won't have them ContainerConcurrency int `split_words:"true"` QueueServingPort int `split_words:"true"` UserPort int `split_words:"true"` @@ -107,6 +110,7 @@ type loggerArgs struct { namespace string endpoint string component string + metadataHeaders []string } type batcherArgs struct { @@ -124,6 +128,7 @@ func main() { } logger, _ := pkglogging.NewLogger(env.ServingLoggingConfig, env.ServingLoggingLevel) + ctrl.SetLogger(zapr.NewLogger(logger.Desugar())) // Setup probe to run for checking user container healthiness. probe := func() bool { return true } if env.ServingReadinessProbe != "" { @@ -283,6 +288,7 @@ func startLogger(workers int, logger *zap.SugaredLogger) *loggerArgs { endpoint: *endpoint, namespace: *namespace, component: *component, + metadataHeaders: *metadataHeaders, } } @@ -313,7 +319,7 @@ func buildProbe(logger *zap.SugaredLogger, probeJSON string) *readiness.Probe { func buildServer(ctx context.Context, port string, userPort int, loggerArgs *loggerArgs, batcherArgs *batcherArgs, // nolint unparam probeContainer func() bool, logging *zap.SugaredLogger) (server *http.Server, drain func()) { - logging.Infof("Building server user port %s port %s", userPort, port) + logging.Infof("Building server user port %d port %s", userPort, port) target := &url.URL{ Scheme: "http", Host: net.JoinHostPort("127.0.0.1", strconv.Itoa(userPort)), @@ -336,7 +342,7 @@ func buildServer(ctx context.Context, port string, userPort int, loggerArgs *log } if loggerArgs != nil { composedHandler = kfslogger.New(loggerArgs.logUrl, loggerArgs.sourceUrl, loggerArgs.loggerType, - loggerArgs.inferenceService, loggerArgs.namespace, loggerArgs.endpoint, loggerArgs.component, composedHandler) + loggerArgs.inferenceService, loggerArgs.namespace, loggerArgs.endpoint, loggerArgs.component, composedHandler, loggerArgs.metadataHeaders) } composedHandler = queue.ForwardedShimHandler(composedHandler) diff --git a/config/configmap/inferenceservice.yaml b/config/configmap/inferenceservice.yaml index 4b9d106d78..77361de590 100644 --- a/config/configmap/inferenceservice.yaml +++ b/config/configmap/inferenceservice.yaml @@ -192,7 +192,6 @@ data: ingress: |- { "ingressGateway" : "knative-serving/knative-ingress-gateway", - "ingressService" : "istio-ingressgateway.istio-system.svc.cluster.local", "localGateway" : "knative-serving/knative-local-gateway", "localGatewayService" : "knative-local-gateway.istio-system.svc.cluster.local", "ingressDomain" : "example.com", @@ -210,9 +209,15 @@ data: # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer. "ingressGateway" : "knative-serving/knative-ingress-gateway", - # ingressService specifies the hostname of the ingress service. + # knativeLocalGatewayService specifies the hostname of the Knative's local gateway service. + # The default KServe configurations are re-using the Istio local gateways for Knative. In this case, this + # knativeLocalGatewayService field can be left unset. When unset, the value of "localGatewayService" will be used. + # However, sometimes it may be better to have local gateways specifically for KServe (e.g. when enabling strict mTLS in Istio). + # Under such setups where KServe is needed to have its own local gateways, the values of the "localGateway" and + # "localGatewayService" should point to the KServe local gateways. Then, this knativeLocalGatewayService field + # should point to the Knative's local gateway service. # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer. - "ingressService" : "istio-ingressgateway.istio-system.svc.cluster.local", + "knativeLocalGatewayService": "", # localGateway specifies the gateway which handles the network traffic within the cluster. # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer. @@ -494,7 +499,6 @@ data: ingress: |- { "ingressGateway" : "knative-serving/knative-ingress-gateway", - "ingressService" : "istio-ingressgateway.istio-system.svc.cluster.local", "localGateway" : "knative-serving/knative-local-gateway", "localGatewayService" : "knative-local-gateway.istio-system.svc.cluster.local", "ingressDomain" : "example.com", diff --git a/config/crd/full/serving.kserve.io_inferenceservices.yaml b/config/crd/full/serving.kserve.io_inferenceservices.yaml index 02257f1c1d..680e8d013d 100644 --- a/config/crd/full/serving.kserve.io_inferenceservices.yaml +++ b/config/crd/full/serving.kserve.io_inferenceservices.yaml @@ -2385,6 +2385,10 @@ spec: type: object logger: properties: + metadataHeaders: + items: + type: string + type: array mode: enum: - all @@ -6302,6 +6306,10 @@ spec: type: object logger: properties: + metadataHeaders: + items: + type: string + type: array mode: enum: - all @@ -14619,6 +14627,10 @@ spec: type: object logger: properties: + metadataHeaders: + items: + type: string + type: array mode: enum: - all diff --git a/config/default/kustomization.yaml b/config/default/kustomization.yaml index 4b419f7569..17222bac01 100644 --- a/config/default/kustomization.yaml +++ b/config/default/kustomization.yaml @@ -9,8 +9,6 @@ commonLabels: app.kubernetes.io/part-of: kserve # Labels to add to all resources and selectors. -#commonLabels: -# app.kubernetes.io/name: kserve resources: - ../crd - ../configmap @@ -52,11 +50,6 @@ replacements: select: kind: ValidatingWebhookConfiguration name: inferencegraph.serving.kserve.io -# - fieldPaths: -# - webhooks.*.clientConfig.service.name -# select: -# kind: ValidatingWebhookConfiguration -# name: clusterservingruntime.serving.kserve.io - fieldPaths: - webhooks.*.clientConfig.service.name select: @@ -98,82 +91,11 @@ replacements: select: kind: ValidatingWebhookConfiguration name: inferencegraph.serving.kserve.io -# - fieldPaths: -# - webhooks.*.clientConfig.service.namespace -# select: -# kind: ValidatingWebhookConfiguration -# name: clusterservingruntime.serving.kserve.io - fieldPaths: - webhooks.*.clientConfig.service.namespace select: kind: ValidatingWebhookConfiguration name: servingruntime.serving.kserve.io -# - fieldPaths: -# - spec.commonName -# - spec.dnsNames.0 -# options: -# delimiter: '.' -# index: 1 -# select: -# kind: Certificate -# name: serving-cert -# namespace: kserve -# - fieldPaths: -# - metadata.annotations.[cert-manager.io/inject-ca-from] -# options: -# delimiter: '/' -# index: 0 -# select: -# kind: CustomResourceDefinition -# name: inferenceservices.serving.kserve.io -# - fieldPaths: -# - metadata.annotations.[cert-manager.io/inject-ca-from] -# options: -# delimiter: '/' -# index: 0 -# select: -# kind: MutatingWebhookConfiguration -# name: inferenceservice.serving.kserve.io -# - fieldPaths: -# - metadata.annotations.[cert-manager.io/inject-ca-from] -# options: -# delimiter: '/' -# index: 0 -# select: -# kind: ValidatingWebhookConfiguration -# name: inferenceservice.serving.kserve.io -# - fieldPaths: -# - metadata.annotations.[cert-manager.io/inject-ca-from] -# options: -# delimiter: '/' -# index: 0 -# select: -# kind: ValidatingWebhookConfiguration -# name: trainedmodel.serving.kserve.io -# - fieldPaths: -# - metadata.annotations.[cert-manager.io/inject-ca-from] -# options: -# delimiter: '/' -# index: 0 -# select: -# kind: ValidatingWebhookConfiguration -# name: inferencegraph.serving.kserve.io -# - fieldPaths: -# - metadata.annotations.[cert-manager.io/inject-ca-from] -# options: -# delimiter: '/' -# index: 0 -# select: -# kind: ValidatingWebhookConfiguration -# name: clusterservingruntime.serving.kserve.io -# - fieldPaths: -# - metadata.annotations.[cert-manager.io/inject-ca-from] -# options: -# delimiter: '/' -# index: 0 -# select: -# kind: ValidatingWebhookConfiguration -# name: servingruntime.serving.kserve.io # Protect the /metrics endpoint by putting it behind auth. # Only one of manager_auth_proxy_patch.yaml and @@ -196,24 +118,3 @@ patches: - path: svc_webhook_cainjection_patch.yaml - path: manager_resources_patch.yaml - path: cainjection_conversion_webhook.yaml -# Since OpenShift serving-certificates are being used, -# remove CA bundle placeholders -# - patch: |- -# - op: remove -# path: "/spec/conversion/webhook/clientConfig/caBundle" -# target: -# kind: CustomResourceDefinition -# name: inferenceservices.serving.kserve.io -- patch: |- - - op: remove - path: "/webhooks/0/clientConfig/caBundle" - - op: remove - path: "/webhooks/1/clientConfig/caBundle" - target: - kind: MutatingWebhookConfiguration -- patch: |- - - op: remove - path: "/webhooks/0/clientConfig/caBundle" - target: - kind: ValidatingWebhookConfiguration - diff --git a/config/default/manager_auth_proxy_patch.yaml b/config/default/manager_auth_proxy_patch.yaml index 6bf8cc7fd1..4eae8f36b0 100644 --- a/config/default/manager_auth_proxy_patch.yaml +++ b/config/default/manager_auth_proxy_patch.yaml @@ -10,7 +10,15 @@ spec: spec: containers: - name: kube-rbac-proxy - image: gcr.io/kubebuilder/kube-rbac-proxy:v0.13.1 + securityContext: + allowPrivilegeEscalation: false + capabilities: + drop: + - ALL + privileged: false + readOnlyRootFilesystem: true + runAsNonRoot: true + image: quay.io/brancz/kube-rbac-proxy:v0.18.0 args: - "--secure-listen-address=0.0.0.0:8443" - "--upstream=http://127.0.0.1:8080/" diff --git a/config/manager/manager.yaml b/config/manager/manager.yaml index 6a7a3f63fd..c75dbddb54 100644 --- a/config/manager/manager.yaml +++ b/config/manager/manager.yaml @@ -4,6 +4,7 @@ metadata: name: kserve-controller-manager namespace: kserve labels: + app.kubernetes.io/name: kserve-controller-manager control-plane: kserve-controller-manager controller-tools.k8s.io: "1.0" spec: @@ -14,6 +15,7 @@ spec: template: metadata: labels: + app.kubernetes.io/name: kserve-controller-manager control-plane: kserve-controller-manager controller-tools.k8s.io: "1.0" annotations: @@ -30,6 +32,12 @@ spec: name: manager securityContext: allowPrivilegeEscalation: false + capabilities: + drop: + - ALL + privileged: false + readOnlyRootFilesystem: true + runAsNonRoot: true env: - name: POD_NAMESPACE valueFrom: diff --git a/config/overlays/test/configmap/inferenceservice-disable-istio.yaml b/config/overlays/test/configmap/inferenceservice-disable-istio.yaml index 92b11eca24..c96d934e11 100644 --- a/config/overlays/test/configmap/inferenceservice-disable-istio.yaml +++ b/config/overlays/test/configmap/inferenceservice-disable-istio.yaml @@ -7,7 +7,6 @@ data: ingress: |- { "ingressGateway" : "knative-serving/knative-ingress-gateway", - "ingressService" : "istio-ingressgateway.istio-system.svc.cluster.local", "localGateway" : "knative-serving/knative-local-gateway", "localGatewayService" : "knative-local-gateway.istio-system.svc.cluster.local", "ingressDomain" : "example.com", diff --git a/config/overlays/test/configmap/inferenceservice-ingress.yaml b/config/overlays/test/configmap/inferenceservice-ingress.yaml index 07f2a7ded0..323784eb21 100644 --- a/config/overlays/test/configmap/inferenceservice-ingress.yaml +++ b/config/overlays/test/configmap/inferenceservice-ingress.yaml @@ -7,7 +7,6 @@ data: ingress: |- { "ingressGateway" : "knative-serving/knative-ingress-gateway", - "ingressService" : "istio-ingressgateway.istio-system.svc.cluster.local", "localGateway": "knative-serving/knative-local-gateway", "localGatewayService" : "knative-local-gateway.istio-system.svc.cluster.local", "ingressClassName" : "istio", diff --git a/config/overlays/test/configmap/inferenceservice.yaml b/config/overlays/test/configmap/inferenceservice.yaml index 90adaca0d4..61a919cd73 100644 --- a/config/overlays/test/configmap/inferenceservice.yaml +++ b/config/overlays/test/configmap/inferenceservice.yaml @@ -32,7 +32,6 @@ data: ingress: |- { "ingressGateway" : "knative-serving/knative-ingress-gateway", - "ingressService" : "istio-ingressgateway.istio-system.svc.cluster.local", "localGateway": "knative-serving/knative-local-gateway", "localGatewayService" : "knative-local-gateway.istio-system.svc.cluster.local", "ingressClassName" : "istio", diff --git a/config/overlays/test/manager_image_patch.yaml b/config/overlays/test/manager_image_patch.yaml index bcb4fd67c0..77167a5d64 100644 --- a/config/overlays/test/manager_image_patch.yaml +++ b/config/overlays/test/manager_image_patch.yaml @@ -14,7 +14,7 @@ spec: resources: limits: cpu: 100m - memory: 200Mi + memory: 300Mi requests: - cpu: 10m - memory: 32Mi + cpu: 50m + memory: 200Mi diff --git a/config/rbac/role.yaml b/config/rbac/role.yaml index 1974fe1278..61f9aa23e7 100644 --- a/config/rbac/role.yaml +++ b/config/rbac/role.yaml @@ -82,11 +82,7 @@ rules: resources: - secrets verbs: - - create - - delete - get - - patch - - update - apiGroups: - "" resources: diff --git a/config/runtimes/kserve-huggingfaceserver.yaml b/config/runtimes/kserve-huggingfaceserver.yaml index 7236f2f7f4..a41fd7a359 100644 --- a/config/runtimes/kserve-huggingfaceserver.yaml +++ b/config/runtimes/kserve-huggingfaceserver.yaml @@ -19,6 +19,13 @@ spec: image: huggingfaceserver:replace args: - --model_name={{.Name}} + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL resources: requests: cpu: "1" diff --git a/config/runtimes/kserve-lgbserver.yaml b/config/runtimes/kserve-lgbserver.yaml index bace0b6800..eaa703cd7a 100644 --- a/config/runtimes/kserve-lgbserver.yaml +++ b/config/runtimes/kserve-lgbserver.yaml @@ -22,6 +22,13 @@ spec: - --model_dir=/mnt/models - --http_port=8080 - --nthread=1 + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL resources: requests: cpu: "1" diff --git a/config/runtimes/kserve-mlserver.yaml b/config/runtimes/kserve-mlserver.yaml index d373a2791b..b8a1b72f26 100644 --- a/config/runtimes/kserve-mlserver.yaml +++ b/config/runtimes/kserve-mlserver.yaml @@ -54,6 +54,13 @@ spec: value: "9000" - name: "MODELS_DIR" value: "/mnt/models" + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL resources: requests: cpu: "1" diff --git a/config/runtimes/kserve-paddleserver.yaml b/config/runtimes/kserve-paddleserver.yaml index 925f2ee105..89a2c8e502 100644 --- a/config/runtimes/kserve-paddleserver.yaml +++ b/config/runtimes/kserve-paddleserver.yaml @@ -21,6 +21,13 @@ spec: - --model_name={{.Name}} - --model_dir=/mnt/models - --http_port=8080 + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL resources: requests: cpu: "1" diff --git a/config/runtimes/kserve-pmmlserver.yaml b/config/runtimes/kserve-pmmlserver.yaml index ca949ec08a..537631f93b 100644 --- a/config/runtimes/kserve-pmmlserver.yaml +++ b/config/runtimes/kserve-pmmlserver.yaml @@ -25,6 +25,13 @@ spec: - --model_name={{.Name}} - --model_dir=/mnt/models - --http_port=8080 + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL resources: requests: cpu: "1" diff --git a/config/runtimes/kserve-sklearnserver.yaml b/config/runtimes/kserve-sklearnserver.yaml index cb52c2c507..c257921d81 100644 --- a/config/runtimes/kserve-sklearnserver.yaml +++ b/config/runtimes/kserve-sklearnserver.yaml @@ -21,6 +21,13 @@ spec: - --model_name={{.Name}} - --model_dir=/mnt/models - --http_port=8080 + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL resources: requests: cpu: "1" diff --git a/config/runtimes/kserve-tensorflow-serving.yaml b/config/runtimes/kserve-tensorflow-serving.yaml index 1975e6c3c4..1e3a7fcf82 100644 --- a/config/runtimes/kserve-tensorflow-serving.yaml +++ b/config/runtimes/kserve-tensorflow-serving.yaml @@ -28,6 +28,14 @@ spec: - --rest_api_port=8080 - --model_base_path=/mnt/models - --rest_api_timeout_in_ms=60000 + securityContext: + runAsUser: 1000 # User is not defined in the Dockerfile, so we need to set it here to run as non-root + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL resources: requests: cpu: "1" diff --git a/config/runtimes/kserve-torchserve.yaml b/config/runtimes/kserve-torchserve.yaml index 93f704db8f..9c93fa7f5c 100644 --- a/config/runtimes/kserve-torchserve.yaml +++ b/config/runtimes/kserve-torchserve.yaml @@ -26,6 +26,14 @@ spec: env: - name: "TS_SERVICE_ENVELOPE" value: "{{.Labels.serviceEnvelope}}" + securityContext: + runAsUser: 1000 # User ID is not defined in the Dockerfile, so we need to set it here to run as non-root + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL resources: requests: cpu: "1" diff --git a/config/runtimes/kserve-tritonserver.yaml b/config/runtimes/kserve-tritonserver.yaml index c3f8c5bc78..a55fb447fd 100644 --- a/config/runtimes/kserve-tritonserver.yaml +++ b/config/runtimes/kserve-tritonserver.yaml @@ -42,6 +42,14 @@ spec: - --http-port=8080 - --allow-grpc=true - --allow-http=true + securityContext: + runAsUser: 1000 # https://docs.nvidia.com/deeplearning/triton-inference-server/user-guide/docs/customization_guide/deploy.html#run-as-a-non-root-user + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL resources: requests: cpu: "1" diff --git a/config/runtimes/kserve-xgbserver.yaml b/config/runtimes/kserve-xgbserver.yaml index 29a60c4ac6..8740e7bc1e 100644 --- a/config/runtimes/kserve-xgbserver.yaml +++ b/config/runtimes/kserve-xgbserver.yaml @@ -22,6 +22,13 @@ spec: - --model_dir=/mnt/models - --http_port=8080 - --nthread=1 + securityContext: + allowPrivilegeEscalation: false + privileged: false + runAsNonRoot: true + capabilities: + drop: + - ALL resources: requests: cpu: "1" diff --git a/config/webhook/manifests.yaml b/config/webhook/manifests.yaml index 761e9adcc3..8b4131b5ee 100644 --- a/config/webhook/manifests.yaml +++ b/config/webhook/manifests.yaml @@ -6,7 +6,6 @@ metadata: name: inferenceservice.serving.kserve.io webhooks: - clientConfig: - caBundle: Cg== service: name: $(webhookServiceName) namespace: $(kserveNamespace) @@ -26,7 +25,6 @@ webhooks: resources: - inferenceservices - clientConfig: - caBundle: Cg== service: name: $(webhookServiceName) namespace: $(kserveNamespace) @@ -62,7 +60,6 @@ metadata: name: inferenceservice.serving.kserve.io webhooks: - clientConfig: - caBundle: Cg== service: name: $(webhookServiceName) namespace: $(kserveNamespace) @@ -89,7 +86,6 @@ metadata: name: trainedmodel.serving.kserve.io webhooks: - clientConfig: - caBundle: Cg== service: name: $(webhookServiceName) namespace: $(kserveNamespace) @@ -116,7 +112,6 @@ metadata: name: inferencegraph.serving.kserve.io webhooks: - clientConfig: - caBundle: Cg== service: name: $(webhookServiceName) namespace: $(kserveNamespace) @@ -170,7 +165,6 @@ metadata: name: servingruntime.serving.kserve.io webhooks: - clientConfig: - caBundle: Cg== service: name: $(webhookServiceName) namespace: $(kserveNamespace) diff --git a/docs/COMMON_ISSUES_AND_SOLUTIONS.md b/docs/COMMON_ISSUES_AND_SOLUTIONS.md new file mode 100644 index 0000000000..8a025a4bf0 --- /dev/null +++ b/docs/COMMON_ISSUES_AND_SOLUTIONS.md @@ -0,0 +1,56 @@ +# Common issues and solutions + +This document compiles common issues that users may encounter and provides solutions for troubleshooting. + +## Issue list + - [CRD Annotations Too Long](#issue-crd-annotations-too-longissue-crd-annotations-too-long) + - [Failed ci - Verify Generated Code / verify-codegen](#issue-failed-ci---verify-generated-code--verify-codegen) +## Issue detail + +**New issues should be documented above existing issues.** + +--- +### CRD Annotations Too Long +- Summary: Error when applying CRDs due to excessive annotation size. +- Symptoms: + - error msg: + ~~~ + "metadata.annotations: Too long: must have at most 262144 bytes." + ~~~ +- Cause: CRD annotations exceed the Kubernetes size limit. +- Resolution: + - Reduce annotation size or use server-side apply. + - ex) `kubectl apply --server-side=true -k ./config/default` +- Author: Jooho Lee/jlee@redhat.com +- Date: 2024-08-20 +- Related Issues/PRs: [#3487](https://github.com/kserve/kserve/issues/3487), [#3144](https://github.com/kserve/kserve/pull/3144), [#3877](https://github.com/kserve/kserve/pull/3877) + +--- +### Failed ci - Verify Generated Code / verify-codegen +- Summary: when PR has a new api added for CRD, CI(Verify Generated Code / verify-codegen) might fail +- Symptoms: + - error msg in ci: + ~~~ + "kserve/kserve is out of date. Please run make generate" + ~~~ +- Cause: + - There are some diffs in openapi generated file: pkg/apis/serving/v1beta1/openapi_generated.go. (inferenceservice crd case) +- Resolution: + - run these make targets in order + ~~~ + make generate + make manifests + ~~~ +- Author: Jooho Lee/jlee@redhat.com +- Date: 2024-08-19 +- Related Issues/PRs: X diff --git a/docs/apis/Dockerfile b/docs/apis/Dockerfile index 5ff708de54..983167cfdb 100644 --- a/docs/apis/Dockerfile +++ b/docs/apis/Dockerfile @@ -1,8 +1,10 @@ -FROM golang:1.17 +FROM golang:1.21 RUN apt-get update && apt-get -y upgrade && apt-get -y install git RUN git clone https://github.com/ahmetb/gen-crd-api-reference-docs +# replace the version pattern in the Dockerfile until we don't move to golang 1.22 +RUN sed -i 's/1.21.0/1.21/g' gen-crd-api-reference-docs/go.mod WORKDIR gen-crd-api-reference-docs diff --git a/docs/samples/explanation/aif/germancredit/server/Dockerfile b/docs/samples/explanation/aif/germancredit/server/Dockerfile index c71833e6fe..bf97671223 100644 --- a/docs/samples/explanation/aif/germancredit/server/Dockerfile +++ b/docs/samples/explanation/aif/germancredit/server/Dockerfile @@ -1,6 +1,6 @@ # Use the official lightweight Python image. # https://hub.docker.com/_/python -FROM python:3.7-slim +FROM python:3.10-slim ENV APP_HOME /app WORKDIR $APP_HOME @@ -13,7 +13,8 @@ RUN pip install --no-cache-dir -r ./requirements.txt COPY model.py ./ # Copy german-credit data -COPY german.data /usr/local/lib/python3.7/site-packages/aif360/data/raw/german/ -COPY german.doc /usr/local/lib/python3.7/site-packages/aif360/data/raw/german/ +COPY german.data /usr/local/lib/python3.10/site-packages/aif360/data/raw/german/ +COPY german.doc /usr/local/lib/python3.10/site-packages/aif360/data/raw/german/ CMD ["python", "model.py"] + diff --git a/docs/samples/explanation/aif/germancredit/server/README.md b/docs/samples/explanation/aif/germancredit/server/README.md index 60090c7320..5095ef8eff 100644 --- a/docs/samples/explanation/aif/germancredit/server/README.md +++ b/docs/samples/explanation/aif/germancredit/server/README.md @@ -19,3 +19,28 @@ docker push dockeruser/aifserver:latest ``` Once your docker image is pushed you can pull the image from dockeruser/aifserver:latest when deploying an inferenceservice by specifying the image in the yaml file. + + +# Running the Container Image locally + +Replace the **CMD** argument with the following command to run the container locally. + +```bash +CMD ["python", "model.py", + "-m", "aifserver", + "--predictor_host", "german-credit-predictor-default.default.svc.cluster.local", + "--model_name", "german-credit", + "--feature_names", "age", "sex", "credit_history=Delay", "credit_history=None/Paid", "credit_history=Other", "savings=500+", "savings=<500", "savings=Unknown/None", "employment=1-4 years", "employment=4+ years", "employment=unemployed", + "--label_names", "credit", + "--favorable_label", "1", + "--unfavorable_label", "2", + "--privileged_groups", "{\"age\": 1}", + "--unprivileged_groups", "{\"age\": 0}"] +``` + +Once the image is built, you can run the request to test it: + +```bash +# make sure you are in the example's root directory where the `query_bias.py` script and the `input.json` file are located. +python query_bias.py http://localhost:8080/v1/models/german-credit:predict input.json +``` \ No newline at end of file diff --git a/docs/samples/explanation/aif/germancredit/server/requirements.txt b/docs/samples/explanation/aif/germancredit/server/requirements.txt index 0c1b2d1cff..8fb35e649b 100644 --- a/docs/samples/explanation/aif/germancredit/server/requirements.txt +++ b/docs/samples/explanation/aif/germancredit/server/requirements.txt @@ -1,4 +1,4 @@ -kserve -sklearn +kserve>=0.13.0 +scikit-learn aif360 numba diff --git a/docs/samples/explanation/alibi/alibiexplainer/poetry.lock b/docs/samples/explanation/alibi/alibiexplainer/poetry.lock index 3554488d24..29af5b4412 100644 --- a/docs/samples/explanation/alibi/alibiexplainer/poetry.lock +++ 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Not intended for use outside KServe Frameworks Images." authors = ["cliveseldon "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" @@ -11,7 +11,7 @@ packages = [ [tool.poetry.dependencies] python = ">=3.8,<3.12" -kserve = { path = "../kserve", extras = ["storage"], develop = true } +kserve = { path = "../../../../../python/kserve", extras = ["storage"], develop = true } alibi = { version = "^0.9.4", extras = ["shap", "tensorflow"] } # From 0.9.5 alibi uses BSL license tensorflow = ">=2.12.0,<2.14" # the range that supports python 3.8 -- 3.11 dill = "^0.3.6" @@ -26,7 +26,7 @@ optional = true pytest = "^7.2.0" pytest-cov = "^4.0.0" mypy = "^0.991" -sklearnserver = { path = "../sklearnserver", develop = true } +sklearnserver = { path = "../../../../../python/sklearnserver", develop = true } [tool.poetry.group.dev] optional = true @@ -36,7 +36,7 @@ black = { version = "~24.3.0", extras = ["colorama"] } [tool.poetry-version-plugin] source = "file" -file_path = "../VERSION" +file_path = "../../../../../python/VERSION" [build-system] requires = ["poetry-core>=1.0.0"] diff --git a/docs/samples/kafka/image_transformer/image_transformer.py b/docs/samples/kafka/image_transformer/image_transformer.py index 642a616ce6..2d359cdffe 100644 --- a/docs/samples/kafka/image_transformer/image_transformer.py +++ b/docs/samples/kafka/image_transformer/image_transformer.py @@ -48,9 +48,9 @@ async def preprocess( self, inputs: Union[Dict, InferRequest], headers: Dict[str, str] = None ) -> Union[Dict, InferRequest]: logger.info("Received inputs %s", inputs) - if inputs["EventName"] == "s3:ObjectCreated:Put": - bucket = inputs["Records"][0]["s3"]["bucket"]["name"] - key = inputs["Records"][0]["s3"]["object"]["key"] + if inputs["data"]["EventName"] == "s3:ObjectCreated:Put": + bucket = inputs["data"]["Records"][0]["s3"]["bucket"]["name"] + key = inputs["data"]["Records"][0]["s3"]["object"]["key"] self._key = key client.download_file(bucket, key, "/tmp/" + key) request = image_transform("/tmp/" + key) diff --git a/go.mod b/go.mod index ddeeba0e9d..ba93272c11 100644 --- a/go.mod +++ b/go.mod @@ -9,6 +9,7 @@ require ( github.com/fsnotify/fsnotify v1.7.0 github.com/getkin/kin-openapi v0.120.0 github.com/go-logr/logr v1.4.1 + github.com/go-logr/zapr v1.3.0 github.com/gofrs/uuid/v5 v5.0.0 github.com/google/go-cmp v0.6.0 github.com/google/uuid v1.6.0 @@ -59,7 +60,6 @@ require ( github.com/go-kit/log v0.2.1 // indirect github.com/go-logfmt/logfmt v0.6.0 // indirect github.com/go-logr/stdr v1.2.2 // indirect - github.com/go-logr/zapr v1.2.4 // indirect github.com/go-openapi/jsonpointer v0.20.0 // indirect github.com/go-openapi/jsonreference v0.20.2 // indirect github.com/go-openapi/swag v0.22.4 // indirect diff --git a/go.sum b/go.sum index 6aaed27d37..58d32e22d5 100644 --- a/go.sum +++ b/go.sum @@ -16,24 +16,122 @@ cloud.google.com/go v0.62.0/go.mod h1:jmCYTdRCQuc1PHIIJ/maLInMho30T/Y0M4hTdTShOY cloud.google.com/go v0.65.0/go.mod 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github.com/go-logr/logr v0.1.0/go.mod h1:ixOQHD9gLJUVQQ2ZOR7zLEifBX6tGkNJF4QyIY7sIas= github.com/go-logr/logr v0.2.0/go.mod h1:z6/tIYblkpsD+a4lm/fGIIU9mZ+XfAiaFtq7xTgseGU= github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A= -github.com/go-logr/logr v1.2.4/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A= github.com/go-logr/logr v1.3.0/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY= github.com/go-logr/logr v1.4.1 h1:pKouT5E8xu9zeFC39JXRDukb6JFQPXM5p5I91188VAQ= github.com/go-logr/logr v1.4.1/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY= github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag= github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE= -github.com/go-logr/zapr v1.2.4 h1:QHVo+6stLbfJmYGkQ7uGHUCu5hnAFAj6mDe6Ea0SeOo= -github.com/go-logr/zapr v1.2.4/go.mod h1:FyHWQIzQORZ0QVE1BtVHv3cKtNLuXsbNLtpuhNapBOA= +github.com/go-logr/zapr v1.3.0 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+341,12 @@ github.com/golang/protobuf v1.5.0/go.mod h1:FsONVRAS9T7sI+LIUmWTfcYkHO4aIWwzhcaS github.com/golang/protobuf v1.5.2/go.mod h1:XVQd3VNwM+JqD3oG2Ue2ip4fOMUkwXdXDdiuN0vRsmY= github.com/golang/protobuf v1.5.3 h1:KhyjKVUg7Usr/dYsdSqoFveMYd5ko72D+zANwlG1mmg= github.com/golang/protobuf v1.5.3/go.mod h1:XVQd3VNwM+JqD3oG2Ue2ip4fOMUkwXdXDdiuN0vRsmY= +github.com/golang/snappy v0.0.4/go.mod h1:/XxbfmMg8lxefKM7IXC3fBNl/7bRcc72aCRzEWrmP2Q= github.com/google/btree v0.0.0-20180813153112-4030bb1f1f0c/go.mod h1:lNA+9X1NB3Zf8V7Ke586lFgjr2dZNuvo3lPJSGZ5JPQ= github.com/google/btree v1.0.0/go.mod h1:lNA+9X1NB3Zf8V7Ke586lFgjr2dZNuvo3lPJSGZ5JPQ= +github.com/google/btree v1.0.1/go.mod h1:xXMiIv4Fb/0kKde4SpL7qlzvu5cMJDRkFDxJfI9uaxA= +github.com/google/cel-go v0.16.1/go.mod h1:HXZKzB0LXqer5lHHgfWAnlYwJaQBDKMjxjulNQzhwhY= +github.com/google/gnostic v0.6.9/go.mod h1:Nm8234We1lq6iB9OmlgNv3nH91XLLVZHCDayfA3xq+E= github.com/google/gnostic-models v0.6.8 h1:yo/ABAfM5IMRsS1VnXjTBvUb61tFIHozhlYvRgGre9I= 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v1.3.7/go.mod h1:N9Mkw9X8x5fupy0IKsmuqVtoGDyxsaDlbk4Rd05IAQw= +go.etcd.io/etcd/api/v3 v3.5.9/go.mod h1:uyAal843mC8uUVSLWz6eHa/d971iDGnCRpmKd2Z+X8k= +go.etcd.io/etcd/client/pkg/v3 v3.5.9/go.mod h1:y+CzeSmkMpWN2Jyu1npecjB9BBnABxGM4pN8cGuJeL4= +go.etcd.io/etcd/client/v2 v2.305.9/go.mod h1:0NBdNx9wbxtEQLwAQtrDHwx58m02vXpDcgSYI2seohQ= +go.etcd.io/etcd/client/v3 v3.5.9/go.mod h1:i/Eo5LrZ5IKqpbtpPDuaUnDOUv471oDg8cjQaUr2MbA= +go.etcd.io/etcd/pkg/v3 v3.5.9/go.mod h1:BZl0SAShQFk0IpLWR78T/+pyt8AruMHhTNNX73hkNVY= +go.etcd.io/etcd/raft/v3 v3.5.9/go.mod h1:WnFkqzFdZua4LVlVXQEGhmooLeyS7mqzS4Pf4BCVqXg= +go.etcd.io/etcd/server/v3 v3.5.9/go.mod h1:GgI1fQClQCFIzuVjlvdbMxNbnISt90gdfYyqiAIt65g= go.opencensus.io v0.21.0/go.mod h1:mSImk1erAIZhrmZN+AvHh14ztQfjbGwt4TtuofqLduU= go.opencensus.io v0.22.0/go.mod h1:+kGneAE2xo2IficOXnaByMWTGM9T73dGwxeWcUqIpI8= go.opencensus.io v0.22.2/go.mod h1:yxeiOL68Rb0Xd1ddK5vPZ/oVn4vY4Ynel7k9FzqtOIw= @@ -394,27 +610,30 @@ go.opencensus.io v0.22.4/go.mod h1:yxeiOL68Rb0Xd1ddK5vPZ/oVn4vY4Ynel7k9FzqtOIw= go.opencensus.io v0.23.0/go.mod h1:XItmlyltB5F7CS4xOC1DcqMoFqwtC6OG2xF7mCv7P7E= go.opencensus.io v0.24.0 h1:y73uSU6J157QMP2kn2r30vwW1A2W2WFwSCGnAVxeaD0= go.opencensus.io v0.24.0/go.mod h1:vNK8G9p7aAivkbmorf4v+7Hgx+Zs0yY+0fOtgBfjQKo= +go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.35.0/go.mod h1:h8TWwRAhQpOd0aM5nYsRD8+flnkj+526GEIVlarH7eY= +go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.44.0/go.mod h1:SeQhzAEccGVZVEy7aH87Nh0km+utSpo1pTv6eMMop48= go.opentelemetry.io/otel v1.19.0 h1:MuS/TNf4/j4IXsZuJegVzI1cwut7Qc00344rgH7p8bs= go.opentelemetry.io/otel v1.19.0/go.mod h1:i0QyjOq3UPoTzff0PJB2N66fb4S0+rSbSB15/oyH9fY= +go.opentelemetry.io/otel/exporters/otlp/internal/retry v1.10.0/go.mod h1:78XhIg8Ht9vR4tbLNUhXsiOnE2HOuSeKAiAcoVQEpOY= +go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.10.0/go.mod h1:Krqnjl22jUJ0HgMzw5eveuCvFDXY4nSYb4F8t5gdrag= 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h1:ZvwS0R+56ePWxUNi+Atn9dWONBPp/AUETXlHW0DxSjE= go.uber.org/atomic v1.11.0/go.mod h1:LUxbIzbOniOlMKjJjyPfpl4v+PKK2cNJn91OQbhoJI0= -go.uber.org/goleak v1.1.11/go.mod h1:cwTWslyiVhfpKIDGSZEM2HlOvcqm+tG4zioyIeLoqMQ= +go.uber.org/automaxprocs v1.5.3/go.mod h1:eRbA25aqJrxAbsLO0xy5jVwPt7FQnRgjW+efnwa1WM0= go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto= go.uber.org/goleak v1.3.0/go.mod h1:CoHD4mav9JJNrW/WLlf7HGZPjdw8EucARQHekz1X6bE= go.uber.org/multierr v1.1.0/go.mod h1:wR5kodmAFQ0UK8QlbwjlSNy0Z68gJhDJUG5sjR94q/0= -go.uber.org/multierr v1.6.0/go.mod h1:cdWPpRnG4AhwMwsgIHip0KRBQjJy5kYEpYjJxpXp9iU= go.uber.org/multierr v1.11.0 h1:blXXJkSxSSfBVBlC76pxqeO+LN3aDfLQo+309xJstO0= go.uber.org/multierr v1.11.0/go.mod h1:20+QtiLqy0Nd6FdQB9TLXag12DsQkrbs3htMFfDN80Y= go.uber.org/zap v1.10.0/go.mod h1:vwi/ZaCAaUcBkycHslxD9B2zi4UTXhF60s6SWpuDF0Q= -go.uber.org/zap v1.24.0/go.mod h1:2kMP+WWQ8aoFoedH3T2sq6iJ2yDWpHbP0f6MQbS9Gkg= go.uber.org/zap v1.27.0 h1:aJMhYGrd5QSmlpLMr2MftRKl7t8J8PTZPA732ud/XR8= go.uber.org/zap v1.27.0/go.mod h1:GB2qFLM7cTU87MWRP2mPIjqfIDnGu+VIO4V/SdhGo2E= golang.org/x/crypto v0.0.0-20180904163835-0709b304e793/go.mod h1:6SG95UA2DQfeDnfUPMdvaQW0Q7yPrPDi9nlGo2tz2b4= @@ -458,7 +677,6 @@ golang.org/x/mod v0.1.1-0.20191105210325-c90efee705ee/go.mod h1:QqPTAvyqsEbceGzB golang.org/x/mod v0.1.1-0.20191107180719-034126e5016b/go.mod h1:QqPTAvyqsEbceGzBzNggFXnrqF1CaUcvgkdR5Ot7KZg= golang.org/x/mod v0.2.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA= golang.org/x/mod v0.3.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA= -golang.org/x/mod v0.4.2/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA= golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4= golang.org/x/mod v0.14.0 h1:dGoOF9QVLYng8IHTm7BAyWqCqSheQ5pYWGhzW00YJr0= golang.org/x/mod v0.14.0/go.mod h1:hTbmBsO62+eylJbnUtE2MGJUyE7QWk4xUqPFrRgJ+7c= @@ -494,7 +712,6 @@ golang.org/x/net v0.0.0-20200822124328-c89045814202/go.mod h1:/O7V0waA8r7cgGh81R golang.org/x/net v0.0.0-20201021035429-f5854403a974/go.mod h1:sp8m0HH+o8qH0wwXwYZr8TS3Oi6o0r6Gce1SSxlDquU= golang.org/x/net v0.0.0-20201110031124-69a78807bb2b/go.mod h1:sp8m0HH+o8qH0wwXwYZr8TS3Oi6o0r6Gce1SSxlDquU= golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg= -golang.org/x/net v0.0.0-20210405180319-a5a99cb37ef4/go.mod h1:p54w0d4576C0XHj96bSt6lcn1PtDYWL6XObtHCRCNQM= golang.org/x/net v0.0.0-20210525063256-abc453219eb5/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y= golang.org/x/net v0.0.0-20220127200216-cd36cc0744dd/go.mod h1:CfG3xpIq0wQ8r1q4Su4UZFWDARRcnwPjda9FqA0JpMk= golang.org/x/net v0.0.0-20220225172249-27dd8689420f/go.mod h1:CfG3xpIq0wQ8r1q4Su4UZFWDARRcnwPjda9FqA0JpMk= @@ -520,7 +737,6 @@ golang.org/x/sync v0.0.0-20200317015054-43a5402ce75a/go.mod h1:RxMgew5VJxzue5/jJ golang.org/x/sync v0.0.0-20200625203802-6e8e738ad208/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.0.0-20201207232520-09787c993a3a/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= -golang.org/x/sync v0.0.0-20210220032951-036812b2e83c/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.0.0-20220601150217-0de741cfad7f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.5.0 h1:60k92dhOjHxJkrqnwsfl8KuaHbn/5dl0lUPUklKo3qE= @@ -559,9 +775,7 @@ golang.org/x/sys v0.0.0-20200803210538-64077c9b5642/go.mod h1:h1NjWce9XRLGQEsW7w golang.org/x/sys v0.0.0-20200930185726-fdedc70b468f/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs= golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs= golang.org/x/sys v0.0.0-20210124154548-22da62e12c0c/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs= -golang.org/x/sys v0.0.0-20210330210617-4fbd30eecc44/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs= golang.org/x/sys v0.0.0-20210423082822-04245dca01da/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs= -golang.org/x/sys v0.0.0-20210510120138-977fb7262007/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.0.0-20210603081109-ebe580a85c40/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.0.0-20211216021012-1d35b9e2eb4e/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= @@ -633,7 +847,6 @@ golang.org/x/tools v0.0.0-20200729194436-6467de6f59a7/go.mod h1:njjCfa9FT2d7l9Bc golang.org/x/tools v0.0.0-20200804011535-6c149bb5ef0d/go.mod h1:njjCfa9FT2d7l9Bc6FUM5FLjQPp3cFF28FI3qnDFljA= golang.org/x/tools v0.0.0-20200825202427-b303f430e36d/go.mod h1:njjCfa9FT2d7l9Bc6FUM5FLjQPp3cFF28FI3qnDFljA= golang.org/x/tools v0.0.0-20210106214847-113979e3529a/go.mod h1:emZCQorbCU4vsT4fOWvOPXz4eW1wZW4PmDk9uLelYpA= -golang.org/x/tools v0.1.5/go.mod h1:o0xws9oXOQQZyjljx8fwUC0k7L1pTE6eaCbjGeHmOkk= golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc= golang.org/x/tools v0.15.0 h1:zdAyfUGbYmuVokhzVmghFl2ZJh5QhcfebBgmVPFYA+8= golang.org/x/tools v0.15.0/go.mod h1:hpksKq4dtpQWS1uQ61JkdqWM3LscIS6Slf+VVkm+wQk= @@ -707,6 +920,7 @@ google.golang.org/genproto v0.0.0-20240116215550-a9fa1716bcac h1:ZL/Teoy/ZGnzyrq google.golang.org/genproto v0.0.0-20240116215550-a9fa1716bcac/go.mod h1:+Rvu7ElI+aLzyDQhpHMFMMltsD6m7nqpuWDd2CwJw3k= google.golang.org/genproto/googleapis/api v0.0.0-20240116215550-a9fa1716bcac h1:OZkkudMUu9LVQMCoRUbI/1p5VCo9BOrlvkqMvWtqa6s= google.golang.org/genproto/googleapis/api v0.0.0-20240116215550-a9fa1716bcac/go.mod h1:B5xPO//w8qmBDjGReYLpR6UJPnkldGkCSMoH/2vxJeg= +google.golang.org/genproto/googleapis/bytestream v0.0.0-20231030173426-d783a09b4405/go.mod h1:GRUCuLdzVqZte8+Dl/D4N25yLzcGqqWaYkeVOwulFqw= google.golang.org/genproto/googleapis/rpc v0.0.0-20240116215550-a9fa1716bcac h1:nUQEQmH/csSvFECKYRv6HWEyypysidKl2I6Qpsglq/0= google.golang.org/genproto/googleapis/rpc v0.0.0-20240116215550-a9fa1716bcac/go.mod h1:daQN87bsDqDoe316QbbvX60nMoJQa4r6Ds0ZuoAe5yA= google.golang.org/grpc v1.19.0/go.mod h1:mqu4LbDTu4XGKhr4mRzUsmM4RtVoemTSY81AxZiDr8c= @@ -749,6 +963,7 @@ gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EV gopkg.in/errgo.v2 v2.1.0/go.mod h1:hNsd1EY+bozCKY1Ytp96fpM3vjJbqLJn88ws8XvfDNI= gopkg.in/inf.v0 v0.9.1 h1:73M5CoZyi3ZLMOyDlQh031Cx6N9NDJ2Vvfl76EDAgDc= gopkg.in/inf.v0 v0.9.1/go.mod h1:cWUDdTG/fYaXco+Dcufb5Vnc6Gp2YChqWtbxRZE0mXw= +gopkg.in/natefinch/lumberjack.v2 v2.2.1/go.mod h1:YD8tP3GAjkrDg1eZH7EGmyESg/lsYskCTPBJVb9jqSc= gopkg.in/yaml.v2 v2.2.1/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI= gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI= gopkg.in/yaml.v2 v2.2.3/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI= @@ -762,6 +977,7 @@ gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C gopkg.in/yaml.v3 v3.0.0/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA= gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= +gotest.tools/v3 v3.0.3/go.mod h1:Z7Lb0S5l+klDB31fvDQX8ss/FlKDxtlFlw3Oa8Ymbl8= honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= honnef.co/go/tools v0.0.0-20190106161140-3f1c8253044a/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= honnef.co/go/tools v0.0.0-20190418001031-e561f6794a2a/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= @@ -779,6 +995,7 @@ k8s.io/apiextensions-apiserver v0.28.4 h1:AZpKY/7wQ8n+ZYDtNHbAJBb+N4AXXJvyZx6ww6 k8s.io/apiextensions-apiserver v0.28.4/go.mod h1:pgQIZ1U8eJSMQcENew/0ShUTlePcSGFq6dxSxf2mwPM= k8s.io/apimachinery v0.28.4 h1:zOSJe1mc+GxuMnFzD4Z/U1wst50X28ZNsn5bhgIIao8= k8s.io/apimachinery v0.28.4/go.mod h1:wI37ncBvfAoswfq626yPTe6Bz1c22L7uaJ8dho83mgg= +k8s.io/apiserver v0.28.4/go.mod h1:Idq71oXugKZoVGUUL2wgBCTHbUR+FYTWa4rq9j4n23w= k8s.io/client-go v0.28.4 h1:Np5ocjlZcTrkyRJ3+T3PkXDpe4UpatQxj85+xjaD2wY= k8s.io/client-go v0.28.4/go.mod h1:0VDZFpgoZfelyP5Wqu0/r/TRYcLYuJ2U1KEeoaPa1N4= k8s.io/code-generator v0.28.4 h1:tcOSNIZQvuAvXhOwpbuJkKbAABJQeyCcQBCN/3uI18c= @@ -792,10 +1009,13 @@ k8s.io/klog v1.0.0/go.mod h1:4Bi6QPql/J/LkTDqv7R/cd3hPo4k2DG6Ptcz060Ez5I= k8s.io/klog/v2 v2.2.0/go.mod h1:Od+F08eJP+W3HUb4pSrPpgp9DGU4GzlpG/TmITuYh/Y= k8s.io/klog/v2 v2.110.1 h1:U/Af64HJf7FcwMcXyKm2RPM22WZzyR7OSpYj5tg3cL0= k8s.io/klog/v2 v2.110.1/go.mod h1:YGtd1984u+GgbuZ7e08/yBuAfKLSO0+uR1Fhi6ExXjo= +k8s.io/kms v0.28.4/go.mod h1:HL4/lR/bhjAJPbqycKtfhWiKh1Sp21cpHOL8P4oo87w= k8s.io/kube-openapi v0.0.0-20231113174909-778a5567bc1e h1:snPmy96t93RredGRjKfMFt+gvxuVAncqSAyBveJtr4Q= k8s.io/kube-openapi v0.0.0-20231113174909-778a5567bc1e/go.mod h1:AsvuZPBlUDVuCdzJ87iajxtXuR9oktsTctW/R9wwouA= k8s.io/utils v0.0.0-20230726121419-3b25d923346b h1:sgn3ZU783SCgtaSJjpcVVlRqd6GSnlTLKgpAAttJvpI= k8s.io/utils v0.0.0-20230726121419-3b25d923346b/go.mod h1:OLgZIPagt7ERELqWJFomSt595RzquPNLL48iOWgYOg0= +knative.dev/caching v0.0.0-20231017130712-54d0758671ef/go.mod h1:plGN+mIBKRtVxZ0vQeZ3Gt02RIaj0niwIMnQNkQHycw= +knative.dev/hack v0.0.0-20231109190034-5deaddeb51a7/go.mod h1:yk2OjGDsbEnQjfxdm0/HJKS2WqTLEFg/N6nUs6Rqx3Q= knative.dev/networking v0.0.0-20231115015815-3af9769712cd h1:VDtYz+hybqIAEp8NM2tAi2QV4D8Cc5DWLoXLi5IcZjE= knative.dev/networking v0.0.0-20231115015815-3af9769712cd/go.mod h1:HQ3rA7qrKVWvZUl6GGQefn/PzNXlX4e94KpbwBEjFcQ= knative.dev/pkg v0.0.0-20231115001034-97c7258e3a98 h1:uvOLwp5Ar7oJlaYEszh51CemuZc1sRRI14xzKhUEF3U= @@ -805,6 +1025,7 @@ knative.dev/serving v0.39.3/go.mod h1:bWylSgwnRZeL659qy7m3/TZioYk25TIfusPUEeR695 rsc.io/binaryregexp v0.2.0/go.mod h1:qTv7/COck+e2FymRvadv62gMdZztPaShugOCi3I+8D8= rsc.io/quote/v3 v3.1.0/go.mod h1:yEA65RcK8LyAZtP9Kv3t0HmxON59tX3rD+tICJqUlj0= rsc.io/sampler v1.3.0/go.mod h1:T1hPZKmBbMNahiBKFy5HrXp6adAjACjK9JXDnKaTXpA= +sigs.k8s.io/apiserver-network-proxy/konnectivity-client v0.1.2/go.mod h1:+qG7ISXqCDVVcyO8hLn12AKVYYUjM7ftlqsqmrhMZE0= sigs.k8s.io/controller-runtime v0.16.3 h1:2TuvuokmfXvDUamSx1SuAOO3eTyye+47mJCigwG62c4= sigs.k8s.io/controller-runtime v0.16.3/go.mod h1:j7bialYoSn142nv9sCOJmQgDXQXxnroFU4VnX/brVJ0= sigs.k8s.io/json v0.0.0-20221116044647-bc3834ca7abd h1:EDPBXCAspyGV4jQlpZSudPeMmr1bNJefnuqLsRAsHZo= diff --git a/hack/generate-install.sh b/hack/generate-install.sh index ee33dc9635..76a4bf178a 100755 --- a/hack/generate-install.sh +++ b/hack/generate-install.sh @@ -56,6 +56,7 @@ RELEASES=( "v0.12.1" "v0.13.0-rc0" "v0.13.0" + "v0.14.0-rc0" ) TAG=$1 diff --git a/hack/generate-licenses.sh b/hack/generate-licenses.sh index 12623d64f3..fa33ef4248 100644 --- a/hack/generate-licenses.sh +++ b/hack/generate-licenses.sh @@ -12,7 +12,7 @@ mv license.txt third_party/library/license_go.txt ## Generate a Python License # See https://github.com/kubeflow/testing/blob/master/py/kubeflow/testing/python-license-tools/README.md -pipenv install -e python/alibiexplainer python/kfserving python/sklearnserver python/xgbserver +pipenv install -e python/kfserving python/sklearnserver python/xgbserver python ../testing/py/kubeflow/testing/python-license-tools/pipfile_to_github_repo.py # See https://github.com/kubeflow/testing/blob/master/py/kubeflow/testing/go-license-tools/README.md python ../testing/py/kubeflow/testing/go-license-tools/get_github_license_info.py --github-api-token-file ~/.github_api_token diff --git a/hack/image_patch_dev.sh b/hack/image_patch_dev.sh index 6b22d427c5..bad79107b6 100755 --- a/hack/image_patch_dev.sh +++ b/hack/image_patch_dev.sh @@ -19,6 +19,7 @@ spec: containers: - name: manager command: + - /ko-app/manager image: ${IMG} EOF diff --git a/hack/kserve_migration/kserve_migration.sh b/hack/kserve_migration/kserve_migration.sh index bb9aad8164..5f0f296208 100755 --- a/hack/kserve_migration/kserve_migration.sh +++ b/hack/kserve_migration/kserve_migration.sh @@ -121,7 +121,7 @@ ksvc_count=${#ksvc_names[@]} yq 'del(.metadata.managedFields)' -i "${ISVC_CONFIG_DIR}/${isvc_names[$i]}.yaml" yq 'del(.status)' -i "${ISVC_CONFIG_DIR}/${isvc_names[$i]}.yaml" sed -i -- 's/kubeflow.org/kserve.io/g' ${ISVC_CONFIG_DIR}/${isvc_names[$i]}.yaml - kubectl apply -f "${ISVC_CONFIG_DIR}/${isvc_names[$i]}.yaml" + kubectl apply --server-side=true -f "${ISVC_CONFIG_DIR}/${isvc_names[$i]}.yaml" done ) sleep 300 diff --git a/hack/quick_install.sh b/hack/quick_install.sh index c90f92e3ff..d77af3a87a 100755 --- a/hack/quick_install.sh +++ b/hack/quick_install.sh @@ -1,9 +1,10 @@ +#!/bin/bash + set -eo pipefail ############################################################ # Help # ############################################################ -Help() -{ +Help() { # Display Help echo "KServe quick install script." echo @@ -11,144 +12,129 @@ Help() echo "options:" echo "s Serverless Mode." echo "r RawDeployment Mode." + echo "u Uninstall." + echo "d Install only dependencies." echo } -deploymentMode=serverless -while getopts ":hsr" option; do - case $option in - h) # display Help - Help - exit;; - r) # skip knative install - deploymentMode=kubernetes;; - s) # install knative - deploymentMode=serverless;; - \?) # Invalid option - echo "Error: Invalid option" - exit;; - esac -done - export ISTIO_VERSION=1.20.4 -export ISTIO_DIR=istio-${ISTIO_VERSION} -export KNATIVE_SERVING_VERSION=knative-v1.13.1 -export KNATIVE_ISTIO_VERSION=knative-v1.13.1 +export KNATIVE_OPERATOR_VERSION=v1.14.5 +export KNATIVE_SERVING_VERSION=1.13.1 export KSERVE_VERSION=v0.13.0 -export CERT_MANAGER_VERSION=v1.9.0 -export SCRIPT_DIR="$( dirname -- "${BASH_SOURCE[0]}" )" - -cleanup(){ - rm -rf deploy-config-patch.yaml -} -trap cleanup EXIT - -get_kube_version(){ - kubectl version --short=true 2>/dev/null || kubectl version | awk -F '.' '/Server Version/ {print $2}' +export CERT_MANAGER_VERSION=v1.15.1 +SCRIPT_DIR="$(dirname -- "${BASH_SOURCE[0]}")" +export SCRIPT_DIR + +uninstall() { + helm uninstall --ignore-not-found kserve -n kserve + helm uninstall --ignore-not-found kserve-crd -n kserve + echo "😀 Successfully uninstalled KServe" + + kubectl delete --ignore-not-found=true KnativeServing knative-serving -n knative-serving --wait=True --timeout=300s + helm uninstall --ignore-not-found knative-operator -n knative-serving + echo "😀 Successfully uninstalled Knative" + + helm uninstall --ignore-not-found istio-ingressgateway -n istio-system + helm uninstall --ignore-not-found istiod -n istio-system + helm uninstall --ignore-not-found istio-base -n istio-system + echo "😀 Successfully uninstalled Istio" + + helm uninstall --ignore-not-found cert-manager -n cert-manager + echo "😀 Successfully uninstalled Cert Manager" + + kubectl delete --ignore-not-found=true namespace istio-system + kubectl delete --ignore-not-found=true namespace cert-manager + kubectl delete --ignore-not-found=true namespace kserve } -if [ $(get_kube_version) -lt 24 ]; -then - echo "😱 install requires at least Kubernetes 1.24"; - exit 1; +# Check if helm command is available +if ! command -v helm &>/dev/null; then + echo "😱 Helm command not found. Please install Helm." + exit 1 fi -if [ -d ${ISTIO_DIR} ]; then - echo "Already downloaded ${ISTIO_DIR}" -else - curl -L https://istio.io/downloadIstio | sh - -fi -pushd ${ISTIO_DIR} >> /dev/null - -# Create istio-system namespace -cat < ./istio-minimal-operator.yaml -apiVersion: install.istio.io/v1beta1 -kind: IstioOperator -spec: - values: - global: - proxy: - autoInject: disabled - - meshConfig: - accessLogFile: /dev/stdout - - components: - ingressGateways: - - name: istio-ingressgateway - enabled: true - k8s: - podAnnotations: - cluster-autoscaler.kubernetes.io/safe-to-evict: "true" - pilot: - enabled: true - k8s: - resources: - requests: - cpu: 200m - memory: 200Mi - podAnnotations: - cluster-autoscaler.kubernetes.io/safe-to-evict: "true" -EOF +get_kube_version() { + kubectl version --short=true 2>/dev/null || kubectl version | awk -F '.' '/Server Version/ {print $2}' +} -bin/istioctl manifest apply -f istio-minimal-operator.yaml -y; +if [ "$(get_kube_version)" -lt 24 ]; then + echo "😱 install requires at least Kubernetes 1.24" + exit 1 +fi +helm repo add istio https://istio-release.storage.googleapis.com/charts --force-update +helm install istio-base istio/base -n istio-system --wait --set defaultRevision=default --create-namespace --version ${ISTIO_VERSION} +helm install istiod istio/istiod -n istio-system --wait --version ${ISTIO_VERSION} \ + --set proxy.autoInject=disabled \ + --set-string pilot.podAnnotations."cluster-autoscaler\.kubernetes\.io/safe-to-evict"=true +helm install istio-ingressgateway istio/gateway -n istio-system --version ${ISTIO_VERSION} \ + --set-string podAnnotations."cluster-autoscaler\.kubernetes\.io/safe-to-evict"=true + +# Wait for the istio ingressgateway pod to be created +sleep 10 +# Wait for istio ingressgateway to be ready +kubectl wait --for=condition=Ready pod -l app=istio-ingressgateway -n istio-system --timeout=600s echo "😀 Successfully installed Istio" -popd >> /dev/null -rm -rf ${ISTIO_DIR} - -# Install Knative -if [ $deploymentMode = serverless ]; then - kubectl apply --filename https://github.com/knative/serving/releases/download/${KNATIVE_SERVING_VERSION}/serving-crds.yaml - kubectl apply --filename https://github.com/knative/serving/releases/download/${KNATIVE_SERVING_VERSION}/serving-core.yaml - kubectl apply --filename https://github.com/knative/net-istio/releases/download/${KNATIVE_ISTIO_VERSION}/release.yaml - # Patch the external domain as the default domain svc.cluster.local is not exposed on ingress - kubectl patch cm config-domain --patch '{"data":{"example.com":""}}' -n knative-serving - echo "😀 Successfully installed Knative" -fi # Install Cert Manager -kubectl apply --validate=false -f https://github.com/jetstack/cert-manager/releases/download/${CERT_MANAGER_VERSION}/cert-manager.yaml -kubectl wait --for=condition=available --timeout=600s deployment/cert-manager-webhook -n cert-manager -cd .. +helm repo add jetstack https://charts.jetstack.io --force-update +helm install \ + cert-manager jetstack/cert-manager \ + --namespace cert-manager \ + --create-namespace \ + --version ${CERT_MANAGER_VERSION} \ + --set crds.enabled=true echo "😀 Successfully installed Cert Manager" -# Install KServe -KSERVE_CONFIG=kserve.yaml -MAJOR_VERSION=$(echo ${KSERVE_VERSION:1} | cut -d "." -f1) -MINOR_VERSION=$(echo ${KSERVE_VERSION} | cut -d "." -f2) -if [ ${MAJOR_VERSION} -eq 0 ] && [ ${MINOR_VERSION} -le 6 ]; then KSERVE_CONFIG=kfserving.yaml; fi - -# Retry inorder to handle that it may take a minute or so for the TLS assets required for the webhook to function to be provisioned -kubectl apply -f https://github.com/kserve/kserve/releases/download/${KSERVE_VERSION}/${KSERVE_CONFIG} - -# Install KServe built-in servingruntimes and storagecontainers -kubectl wait --for=condition=ready pod -l control-plane=kserve-controller-manager -n kserve --timeout=300s - -if [ ${MAJOR_VERSION} -eq 0 ] && [ ${MINOR_VERSION} -le 11 ]; then - kubectl apply -f https://github.com/kserve/kserve/releases/download/${KSERVE_VERSION}/kserve-runtimes.yaml -else - kubectl apply -f https://github.com/kserve/kserve/releases/download/${KSERVE_VERSION}/kserve-cluster-resources.yaml +# Install Knative +if [ $deploymentMode = "Serverless" ]; then + helm install knative-operator --namespace knative-serving --create-namespace --wait \ + https://github.com/knative/operator/releases/download/knative-${KNATIVE_OPERATOR_VERSION}/knative-operator-${KNATIVE_OPERATOR_VERSION}.tgz + kubectl apply -f - < deploy-config-patch.yaml -data: - deploy: | - { - "defaultDeploymentMode": "RawDeployment" - } -EOF -kubectl patch cm inferenceservice-config -n kserve --type=merge --patch-file=deploy-config-patch.yaml +if [ $installKserve = false ]; then + exit fi +# Install KServe +helm install kserve-crd oci://ghcr.io/kserve/charts/kserve-crd --version ${KSERVE_VERSION} --namespace kserve --create-namespace --wait +helm install kserve oci://ghcr.io/kserve/charts/kserve --version ${KSERVE_VERSION} --namespace kserve --create-namespace --wait \ + --set-string kserve.controller.deploymentMode="${deploymentMode}" --set kserve.modelmesh.enabled=false echo "😀 Successfully installed KServe" diff --git a/hack/serving_runtime_image_patch.sh b/hack/serving_runtime_image_patch.sh index 683bd3d888..58f085f2a6 100755 --- a/hack/serving_runtime_image_patch.sh +++ b/hack/serving_runtime_image_patch.sh @@ -23,4 +23,4 @@ set -o pipefail export SERVING_RUNTIME_FILE_NAME=$1 export IMG=$2 if [ -z "$IMG" ] || [ -z "$SERVING_RUNTIME_FILE_NAME" ]; then exit; fi -yq eval '.spec.containers[0].image = env(IMG)' config/runtimes/"$SERVING_RUNTIME_FILE_NAME" | kubectl apply -f - +yq eval '.spec.containers[0].image = env(IMG)' config/runtimes/"$SERVING_RUNTIME_FILE_NAME" | kubectl apply --server-side=true -f - diff --git a/hack/violation_exceptions.list b/hack/violation_exceptions.list index 105f252b48..bfe9c61203 100644 --- a/hack/violation_exceptions.list +++ b/hack/violation_exceptions.list @@ -11,6 +11,7 @@ API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/ API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1alpha1,TrainedModelList,Items API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1beta1,ComponentStatusSpec,Traffic API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1beta1,InferenceServiceList,Items +API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1beta1,LoggerSpec,MetadataHeaders API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1beta1,PodSpec,Containers API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1beta1,PodSpec,EphemeralContainers API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1beta1,PodSpec,HostAliases @@ -30,7 +31,6 @@ API rule violation: names_match,github.com/kserve/kserve/pkg/apis/serving/v1beta API rule violation: names_match,github.com/kserve/kserve/pkg/apis/serving/v1beta1,ExplainerConfig,ContainerImage API rule violation: names_match,github.com/kserve/kserve/pkg/apis/serving/v1beta1,ExplainerExtensionSpec,StorageURI API rule violation: names_match,github.com/kserve/kserve/pkg/apis/serving/v1beta1,ExplainersConfig,ARTExplainer -API rule violation: names_match,github.com/kserve/kserve/pkg/apis/serving/v1beta1,IngressConfig,IngressServiceName API rule violation: names_match,github.com/kserve/kserve/pkg/apis/serving/v1beta1,IngressConfig,LocalGatewayServiceName API rule violation: names_match,github.com/kserve/kserve/pkg/apis/serving/v1beta1,ModelStatus,ModelCopies API rule violation: names_match,github.com/kserve/kserve/pkg/apis/serving/v1beta1,ModelStatus,ModelRevisionStates diff --git a/install/v0.14.0-rc0/kserve-cluster-resources.yaml b/install/v0.14.0-rc0/kserve-cluster-resources.yaml new file mode 100644 index 0000000000..3eeb32edcf --- /dev/null +++ b/install/v0.14.0-rc0/kserve-cluster-resources.yaml @@ -0,0 +1,403 @@ +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-huggingfaceserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + image: kserve/huggingfaceserver:v0.14.0-rc0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v2 + - v1 + supportedModelFormats: + - autoSelect: true + name: huggingface + priority: 1 + version: "1" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-lgbserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + - --model_dir=/mnt/models + - --http_port=8080 + - --nthread=1 + image: kserve/lgbserver:v0.14.0-rc0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - v2 + supportedModelFormats: + - autoSelect: true + name: lightgbm + priority: 1 + version: "3" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-mlserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - env: + - name: MLSERVER_MODEL_IMPLEMENTATION + value: '{{.Labels.modelClass}}' + - name: MLSERVER_HTTP_PORT + value: "8080" + - name: MLSERVER_GRPC_PORT + value: "9000" + - name: MODELS_DIR + value: /mnt/models + image: docker.io/seldonio/mlserver:1.5.0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v2 + supportedModelFormats: + - autoSelect: true + name: sklearn + priority: 2 + version: "0" + - autoSelect: true + name: sklearn + priority: 2 + version: "1" + - autoSelect: true + name: xgboost + priority: 2 + version: "1" + - autoSelect: true + name: xgboost + priority: 2 + version: "2" + - autoSelect: true + name: lightgbm + priority: 2 + version: "3" + - autoSelect: true + name: lightgbm + priority: 2 + version: "4" + - autoSelect: true + name: mlflow + priority: 1 + version: "1" + - autoSelect: true + name: mlflow + priority: 1 + version: "2" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-paddleserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + - --model_dir=/mnt/models + - --http_port=8080 + image: kserve/paddleserver:v0.14.0-rc0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - v2 + supportedModelFormats: + - autoSelect: true + name: paddle + priority: 1 + version: "2" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-pmmlserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + - --model_dir=/mnt/models + - --http_port=8080 + image: kserve/pmmlserver:v0.14.0-rc0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - v2 + supportedModelFormats: + - autoSelect: true + name: pmml + priority: 1 + version: "3" + - autoSelect: true + name: pmml + priority: 1 + version: "4" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-sklearnserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + - --model_dir=/mnt/models + - --http_port=8080 + image: kserve/sklearnserver:v0.14.0-rc0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - v2 + supportedModelFormats: + - autoSelect: true + name: sklearn + priority: 1 + version: "1" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-tensorflow-serving +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + - --port=9000 + - --rest_api_port=8080 + - --model_base_path=/mnt/models + - --rest_api_timeout_in_ms=60000 + command: + - /usr/bin/tensorflow_model_server + image: tensorflow/serving:2.6.2 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - grpc-v1 + supportedModelFormats: + - autoSelect: true + name: tensorflow + priority: 2 + version: "1" + - autoSelect: true + name: tensorflow + priority: 2 + version: "2" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-torchserve +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8082" + containers: + - args: + - torchserve + - --start + - --model-store=/mnt/models/model-store + - --ts-config=/mnt/models/config/config.properties + env: + - name: TS_SERVICE_ENVELOPE + value: '{{.Labels.serviceEnvelope}}' + image: pytorch/torchserve-kfs:0.9.0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - v2 + - grpc-v2 + supportedModelFormats: + - autoSelect: true + name: pytorch + priority: 2 + version: "1" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-tritonserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8002" + containers: + - args: + - tritonserver + - --model-store=/mnt/models + - --grpc-port=9000 + - --http-port=8080 + - --allow-grpc=true + - --allow-http=true + image: nvcr.io/nvidia/tritonserver:23.05-py3 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v2 + - grpc-v2 + supportedModelFormats: + - autoSelect: true + name: tensorrt + priority: 1 + version: "8" + - autoSelect: true + name: tensorflow + priority: 1 + version: "1" + - autoSelect: true + name: tensorflow + priority: 1 + version: "2" + - autoSelect: true + name: onnx + priority: 1 + version: "1" + - name: pytorch + version: "1" + - autoSelect: true + name: triton + priority: 1 + version: "2" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-xgbserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + - --model_dir=/mnt/models + - --http_port=8080 + - --nthread=1 + image: kserve/xgbserver:v0.14.0-rc0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - v2 + supportedModelFormats: + - autoSelect: true + name: xgboost + priority: 1 + version: "1" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterStorageContainer +metadata: + name: default +spec: + container: + image: kserve/storage-initializer:v0.14.0-rc0 + name: storage-initializer + resources: + limits: + cpu: "1" + memory: 1Gi + requests: + cpu: 100m + memory: 100Mi + supportedUriFormats: + - prefix: gs:// + - prefix: s3:// + - prefix: hdfs:// + - prefix: webhdfs:// + - regex: https://(.+?).blob.core.windows.net/(.+) + - regex: https://(.+?).file.core.windows.net/(.+) + - regex: https?://(.+)/(.+) diff --git a/install/v0.14.0-rc0/kserve.yaml b/install/v0.14.0-rc0/kserve.yaml new file mode 100644 index 0000000000..2966dc51b1 --- /dev/null +++ b/install/v0.14.0-rc0/kserve.yaml @@ -0,0 +1,22018 @@ +apiVersion: v1 +kind: Namespace +metadata: + labels: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + istio-injection: disabled + name: kserve +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + name: clusterservingruntimes.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: ClusterServingRuntime + listKind: ClusterServingRuntimeList + plural: clusterservingruntimes + singular: clusterservingruntime + scope: Cluster + versions: + - additionalPrinterColumns: + - jsonPath: .spec.disabled + name: Disabled + type: boolean + - jsonPath: .spec.supportedModelFormats[*].name + name: ModelType + type: string + - jsonPath: .spec.containers[*].name + name: Containers + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + builtInAdapter: + properties: + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + memBufferBytes: + type: integer + modelLoadingTimeoutMillis: + type: integer + runtimeManagementPort: + type: integer + serverType: + type: string + type: object + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + disabled: + type: boolean + grpcDataEndpoint: + type: string + grpcEndpoint: + type: string + httpDataEndpoint: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + labels: + additionalProperties: + type: string + type: object + multiModel: + type: boolean + nodeSelector: + additionalProperties: + type: string + type: object + protocolVersions: + items: + type: string + type: array + replicas: + type: integer + storageHelper: + properties: + disabled: + type: boolean + type: object + supportedModelFormats: + items: + properties: + autoSelect: + type: boolean + name: + type: string + priority: + format: int32 + minimum: 1 + type: integer + version: + type: string + required: + - name + type: object + type: array + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + required: + - containers + type: object + status: + type: object + type: object + served: true + storage: true + subresources: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + name: clusterstoragecontainers.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: ClusterStorageContainer + listKind: ClusterStorageContainerList + plural: clusterstoragecontainers + singular: clusterstoragecontainer + scope: Cluster + versions: + - name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + disabled: + type: boolean + kind: + type: string + metadata: + type: object + spec: + properties: + container: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + supportedUriFormats: + items: + properties: + prefix: + type: string + regex: + type: string + type: object + type: array + required: + - container + - supportedUriFormats + type: object + type: object + served: true + storage: true +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + name: inferencegraphs.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: InferenceGraph + listKind: InferenceGraphList + plural: inferencegraphs + shortNames: + - ig + singular: inferencegraph + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .status.url + name: URL + type: string + - jsonPath: .status.conditions[?(@.type=='Ready')].status + name: Ready + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + nodes: + additionalProperties: + properties: + routerType: + enum: + - Sequence + - Splitter + - Ensemble + - Switch + type: string + steps: + items: + properties: + condition: + type: string + data: + type: string + dependency: + enum: + - Soft + - Hard + type: string + name: + type: string + nodeName: + type: string + serviceName: + type: string + serviceUrl: + type: string + weight: + format: int64 + type: integer + type: object + type: array + required: + - routerType + type: object + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + timeout: + format: int64 + type: integer + required: + - nodes + type: object + status: + properties: + annotations: + additionalProperties: + type: string + type: object + conditions: + items: + properties: + lastTransitionTime: + type: string + message: + type: string + reason: + type: string + severity: + type: string + status: + type: string + type: + type: string + required: + - status + - type + type: object + type: array + observedGeneration: + format: int64 + type: integer + url: + type: string + type: object + type: object + served: true + storage: true + subresources: + status: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + controller-gen.kubebuilder.io/version: v0.12.0 + name: inferenceservices.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: InferenceService + listKind: InferenceServiceList + plural: inferenceservices + shortNames: + - isvc + singular: inferenceservice + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .status.url + name: URL + type: string + - jsonPath: .status.conditions[?(@.type=='Ready')].status + name: Ready + type: string + - jsonPath: .status.components.predictor.traffic[?(@.tag=='prev')].percent + name: Prev + type: integer + - jsonPath: .status.components.predictor.traffic[?(@.latestRevision==true)].percent + name: Latest + type: integer + - jsonPath: .status.components.predictor.traffic[?(@.tag=='prev')].revisionName + name: PrevRolledoutRevision + type: string + - jsonPath: .status.components.predictor.traffic[?(@.latestRevision==true)].revisionName + name: LatestReadyRevision + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1beta1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + explainer: + properties: + activeDeadlineSeconds: + format: int64 + type: integer + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + art: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + config: + additionalProperties: + type: string + type: object + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + type: + type: string + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + automountServiceAccountToken: + type: boolean + batcher: + properties: + maxBatchSize: + type: integer + maxLatency: + type: integer + timeout: + type: integer + type: object + canaryTrafficPercent: + format: int64 + type: integer + containerConcurrency: + format: int64 + type: integer + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + deploymentStrategy: + properties: + rollingUpdate: + properties: + maxSurge: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + maxUnavailable: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + type: + type: string + type: object + dnsConfig: + properties: + nameservers: + items: + type: string + type: array + options: + items: + properties: + name: + type: string + value: + type: string + type: object + type: array + searches: + items: + type: string + type: array + type: object + dnsPolicy: + type: string + enableServiceLinks: + type: boolean + hostAliases: + items: + properties: + hostnames: + items: + type: string + type: array + ip: + type: string + type: object + type: array + hostIPC: + type: boolean + hostNetwork: + type: boolean + hostPID: + type: boolean + hostUsers: + type: boolean + hostname: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + initContainers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + labels: + additionalProperties: + type: string + type: object + logger: + properties: + metadataHeaders: + items: + type: string + type: array + mode: + enum: + - all + - request + - response + type: string + url: + type: string + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + nodeName: + type: string + nodeSelector: + additionalProperties: + type: string + type: object + x-kubernetes-map-type: atomic + os: + properties: + name: + type: string + type: object + overhead: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + preemptionPolicy: + type: string + priority: + format: int32 + type: integer + priorityClassName: + type: string + readinessGates: + items: + properties: + conditionType: + type: string + required: + - conditionType + type: object + type: array + resourceClaims: + items: + properties: + name: + type: string + source: + properties: + resourceClaimName: + type: string + resourceClaimTemplateName: + type: string + type: object + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + restartPolicy: + type: string + runtimeClassName: + type: string + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + schedulerName: + type: string + schedulingGates: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + securityContext: + properties: + fsGroup: + format: int64 + type: integer + fsGroupChangePolicy: + type: string + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + supplementalGroups: + items: + format: int64 + type: integer + type: array + sysctls: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + serviceAccount: + type: string + serviceAccountName: + type: string + setHostnameAsFQDN: + type: boolean + shareProcessNamespace: + type: boolean + subdomain: + type: string + terminationGracePeriodSeconds: + format: int64 + type: integer + timeout: + format: int64 + type: integer + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + topologySpreadConstraints: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + matchLabelKeys: + items: + type: string + type: array + x-kubernetes-list-type: atomic + maxSkew: + format: int32 + type: integer + minDomains: + format: int32 + type: integer + nodeAffinityPolicy: + type: string + nodeTaintsPolicy: + type: string + topologyKey: + type: string + whenUnsatisfiable: + type: string + required: + - maxSkew + - topologyKey + - whenUnsatisfiable + type: object + type: array + x-kubernetes-list-map-keys: + - topologyKey + - whenUnsatisfiable + x-kubernetes-list-type: map + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + type: object + predictor: + properties: + activeDeadlineSeconds: + format: int64 + type: integer + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + automountServiceAccountToken: + type: boolean + batcher: + properties: + maxBatchSize: + type: integer + maxLatency: + type: integer + timeout: + type: integer + type: object + canaryTrafficPercent: + format: int64 + type: integer + containerConcurrency: + format: int64 + type: integer + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + deploymentStrategy: + properties: + rollingUpdate: + properties: + maxSurge: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + maxUnavailable: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + type: + type: string + type: object + dnsConfig: + properties: + nameservers: + items: + type: string + type: array + options: + items: + properties: + name: + type: string + value: + type: string + type: object + type: array + searches: + items: + type: string + type: array + type: object + dnsPolicy: + type: string + enableServiceLinks: + type: boolean + hostAliases: + items: + properties: + hostnames: + items: + type: string + type: array + ip: + type: string + type: object + type: array + hostIPC: + type: boolean + hostNetwork: + type: boolean + hostPID: + type: boolean + hostUsers: + type: boolean + hostname: + type: string + huggingface: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + initContainers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + labels: + additionalProperties: + type: string + type: object + lightgbm: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + logger: + properties: + metadataHeaders: + items: + type: string + type: array + mode: + enum: + - all + - request + - response + type: string + url: + type: string + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + model: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + modelFormat: + properties: + name: + type: string + version: + type: string + required: + - name + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtime: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + nodeName: + type: string + nodeSelector: + additionalProperties: + type: string + type: object + x-kubernetes-map-type: atomic + onnx: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + os: + properties: + name: + type: string + type: object + overhead: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + paddle: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + pmml: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + preemptionPolicy: + type: string + priority: + format: int32 + type: integer + priorityClassName: + type: string + pytorch: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + readinessGates: + items: + properties: + conditionType: + type: string + required: + - conditionType + type: object + type: array + resourceClaims: + items: + properties: + name: + type: string + source: + properties: + resourceClaimName: + type: string + resourceClaimTemplateName: + type: string + type: object + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + restartPolicy: + type: string + runtimeClassName: + type: string + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + schedulerName: + type: string + schedulingGates: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + securityContext: + properties: + fsGroup: + format: int64 + type: integer + fsGroupChangePolicy: + type: string + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + supplementalGroups: + items: + format: int64 + type: integer + type: array + sysctls: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + serviceAccount: + type: string + serviceAccountName: + type: string + setHostnameAsFQDN: + type: boolean + shareProcessNamespace: + type: boolean + sklearn: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + subdomain: + type: string + tensorflow: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeout: + format: int64 + type: integer + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + topologySpreadConstraints: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + matchLabelKeys: + items: + type: string + type: array + x-kubernetes-list-type: atomic + maxSkew: + format: int32 + type: integer + minDomains: + format: int32 + type: integer + nodeAffinityPolicy: + type: string + nodeTaintsPolicy: + type: string + topologyKey: + type: string + whenUnsatisfiable: + type: string + required: + - maxSkew + - topologyKey + - whenUnsatisfiable + type: object + type: array + x-kubernetes-list-map-keys: + - topologyKey + - whenUnsatisfiable + x-kubernetes-list-type: map + triton: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + xgboost: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + type: object + transformer: + properties: + activeDeadlineSeconds: + format: int64 + type: integer + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + automountServiceAccountToken: + type: boolean + batcher: + properties: + maxBatchSize: + type: integer + maxLatency: + type: integer + timeout: + type: integer + type: object + canaryTrafficPercent: + format: int64 + type: integer + containerConcurrency: + format: int64 + type: integer + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + deploymentStrategy: + properties: + rollingUpdate: + properties: + maxSurge: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + maxUnavailable: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + type: + type: string + type: object + dnsConfig: + properties: + nameservers: + items: + type: string + type: array + options: + items: + properties: + name: + type: string + value: + type: string + type: object + type: array + searches: + items: + type: string + type: array + type: object + dnsPolicy: + type: string + enableServiceLinks: + type: boolean + hostAliases: + items: + properties: + hostnames: + items: + type: string + type: array + ip: + type: string + type: object + type: array + hostIPC: + type: boolean + hostNetwork: + type: boolean + hostPID: + type: boolean + hostUsers: + type: boolean + hostname: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + initContainers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + labels: + additionalProperties: + type: string + type: object + logger: + properties: + metadataHeaders: + items: + type: string + type: array + mode: + enum: + - all + - request + - response + type: string + url: + type: string + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + nodeName: + type: string + nodeSelector: + additionalProperties: + type: string + type: object + x-kubernetes-map-type: atomic + os: + properties: + name: + type: string + type: object + overhead: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + preemptionPolicy: + type: string + priority: + format: int32 + type: integer + priorityClassName: + type: string + readinessGates: + items: + properties: + conditionType: + type: string + required: + - conditionType + type: object + type: array + resourceClaims: + items: + properties: + name: + type: string + source: + properties: + resourceClaimName: + type: string + resourceClaimTemplateName: + type: string + type: object + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + restartPolicy: + type: string + runtimeClassName: + type: string + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + schedulerName: + type: string + schedulingGates: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + securityContext: + properties: + fsGroup: + format: int64 + type: integer + fsGroupChangePolicy: + type: string + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + supplementalGroups: + items: + format: int64 + type: integer + type: array + sysctls: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + serviceAccount: + type: string + serviceAccountName: + type: string + setHostnameAsFQDN: + type: boolean + shareProcessNamespace: + type: boolean + subdomain: + type: string + terminationGracePeriodSeconds: + format: int64 + type: integer + timeout: + format: int64 + type: integer + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + topologySpreadConstraints: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + matchLabelKeys: + items: + type: string + type: array + x-kubernetes-list-type: atomic + maxSkew: + format: int32 + type: integer + minDomains: + format: int32 + type: integer + nodeAffinityPolicy: + type: string + nodeTaintsPolicy: + type: string + topologyKey: + type: string + whenUnsatisfiable: + type: string + required: + - maxSkew + - topologyKey + - whenUnsatisfiable + type: object + type: array + x-kubernetes-list-map-keys: + - topologyKey + - whenUnsatisfiable + x-kubernetes-list-type: map + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + type: object + required: + - predictor + type: object + status: + properties: + address: + properties: + CACerts: + type: string + audience: + type: string + name: + type: string + url: + type: string + type: object + annotations: + additionalProperties: + type: string + type: object + components: + additionalProperties: + properties: + address: + properties: + CACerts: + type: string + audience: + type: string + name: + type: string + url: + type: string + type: object + grpcUrl: + type: string + latestCreatedRevision: + type: string + latestReadyRevision: + type: string + latestRolledoutRevision: + type: string + previousRolledoutRevision: + type: string + restUrl: + type: string + traffic: + items: + properties: + configurationName: + type: string + latestRevision: + type: boolean + percent: + format: int64 + type: integer + revisionName: + type: string + tag: + type: string + url: + type: string + type: object + type: array + url: + type: string + type: object + type: object + conditions: + items: + properties: + lastTransitionTime: + type: string + message: + type: string + reason: + type: string + severity: + type: string + status: + type: string + type: + type: string + required: + - status + - type + type: object + type: array + modelStatus: + properties: + copies: + properties: + failedCopies: + default: 0 + type: integer + totalCopies: + type: integer + required: + - failedCopies + type: object + lastFailureInfo: + properties: + exitCode: + format: int32 + type: integer + location: + type: string + message: + type: string + modelRevisionName: + type: string + reason: + enum: + - ModelLoadFailed + - RuntimeUnhealthy + - RuntimeDisabled + - NoSupportingRuntime + - RuntimeNotRecognized + - InvalidPredictorSpec + type: string + time: + format: date-time + type: string + type: object + states: + properties: + activeModelState: + default: Pending + enum: + - "" + - Pending + - Standby + - Loading + - Loaded + - FailedToLoad + type: string + targetModelState: + default: "" + enum: + - "" + - Pending + - Standby + - Loading + - Loaded + - FailedToLoad + type: string + required: + - activeModelState + type: object + transitionStatus: + default: UpToDate + enum: + - "" + - UpToDate + - InProgress + - BlockedByFailedLoad + - InvalidSpec + type: string + required: + - transitionStatus + type: object + observedGeneration: + format: int64 + type: integer + url: + type: string + type: object + x-kubernetes-preserve-unknown-fields: true + type: object + served: true + storage: true + subresources: + status: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + name: servingruntimes.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: ServingRuntime + listKind: ServingRuntimeList + plural: servingruntimes + singular: servingruntime + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .spec.disabled + name: Disabled + type: boolean + - jsonPath: .spec.supportedModelFormats[*].name + name: ModelType + type: string + - jsonPath: .spec.containers[*].name + name: Containers + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + builtInAdapter: + properties: + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + memBufferBytes: + type: integer + modelLoadingTimeoutMillis: + type: integer + runtimeManagementPort: + type: integer + serverType: + type: string + type: object + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + disabled: + type: boolean + grpcDataEndpoint: + type: string + grpcEndpoint: + type: string + httpDataEndpoint: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + labels: + additionalProperties: + type: string + type: object + multiModel: + type: boolean + nodeSelector: + additionalProperties: + type: string + type: object + protocolVersions: + items: + type: string + type: array + replicas: + type: integer + storageHelper: + properties: + disabled: + type: boolean + type: object + supportedModelFormats: + items: + properties: + autoSelect: + type: boolean + name: + type: string + priority: + format: int32 + minimum: 1 + type: integer + version: + type: string + required: + - name + type: object + type: array + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + required: + - containers + type: object + status: + type: object + type: object + served: true + storage: true + subresources: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + name: trainedmodels.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: TrainedModel + listKind: TrainedModelList + plural: trainedmodels + shortNames: + - tm + singular: trainedmodel + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .status.url + name: URL + type: string + - jsonPath: .status.conditions[?(@.type=='Ready')].status + name: Ready + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + inferenceService: + type: string + model: + properties: + framework: + type: string + memory: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + storageUri: + type: string + required: + - framework + - memory + - storageUri + type: object + required: + - inferenceService + - model + type: object + status: + properties: + address: + properties: + CACerts: + type: string + audience: + type: string + name: + type: string + url: + type: string + type: object + annotations: + additionalProperties: + type: string + type: object + conditions: + items: + properties: + lastTransitionTime: + type: string + message: + type: string + reason: + type: string + severity: + type: string + status: + type: string + type: + type: string + required: + - status + - type + type: object + type: array + observedGeneration: + format: int64 + type: integer + url: + type: string + type: object + type: object + served: true + storage: true + subresources: + status: {} +--- +apiVersion: v1 +kind: ServiceAccount +metadata: + labels: + app.kubernetes.io/instance: kserve-controller-manager + app.kubernetes.io/managed-by: kserve-controller-manager + app.kubernetes.io/name: kserve-controller-manager + name: kserve-controller-manager + namespace: kserve +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: Role +metadata: + name: kserve-leader-election-role + namespace: kserve +rules: +- apiGroups: + - coordination.k8s.io + resources: + - leases + verbs: + - create + - get + - list + - update +- apiGroups: + - "" + resources: + - configmaps + verbs: + - get + - list + - watch + - create + - update + - patch + - delete +- apiGroups: + - "" + resources: + - configmaps/status + verbs: + - get + - update + - patch +- apiGroups: + - "" + resources: + - events + verbs: + - create +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + name: kserve-manager-role +rules: +- apiGroups: + - admissionregistration.k8s.io + resources: + - mutatingwebhookconfigurations + - validatingwebhookconfigurations + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - apps + resources: + - deployments + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - autoscaling + resources: + - horizontalpodautoscalers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - "" + resources: + - configmaps + verbs: + - create + - get + - update +- apiGroups: + - "" + resources: + - events + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - "" + resources: + - namespaces + verbs: + - get + - list + - watch +- apiGroups: + - "" + resources: + - pods + verbs: + - get + - list + - watch +- apiGroups: + - "" + resources: + - secrets + verbs: + - create + - delete + - get + - patch + - update +- apiGroups: + - "" + resources: + - serviceaccounts + verbs: + - get +- apiGroups: + - "" + resources: + - services + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - networking.istio.io + resources: + - virtualservices + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - networking.istio.io + resources: + - virtualservices/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - networking.istio.io + resources: + - virtualservices/status + verbs: + - get + - patch + - update +- apiGroups: + - networking.k8s.io + resources: + - ingresses + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.knative.dev + resources: + - services + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.knative.dev + resources: + - services/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.knative.dev + resources: + - services/status + verbs: + - get + - patch + - update +- apiGroups: + - serving.kserve.io + resources: + - clusterservingruntimes + - clusterservingruntimes/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.kserve.io + resources: + - clusterservingruntimes/status + verbs: + - get + - patch + - update +- apiGroups: + - serving.kserve.io + resources: + - clusterstoragecontainers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.kserve.io + resources: + - inferencegraphs + - inferencegraphs/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.kserve.io + resources: + - inferencegraphs/status + verbs: + - get + - patch + - update +- apiGroups: + - serving.kserve.io + resources: + - inferenceservices + - inferenceservices/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.kserve.io + resources: + - inferenceservices/status + verbs: + - get + - patch + - update +- apiGroups: + - serving.kserve.io + resources: + - servingruntimes + - servingruntimes/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.kserve.io + resources: + - servingruntimes/status + verbs: + - get + - patch + - update +- apiGroups: + - serving.kserve.io + resources: + - trainedmodels + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.kserve.io + resources: + - trainedmodels/status + verbs: + - get + - patch + - update +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + name: kserve-proxy-role +rules: +- apiGroups: + - authentication.k8s.io + resources: + - tokenreviews + verbs: + - create +- apiGroups: + - authorization.k8s.io + resources: + - subjectaccessreviews + verbs: + - create +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: RoleBinding +metadata: + name: kserve-leader-election-rolebinding + namespace: kserve +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: Role + name: kserve-leader-election-role +subjects: +- kind: ServiceAccount + name: kserve-controller-manager + namespace: kserve +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRoleBinding +metadata: + name: kserve-manager-rolebinding +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: ClusterRole + name: kserve-manager-role +subjects: +- kind: ServiceAccount + name: kserve-controller-manager + namespace: kserve +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRoleBinding +metadata: + name: kserve-proxy-rolebinding +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: ClusterRole + name: kserve-proxy-role +subjects: +- kind: ServiceAccount + name: kserve-controller-manager + namespace: kserve +--- +apiVersion: v1 +data: + _example: "################################\n# #\n# + \ EXAMPLE CONFIGURATION #\n# #\n################################\n\n# + This block is not actually functional configuration,\n# but serves to illustrate + the available configuration\n# options and document them in a way that is accessible\n# + to users that `kubectl edit` this config map.\n#\n# These sample configuration + options may be copied out of\n# this example block and unindented to be in the + data block\n# to actually change the configuration.\n\n# ====================================== + EXPLAINERS CONFIGURATION ======================================\n# Example\nexplainers: + |-\n {\n \"art\": {\n \"image\" : \"kserve/art-explainer\",\n \"defaultImageVersion\": + \"latest\"\n }\n }\n# Art Explainer runtime configuration\n explainers: + |-\n {\n # Art explainer runtime configuration\n \"art\": {\n # + image contains the default Art explainer serving runtime image uri.\n \"image\" + : \"kserve/art-explainer\",\n \n # defautltImageVersion contains the + Art explainer serving runtime default image version.\n \"defaultImageVersion\": + \"latest\"\n }\n }\n \n # ====================================== STORAGE + INITIALIZER CONFIGURATION ======================================\n # Example\n + storageInitializer: |-\n {\n \"image\" : \"kserve/storage-initializer:v0.14.0-rc0\",\n + \ \"memoryRequest\": \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": + \"100m\",\n \"cpuLimit\": \"1\",\n \"caBundleConfigMapName\": \"\",\n + \ \"caBundleVolumeMountPath\": \"/etc/ssl/custom-certs\",\n \"enableDirectPvcVolumeMount\": + false,\n \"enableModelcar\": false,\n \"cpuModelcar\": \"10m\",\n + \ \"memoryModelcar\": \"15Mi\"\n }\n storageInitializer: |-\n {\n # + image contains the default storage initializer image uri.\n \"image\" : + \"kserve/storage-initializer:v0.14.0-rc0\",\n \n # memoryRequest is the + requests.memory to set for the storage initializer init container.\n \"memoryRequest\": + \"100Mi\",\n \n # memoryLimit is the limits.memory to set for the storage + initializer init container.\n \"memoryLimit\": \"1Gi\",\n \n # + cpuRequest is the requests.cpu to set for the storage initializer init container.\n + \ \"cpuRequest\": \"100m\",\n \n # cpuLimit is the limits.cpu + to set for the storage initializer init container.\n \"cpuLimit\": \"1\",\n + \ \n # caBundleConfigMapName is the ConfigMap will be copied to a user + namespace for the storage initializer init container.\n \"caBundleConfigMapName\": + \"\",\n\n # caBundleVolumeMountPath is the mount point for the configmap + set by caBundleConfigMapName for the storage initializer init container.\n \"caBundleVolumeMountPath\": + \"/etc/ssl/custom-certs\",\n\n # enableDirectPvcVolumeMount controls whether + users can mount pvc volumes directly.\n # if pvc volume is provided in storageuri + then the pvc volume is directly mounted to /mnt/models in the user container.\n + \ # rather than symlink it to a shared volume. For more info see https://github.com/kserve/kserve/issues/2737\n + \ \"enableDirectPvcVolumeMount\": true,\n\n # enableModelcar enabled + allows you to directly access an OCI container image by\n # using a source + URL with an \"oci://\" schema.\n \"enableModelcar\": false,\n\n # + cpuModelcar is the cpu request and limit that is used for the passive modelcar + container. It can be\n # set very low, but should be allowed by any Kubernetes + LimitRange that might apply.\n \"cpuModelcar\": \"10m\",\n\n # cpuModelcar + is the memory request and limit that is used for the passive modelcar container. + It can be\n # set very low, but should be allowed by any Kubernetes LimitRange + that might apply.\n \"memoryModelcar\": \"15Mi\",\n\n # uidModelcar + is the UID under with which the modelcar process and the main container is running.\n + \ # Some Kubernetes clusters might require this to be root (0). If not set + the user id is left untouched (default)\n \"uidModelcar\": 10\n }\n \n + # ====================================== CREDENTIALS ======================================\n + # Example\n credentials: |-\n {\n \"storageSpecSecretName\": \"storage-config\",\n + \ \"storageSecretNameAnnotation\": \"serving.kserve.io/storageSecretName\",\n + \ \"gcs\": {\n \"gcsCredentialFileName\": \"gcloud-application-credentials.json\"\n + \ },\n \"s3\": {\n \"s3AccessKeyIDName\": \"AWS_ACCESS_KEY_ID\",\n + \ \"s3SecretAccessKeyName\": \"AWS_SECRET_ACCESS_KEY\",\n \"s3Endpoint\": + \"\",\n \"s3UseHttps\": \"\",\n \"s3Region\": \"\",\n \"s3VerifySSL\": + \"\",\n \"s3UseVirtualBucket\": \"\",\n \"s3UseAccelerate\": + \"\",\n \"s3UseAnonymousCredential\": \"\",\n \"s3CABundle\": + \"\"\n }\n }\n # This is a global configuration used for downloading models + from the cloud storage.\n # You can override this configuration by specifying + the annotations on service account or static secret.\n # https://kserve.github.io/website/master/modelserving/storage/s3/s3/\n + # For a quick reference about AWS ENV variables:\n # AWS Cli: https://docs.aws.amazon.com/cli/latest/userguide/cli-configure-envvars.html\n + # Boto: https://boto3.amazonaws.com/v1/documentation/api/latest/guide/configuration.html#using-environment-variables\n + #\n # The `s3AccessKeyIDName` and `s3SecretAccessKeyName` fields are only used + from this configmap when static credentials (IAM User Access Key Secret)\n # are + used as the authentication method for AWS S3.\n # The rest of the fields are used + in both authentication methods (IAM Role for Service Account & IAM User Access + Key Secret) if a non-empty value is provided.\n credentials: |-\n {\n # + storageSpecSecretName contains the secret name which has the credentials for downloading + the model.\n # This option is used when specifying the storage spec on isvc + yaml.\n \"storageSpecSecretName\": \"storage-config\",\n\n # The annotation + can be specified on isvc yaml to allow overriding with the secret name reference + from the annotation value.\n # When using storageUri the order of the precedence + is: secret name reference annotation > secret name references from service account\n + \ # When using storageSpec the order of the precedence is: secret name reference + annotation > storageSpecSecretName in configmap\n\n # Configuration for google + cloud storage\n \"gcs\": {\n # gcsCredentialFileName specifies the + filename of the gcs credential\n \"gcsCredentialFileName\": \"gcloud-application-credentials.json\"\n + \ },\n \n # Configuration for aws s3 storage. This add the corresponding + environmental variables to the storage initializer init container.\n # For + more info on s3 storage see https://kserve.github.io/website/master/modelserving/storage/s3/s3/\n + \ \"s3\": {\n # s3AccessKeyIDName specifies the s3 access key id + name\n \"s3AccessKeyIDName\": \"AWS_ACCESS_KEY_ID\",\n \n # + s3SecretAccessKeyName specifies the s3 secret access key name\n \"s3SecretAccessKeyName\": + \"AWS_SECRET_ACCESS_KEY\",\n \n # s3Endpoint specifies the s3 + endpoint\n \"s3Endpoint\": \"\",\n \n # s3UseHttps + controls whether to use secure https or unsecure http to download models.\n # + Allowed values are 0 and 1.\n \"s3UseHttps\": \"\",\n \n # + s3Region specifies the region of the bucket.\n \"s3Region\": \"\",\n + \ \n # s3VerifySSL controls whether to verify the tls/ssl certificate.\n + \ \"s3VerifySSL\": \"\",\n \n # s3UseVirtualBucket configures + whether it is a virtual bucket or not.\n \"s3UseVirtualBucket\": \"\",\n\n + \ # s3UseAccelerate configures whether to use transfer acceleration.\n + \ \"s3UseAccelerate\": \"\",\n \n # s3UseAnonymousCredential + configures whether to use anonymous credentials to download the model or not.\n + \ \"s3UseAnonymousCredential\": \"\",\n \n # s3CABundle + specifies the path to a certificate bundle to use for HTTPS certificate validation.\n + \ \"s3CABundle\": \"\"\n }\n }\n \n # ====================================== + INGRESS CONFIGURATION ======================================\n # Example\n ingress: + |-\n {\n \"ingressGateway\" : \"knative-serving/knative-ingress-gateway\",\n + \ \"localGateway\" : \"knative-serving/knative-local-gateway\",\n \"localGatewayService\" + : \"knative-local-gateway.istio-system.svc.cluster.local\",\n \"ingressDomain\" + \ : \"example.com\",\n \"additionalIngressDomains\": [\"additional-example.com\", + \"additional-example-1.com\"],\n \"ingressClassName\" : \"istio\",\n \"domainTemplate\": + \"{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}\",\n \"urlScheme\": + \"http\",\n \"disableIstioVirtualHost\": false,\n \"disableIngressCreation\": + false\n }\n ingress: |-\n {\n # ingressGateway specifies the ingress + gateway to serve external traffic.\n # The gateway should be specified in + format /\n # NOTE: This configuration only + applicable for serverless deployment with Istio configured as network layer.\n + \ \"ingressGateway\" : \"knative-serving/knative-ingress-gateway\",\n \n + \ # knativeLocalGatewayService specifies the hostname of the Knative's local + gateway service.\n # The default KServe configurations are re-using the + Istio local gateways for Knative. In this case, this\n # knativeLocalGatewayService + field can be left unset. When unset, the value of \"localGatewayService\" will + be used.\n # However, sometimes it may be better to have local gateways + specifically for KServe (e.g. when enabling strict mTLS in Istio).\n # Under + such setups where KServe is needed to have its own local gateways, the values + of the \"localGateway\" and\n # \"localGatewayService\" should point to + the KServe local gateways. Then, this knativeLocalGatewayService field\n # + should point to the Knative's local gateway service.\n # NOTE: This configuration + only applicable for serverless deployment with Istio configured as network layer.\n + \ \"knativeLocalGatewayService\": \"\",\n \n # localGateway specifies + the gateway which handles the network traffic within the cluster.\n # NOTE: + This configuration only applicable for serverless deployment with Istio configured + as network layer.\n \"localGateway\" : \"knative-serving/knative-local-gateway\",\n + \n # localGatewayService specifies the hostname of the local gateway service.\n + \ # NOTE: This configuration only applicable for serverless deployment with + Istio configured as network layer.\n \"localGatewayService\" : \"knative-local-gateway.istio-system.svc.cluster.local\",\n + \n # ingressDomain specifies the domain name which is used for creating + the url.\n # If ingressDomain is empty then example.com is used as default + domain.\n # NOTE: This configuration only applicable for raw deployment.\n + \ \"ingressDomain\" : \"example.com\",\n\n # additionalIngressDomains + specifies the additional domain names which are used for creating the url.\n \"additionalIngressDomains\": + [\"additional-example.com\", \"additional-example-1.com\"]\n\n # ingressClassName + specifies the ingress controller to use for ingress traffic.\n # This is + optional and if omitted the default ingress in the cluster is used.\n # + https://kubernetes.io/docs/concepts/services-networking/ingress/#default-ingress-class\n + \ # NOTE: This configuration only applicable for raw deployment.\n \"ingressClassName\" + : \"istio\",\n \n # domainTemplate specifies the template for generating + domain/url for each inference service by combining variable from:\n # Name + of the inference service ( {{ .Name}} )\n # Namespace of the inference + service ( {{ .Namespace }} )\n # Annotation of the inference service ( {{ + .Annotations.key }} )\n # Label of the inference service ( {{ .Labels.key + }} )\n # IngressDomain ( {{ .IngressDomain }} )\n # If domain template + is empty the default template {{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }} + is used.\n # NOTE: This configuration only applicable for raw deployment.\n + \ \"domainTemplate\": \"{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}\",\n + \n # urlScheme specifies the url scheme to use for inference service and + inference graph.\n # If urlScheme is empty then by default http is used.\n + \ \"urlScheme\": \"http\",\n \n # disableIstioVirtualHost controls + whether to use istio as network layer.\n # By default istio is used as the + network layer. When DisableIstioVirtualHost is true, KServe does not\n # + create the top level virtual service thus Istio is no longer required for serverless + mode.\n # By setting this field to true, user can use other networking layers + supported by knative.\n # For more info https://github.com/kserve/kserve/pull/2380, + https://kserve.github.io/website/master/admin/serverless/kourier_networking/.\n + \ # NOTE: This configuration is only applicable to serverless deployment.\n + \ \"disableIstioVirtualHost\": false,\n\n # disableIngressCreation + controls whether to disable ingress creation for raw deployment mode.\n \"disableIngressCreation\": + false,\n \n # pathTemplate specifies the template for generating path based + url for each inference service.\n # The following variables can be used + in the template for generating url.\n # Name of the inference service ( + {{ .Name}} )\n # Namespace of the inference service ( {{ .Namespace }} )\n + \ # For more info https://github.com/kserve/kserve/issues/2257.\n # + NOTE: This configuration only applicable to serverless deployment.\n \"pathTemplate\": + \"/serving/{{ .Namespace }}/{{ .Name }}\"\n }\n \n # ====================================== + LOGGER CONFIGURATION ======================================\n # Example\n logger: + |-\n {\n \"image\" : \"kserve/agent:v0.14.0-rc0\",\n \"memoryRequest\": + \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n + \ \"cpuLimit\": \"1\",\n \"defaultUrl\": \"http://default-broker\"\n + \ }\n logger: |-\n {\n # image contains the default logger image uri.\n + \ \"image\" : \"kserve/agent:v0.14.0-rc0\",\n \n # memoryRequest is the + requests.memory to set for the logger container.\n \"memoryRequest\": \"100Mi\",\n + \ \n # memoryLimit is the limits.memory to set for the logger container.\n + \ \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is the requests.cpu + to set for the logger container.\n \"cpuRequest\": \"100m\",\n \n + \ # cpuLimit is the limits.cpu to set for the logger container.\n \"cpuLimit\": + \"1\",\n \n # defaultUrl specifies the default logger url. If logger + is not specified in the resource this url is used.\n \"defaultUrl\": \"http://default-broker\"\n + \ }\n \n # ====================================== BATCHER CONFIGURATION ======================================\n + # Example\n batcher: |-\n {\n \"image\" : \"kserve/agent:v0.14.0-rc0\",\n \"memoryRequest\": + \"1Gi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"1\",\n \"cpuLimit\": + \"1\",\n \"maxBatchSize\": \"32\",\n \"maxLatency\": \"5000\"\n }\n + batcher: |-\n {\n # image contains the default batcher image uri.\n \"image\" + : \"kserve/agent:v0.14.0-rc0\",\n \n # memoryRequest is the requests.memory + to set for the batcher container.\n \"memoryRequest\": \"1Gi\",\n \n # + memoryLimit is the limits.memory to set for the batcher container.\n \"memoryLimit\": + \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the batcher + container.\n \"cpuRequest\": \"1\",\n \n # cpuLimit is the limits.cpu + to set for the batcher container.\n \"cpuLimit\": \"1\"\n\n # maxBatchSize + is the default maximum batch size for batcher.\n \"maxBatchSize\": \"32\",\n\n + \ # maxLatency is the default maximum latency in milliseconds for batcher + to wait and collect the batch.\n \"maxLatency\": \"5000\"\n }\n \n # ====================================== + AGENT CONFIGURATION ======================================\n # Example\n agent: + |-\n {\n \"image\" : \"kserve/agent:v0.14.0-rc0\",\n \"memoryRequest\": + \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n + \ \"cpuLimit\": \"1\"\n }\n agent: |-\n {\n # image contains the + default agent image uri.\n \"image\" : \"kserve/agent:v0.14.0-rc0\",\n \n # + memoryRequest is the requests.memory to set for the agent container.\n \"memoryRequest\": + \"100Mi\",\n \n # memoryLimit is the limits.memory to set for the agent + container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is + the requests.cpu to set for the agent container.\n \"cpuRequest\": \"100m\",\n + \ \n # cpuLimit is the limits.cpu to set for the agent container.\n + \ \"cpuLimit\": \"1\"\n }\n \n # ====================================== + ROUTER CONFIGURATION ======================================\n # Example\n router: + |-\n {\n \"image\" : \"kserve/router:v0.14.0-rc0\",\n \"memoryRequest\": + \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n + \ \"cpuLimit\": \"1\",\n \"headers\": {\n \"propagate\": []\n + \ }\n }\n # router is the implementation of inference graph.\n router: + |-\n {\n # image contains the default router image uri.\n \"image\" + : \"kserve/router:v0.14.0-rc0\",\n \n # memoryRequest is the requests.memory + to set for the router container.\n \"memoryRequest\": \"100Mi\",\n \n + \ # memoryLimit is the limits.memory to set for the router container.\n \"memoryLimit\": + \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the router + container.\n \"cpuRequest\": \"100m\",\n \n # cpuLimit is the + limits.cpu to set for the router container.\n \"cpuLimit\": \"1\",\n \n + \ # Propagate the specified headers to all the steps specified in an InferenceGraph. + \n # You can either specify the exact header names or use [Golang supported + regex patterns]\n # (https://pkg.go.dev/regexp/syntax@go1.21.3#hdr-Syntax) + to propagate multiple headers.\n \"headers\": {\n \"propagate\": + [\n \"Authorization\",\n \"Test-Header-*\",\n \"*Trace-Id*\"\n + \ ]\n }\n }\n \n # ====================================== DEPLOYMENT + CONFIGURATION ======================================\n # Example\n deploy: |-\n + \ {\n \"defaultDeploymentMode\": \"Serverless\"\n }\n deploy: |-\n {\n + \ # defaultDeploymentMode specifies the default deployment mode of the kserve. + The supported values are\n # Serverless, RawDeployment and ModelMesh. Users + can override the deployment mode at service level\n # by adding the annotation + serving.kserve.io/deploymentMode.For more info on deployment mode visit\n # + Serverless https://kserve.github.io/website/master/admin/serverless/serverless/\n + \ # RawDeployment https://kserve.github.io/website/master/admin/kubernetes_deployment/\n + \ # ModelMesh https://kserve.github.io/website/master/admin/modelmesh/\n \"defaultDeploymentMode\": + \"Serverless\"\n }\n \n # ====================================== METRICS CONFIGURATION + ======================================\n # Example\n metricsAggregator: |-\n {\n + \ \"enableMetricAggregation\": \"false\",\n \"enablePrometheusScraping\" + : \"false\"\n }\n # For more info see https://github.com/kserve/kserve/blob/master/qpext/README.md\n + metricsAggregator: |-\n {\n # enableMetricAggregation configures metric + aggregation annotation. This adds the annotation serving.kserve.io/enable-metric-aggregation + to every\n # service with the specified boolean value. If true enables metric + aggregation in queue-proxy by setting env vars in the queue proxy container\n + \ # to configure scraping ports.\n \"enableMetricAggregation\": \"false\",\n + \ \n # enablePrometheusScraping configures metric aggregation annotation. + This adds the annotation serving.kserve.io/enable-metric-aggregation to every\n + \ # service with the specified boolean value. If true, prometheus annotations + are added to the pod. If serving.kserve.io/enable-metric-aggregation is false,\n + \ # the prometheus port is set with the default prometheus scraping port 9090, + otherwise the prometheus port annotation is set with the metric aggregation port.\n + \ \"enablePrometheusScraping\" : \"false\"\n }" + agent: |- + { + "image" : "kserve/agent:v0.14.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1" + } + batcher: |- + { + "image" : "kserve/agent:v0.14.0-rc0", + "memoryRequest": "1Gi", + "memoryLimit": "1Gi", + "cpuRequest": "1", + "cpuLimit": "1", + "maxBatchSize": "32", + "maxLatency": "5000" + } + credentials: |- + { + "storageSpecSecretName": "storage-config", + "storageSecretNameAnnotation": "serving.kserve.io/storageSecretName", + "gcs": { + "gcsCredentialFileName": "gcloud-application-credentials.json" + }, + "s3": { + "s3AccessKeyIDName": "AWS_ACCESS_KEY_ID", + "s3SecretAccessKeyName": "AWS_SECRET_ACCESS_KEY", + "s3Endpoint": "", + "s3UseHttps": "", + "s3Region": "", + "s3VerifySSL": "", + "s3UseVirtualBucket": "", + "s3UseAccelerate": "", + "s3UseAnonymousCredential": "", + "s3CABundle": "" + } + } + deploy: |- + { + "defaultDeploymentMode": "Serverless" + } + explainers: |- + { + "art": { + "image" : "kserve/art-explainer", + "defaultImageVersion": "latest" + } + } + ingress: |- + { + "ingressGateway" : "knative-serving/knative-ingress-gateway", + "localGateway" : "knative-serving/knative-local-gateway", + "localGatewayService" : "knative-local-gateway.istio-system.svc.cluster.local", + "ingressDomain" : "example.com", + "ingressClassName" : "istio", + "domainTemplate": "{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}", + "urlScheme": "http", + "disableIstioVirtualHost": false, + "disableIngressCreation": false + } + logger: |- + { + "image" : "kserve/agent:v0.14.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "defaultUrl": "http://default-broker" + } + metricsAggregator: |- + { + "enableMetricAggregation": "false", + "enablePrometheusScraping" : "false" + } + router: |- + { + "image" : "kserve/router:v0.14.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1" + } + storageInitializer: |- + { + "image" : "kserve/storage-initializer:v0.14.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "caBundleConfigMapName": "", + "caBundleVolumeMountPath": "/etc/ssl/custom-certs", + "enableDirectPvcVolumeMount": true, + "enableModelcar": false, + "cpuModelcar": "10m", + "memoryModelcar": "15Mi" + } +kind: ConfigMap +metadata: + name: inferenceservice-config + namespace: kserve +--- +apiVersion: v1 +kind: Secret +metadata: + name: kserve-webhook-server-secret + namespace: kserve +--- +apiVersion: v1 +kind: Service +metadata: + annotations: + prometheus.io/port: "8443" + prometheus.io/scheme: https + prometheus.io/scrape: "true" + labels: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + name: kserve-controller-manager-metrics-service + namespace: kserve +spec: + ports: + - name: https + port: 8443 + targetPort: https + selector: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" +--- +apiVersion: v1 +kind: Service +metadata: + labels: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + name: kserve-controller-manager-service + namespace: kserve +spec: + ports: + - port: 8443 + protocol: TCP + targetPort: https + selector: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" +--- +apiVersion: v1 +kind: Service +metadata: + name: kserve-webhook-server-service + namespace: kserve +spec: + ports: + - port: 443 + targetPort: webhook-server + selector: + control-plane: kserve-controller-manager +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + app.kubernetes.io/name: kserve-controller-manager + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + name: kserve-controller-manager + namespace: kserve +spec: + selector: + matchLabels: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + template: + metadata: + annotations: + kubectl.kubernetes.io/default-container: manager + labels: + app.kubernetes.io/name: kserve-controller-manager + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + spec: + containers: + - args: + - --metrics-addr=127.0.0.1:8080 + - --leader-elect + command: + - /manager + env: + - name: POD_NAMESPACE + valueFrom: + fieldRef: + fieldPath: metadata.namespace + - name: SECRET_NAME + value: kserve-webhook-server-cert + image: kserve/kserve-controller:v0.14.0-rc0 + imagePullPolicy: Always + livenessProbe: + failureThreshold: 5 + httpGet: + path: /healthz + port: 8081 + initialDelaySeconds: 10 + timeoutSeconds: 5 + name: manager + ports: + - containerPort: 9443 + name: webhook-server + protocol: TCP + readinessProbe: + failureThreshold: 10 + httpGet: + path: /readyz + port: 8081 + initialDelaySeconds: 10 + periodSeconds: 5 + timeoutSeconds: 5 + resources: + limits: + cpu: 100m + memory: 300Mi + requests: + cpu: 100m + memory: 200Mi + securityContext: + allowPrivilegeEscalation: false + capabilities: + drop: + - ALL + privileged: false + readOnlyRootFilesystem: true + runAsNonRoot: true + volumeMounts: + - mountPath: /tmp/k8s-webhook-server/serving-certs + name: cert + readOnly: true + - args: + - --secure-listen-address=0.0.0.0:8443 + - --upstream=http://127.0.0.1:8080/ + - --logtostderr=true + - --v=10 + image: quay.io/brancz/kube-rbac-proxy:v0.18.0 + name: kube-rbac-proxy + ports: + - containerPort: 8443 + name: https + protocol: TCP + securityContext: + allowPrivilegeEscalation: false + capabilities: + drop: + - ALL + privileged: false + readOnlyRootFilesystem: true + runAsNonRoot: true + securityContext: + runAsNonRoot: true + serviceAccountName: kserve-controller-manager + terminationGracePeriodSeconds: 10 + volumes: + - name: cert + secret: + defaultMode: 420 + secretName: kserve-webhook-server-cert +--- +apiVersion: cert-manager.io/v1 +kind: Certificate +metadata: + name: serving-cert + namespace: kserve +spec: + commonName: kserve-webhook-server-service.kserve.svc + dnsNames: + - kserve-webhook-server-service.kserve.svc + issuerRef: + kind: Issuer + name: selfsigned-issuer + secretName: kserve-webhook-server-cert +--- +apiVersion: cert-manager.io/v1 +kind: Issuer +metadata: + name: selfsigned-issuer + namespace: kserve +spec: + selfSigned: {} +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: MutatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + creationTimestamp: null + name: inferenceservice.serving.kserve.io +webhooks: +- admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kserve + path: /mutate-serving-kserve-io-v1beta1-inferenceservice + failurePolicy: Fail + name: inferenceservice.kserve-webhook-server.defaulter + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1beta1 + operations: + - CREATE + - UPDATE + resources: + - inferenceservices + sideEffects: None +- admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kserve + path: /mutate-pods + failurePolicy: Fail + name: inferenceservice.kserve-webhook-server.pod-mutator + namespaceSelector: + matchExpressions: + - key: control-plane + operator: DoesNotExist + objectSelector: + matchExpressions: + - key: serving.kserve.io/inferenceservice + operator: Exists + reinvocationPolicy: IfNeeded + rules: + - apiGroups: + - "" + apiVersions: + - v1 + operations: + - CREATE + resources: + - pods + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + creationTimestamp: null + name: clusterservingruntime.serving.kserve.io +webhooks: +- admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kserve + path: /validate-serving-kserve-io-v1alpha1-clusterservingruntime + failurePolicy: Fail + name: clusterservingruntime.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - clusterservingruntimes + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + creationTimestamp: null + name: inferencegraph.serving.kserve.io +webhooks: +- admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kserve + path: /validate-serving-kserve-io-v1alpha1-inferencegraph + failurePolicy: Fail + name: inferencegraph.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - inferencegraphs + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + creationTimestamp: null + name: inferenceservice.serving.kserve.io +webhooks: +- admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kserve + path: /validate-serving-kserve-io-v1beta1-inferenceservice + failurePolicy: Fail + name: inferenceservice.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1beta1 + operations: + - CREATE + - UPDATE + resources: + - inferenceservices + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + creationTimestamp: null + name: servingruntime.serving.kserve.io +webhooks: +- admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kserve + path: /validate-serving-kserve-io-v1alpha1-servingruntime + failurePolicy: Fail + name: servingruntime.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - servingruntimes + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + creationTimestamp: null + name: trainedmodel.serving.kserve.io +webhooks: +- admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kserve + path: /validate-serving-kserve-io-v1alpha1-trainedmodel + failurePolicy: Fail + name: trainedmodel.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - trainedmodels + sideEffects: None diff --git a/install/v0.14.0-rc0/kserve_kubeflow.yaml b/install/v0.14.0-rc0/kserve_kubeflow.yaml new file mode 100644 index 0000000000..1c8d45bed7 --- /dev/null +++ b/install/v0.14.0-rc0/kserve_kubeflow.yaml @@ -0,0 +1,21938 @@ +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + labels: + app: kserve + app.kubernetes.io/name: kserve + name: clusterservingruntimes.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: ClusterServingRuntime + listKind: ClusterServingRuntimeList + plural: clusterservingruntimes + singular: clusterservingruntime + scope: Cluster + versions: + - additionalPrinterColumns: + - jsonPath: .spec.disabled + name: Disabled + type: boolean + - jsonPath: .spec.supportedModelFormats[*].name + name: ModelType + type: string + - jsonPath: .spec.containers[*].name + name: Containers + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + builtInAdapter: + properties: + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + memBufferBytes: + type: integer + modelLoadingTimeoutMillis: + type: integer + runtimeManagementPort: + type: integer + serverType: + type: string + type: object + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + disabled: + type: boolean + grpcDataEndpoint: + type: string + grpcEndpoint: + type: string + httpDataEndpoint: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + labels: + additionalProperties: + type: string + type: object + multiModel: + type: boolean + nodeSelector: + additionalProperties: + type: string + type: object + protocolVersions: + items: + type: string + type: array + replicas: + type: integer + storageHelper: + properties: + disabled: + type: boolean + type: object + supportedModelFormats: + items: + properties: + autoSelect: + type: boolean + name: + type: string + priority: + format: int32 + minimum: 1 + type: integer + version: + type: string + required: + - name + type: object + type: array + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + required: + - containers + type: object + status: + type: object + type: object + served: true + storage: true + subresources: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + labels: + app: kserve + app.kubernetes.io/name: kserve + name: clusterstoragecontainers.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: ClusterStorageContainer + listKind: ClusterStorageContainerList + plural: clusterstoragecontainers + singular: clusterstoragecontainer + scope: Cluster + versions: + - name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + disabled: + type: boolean + kind: + type: string + metadata: + type: object + spec: + properties: + container: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + supportedUriFormats: + items: + properties: + prefix: + type: string + regex: + type: string + type: object + type: array + required: + - container + - supportedUriFormats + type: object + type: object + served: true + storage: true +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + labels: + app: kserve + app.kubernetes.io/name: kserve + name: inferencegraphs.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: InferenceGraph + listKind: InferenceGraphList + plural: inferencegraphs + shortNames: + - ig + singular: inferencegraph + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .status.url + name: URL + type: string + - jsonPath: .status.conditions[?(@.type=='Ready')].status + name: Ready + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + nodes: + additionalProperties: + properties: + routerType: + enum: + - Sequence + - Splitter + - Ensemble + - Switch + type: string + steps: + items: + properties: + condition: + type: string + data: + type: string + dependency: + enum: + - Soft + - Hard + type: string + name: + type: string + nodeName: + type: string + serviceName: + type: string + serviceUrl: + type: string + weight: + format: int64 + type: integer + type: object + type: array + required: + - routerType + type: object + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + timeout: + format: int64 + type: integer + required: + - nodes + type: object + status: + properties: + annotations: + additionalProperties: + type: string + type: object + conditions: + items: + properties: + lastTransitionTime: + type: string + message: + type: string + reason: + type: string + severity: + type: string + status: + type: string + type: + type: string + required: + - status + - type + type: object + type: array + observedGeneration: + format: int64 + type: integer + url: + type: string + type: object + type: object + served: true + storage: true + subresources: + status: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + controller-gen.kubebuilder.io/version: v0.12.0 + labels: + app: kserve + app.kubernetes.io/name: kserve + name: inferenceservices.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: InferenceService + listKind: InferenceServiceList + plural: inferenceservices + shortNames: + - isvc + singular: inferenceservice + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .status.url + name: URL + type: string + - jsonPath: .status.conditions[?(@.type=='Ready')].status + name: Ready + type: string + - jsonPath: .status.components.predictor.traffic[?(@.tag=='prev')].percent + name: Prev + type: integer + - jsonPath: .status.components.predictor.traffic[?(@.latestRevision==true)].percent + name: Latest + type: integer + - jsonPath: .status.components.predictor.traffic[?(@.tag=='prev')].revisionName + name: PrevRolledoutRevision + type: string + - jsonPath: .status.components.predictor.traffic[?(@.latestRevision==true)].revisionName + name: LatestReadyRevision + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1beta1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + explainer: + properties: + activeDeadlineSeconds: + format: int64 + type: integer + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + art: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + config: + additionalProperties: + type: string + type: object + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + type: + type: string + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + automountServiceAccountToken: + type: boolean + batcher: + properties: + maxBatchSize: + type: integer + maxLatency: + type: integer + timeout: + type: integer + type: object + canaryTrafficPercent: + format: int64 + type: integer + containerConcurrency: + format: int64 + type: integer + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + deploymentStrategy: + properties: + rollingUpdate: + properties: + maxSurge: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + maxUnavailable: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + type: + type: string + type: object + dnsConfig: + properties: + nameservers: + items: + type: string + type: array + options: + items: + properties: + name: + type: string + value: + type: string + type: object + type: array + searches: + items: + type: string + type: array + type: object + dnsPolicy: + type: string + enableServiceLinks: + type: boolean + hostAliases: + items: + properties: + hostnames: + items: + type: string + type: array + ip: + type: string + type: object + type: array + hostIPC: + type: boolean + hostNetwork: + type: boolean + hostPID: + type: boolean + hostUsers: + type: boolean + hostname: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + initContainers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + labels: + additionalProperties: + type: string + type: object + logger: + properties: + metadataHeaders: + items: + type: string + type: array + mode: + enum: + - all + - request + - response + type: string + url: + type: string + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + nodeName: + type: string + nodeSelector: + additionalProperties: + type: string + type: object + x-kubernetes-map-type: atomic + os: + properties: + name: + type: string + type: object + overhead: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + preemptionPolicy: + type: string + priority: + format: int32 + type: integer + priorityClassName: + type: string + readinessGates: + items: + properties: + conditionType: + type: string + required: + - conditionType + type: object + type: array + resourceClaims: + items: + properties: + name: + type: string + source: + properties: + resourceClaimName: + type: string + resourceClaimTemplateName: + type: string + type: object + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + restartPolicy: + type: string + runtimeClassName: + type: string + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + schedulerName: + type: string + schedulingGates: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + securityContext: + properties: + fsGroup: + format: int64 + type: integer + fsGroupChangePolicy: + type: string + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + supplementalGroups: + items: + format: int64 + type: integer + type: array + sysctls: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + serviceAccount: + type: string + serviceAccountName: + type: string + setHostnameAsFQDN: + type: boolean + shareProcessNamespace: + type: boolean + subdomain: + type: string + terminationGracePeriodSeconds: + format: int64 + type: integer + timeout: + format: int64 + type: integer + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + topologySpreadConstraints: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + matchLabelKeys: + items: + type: string + type: array + x-kubernetes-list-type: atomic + maxSkew: + format: int32 + type: integer + minDomains: + format: int32 + type: integer + nodeAffinityPolicy: + type: string + nodeTaintsPolicy: + type: string + topologyKey: + type: string + whenUnsatisfiable: + type: string + required: + - maxSkew + - topologyKey + - whenUnsatisfiable + type: object + type: array + x-kubernetes-list-map-keys: + - topologyKey + - whenUnsatisfiable + x-kubernetes-list-type: map + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + type: object + predictor: + properties: + activeDeadlineSeconds: + format: int64 + type: integer + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + automountServiceAccountToken: + type: boolean + batcher: + properties: + maxBatchSize: + type: integer + maxLatency: + type: integer + timeout: + type: integer + type: object + canaryTrafficPercent: + format: int64 + type: integer + containerConcurrency: + format: int64 + type: integer + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + deploymentStrategy: + properties: + rollingUpdate: + properties: + maxSurge: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + maxUnavailable: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + type: + type: string + type: object + dnsConfig: + properties: + nameservers: + items: + type: string + type: array + options: + items: + properties: + name: + type: string + value: + type: string + type: object + type: array + searches: + items: + type: string + type: array + type: object + dnsPolicy: + type: string + enableServiceLinks: + type: boolean + hostAliases: + items: + properties: + hostnames: + items: + type: string + type: array + ip: + type: string + type: object + type: array + hostIPC: + type: boolean + hostNetwork: + type: boolean + hostPID: + type: boolean + hostUsers: + type: boolean + hostname: + type: string + huggingface: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + initContainers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + labels: + additionalProperties: + type: string + type: object + lightgbm: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + logger: + properties: + metadataHeaders: + items: + type: string + type: array + mode: + enum: + - all + - request + - response + type: string + url: + type: string + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + model: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + modelFormat: + properties: + name: + type: string + version: + type: string + required: + - name + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtime: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + nodeName: + type: string + nodeSelector: + additionalProperties: + type: string + type: object + x-kubernetes-map-type: atomic + onnx: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + os: + properties: + name: + type: string + type: object + overhead: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + paddle: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + pmml: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + preemptionPolicy: + type: string + priority: + format: int32 + type: integer + priorityClassName: + type: string + pytorch: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + readinessGates: + items: + properties: + conditionType: + type: string + required: + - conditionType + type: object + type: array + resourceClaims: + items: + properties: + name: + type: string + source: + properties: + resourceClaimName: + type: string + resourceClaimTemplateName: + type: string + type: object + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + restartPolicy: + type: string + runtimeClassName: + type: string + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + schedulerName: + type: string + schedulingGates: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + securityContext: + properties: + fsGroup: + format: int64 + type: integer + fsGroupChangePolicy: + type: string + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + supplementalGroups: + items: + format: int64 + type: integer + type: array + sysctls: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + serviceAccount: + type: string + serviceAccountName: + type: string + setHostnameAsFQDN: + type: boolean + shareProcessNamespace: + type: boolean + sklearn: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + subdomain: + type: string + tensorflow: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeout: + format: int64 + type: integer + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + topologySpreadConstraints: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + matchLabelKeys: + items: + type: string + type: array + x-kubernetes-list-type: atomic + maxSkew: + format: int32 + type: integer + minDomains: + format: int32 + type: integer + nodeAffinityPolicy: + type: string + nodeTaintsPolicy: + type: string + topologyKey: + type: string + whenUnsatisfiable: + type: string + required: + - maxSkew + - topologyKey + - whenUnsatisfiable + type: object + type: array + x-kubernetes-list-map-keys: + - topologyKey + - whenUnsatisfiable + x-kubernetes-list-type: map + triton: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + xgboost: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + type: object + transformer: + properties: + activeDeadlineSeconds: + format: int64 + type: integer + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + automountServiceAccountToken: + type: boolean + batcher: + properties: + maxBatchSize: + type: integer + maxLatency: + type: integer + timeout: + type: integer + type: object + canaryTrafficPercent: + format: int64 + type: integer + containerConcurrency: + format: int64 + type: integer + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + deploymentStrategy: + properties: + rollingUpdate: + properties: + maxSurge: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + maxUnavailable: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + type: + type: string + type: object + dnsConfig: + properties: + nameservers: + items: + type: string + type: array + options: + items: + properties: + name: + type: string + value: + type: string + type: object + type: array + searches: + items: + type: string + type: array + type: object + dnsPolicy: + type: string + enableServiceLinks: + type: boolean + hostAliases: + items: + properties: + hostnames: + items: + type: string + type: array + ip: + type: string + type: object + type: array + hostIPC: + type: boolean + hostNetwork: + type: boolean + hostPID: + type: boolean + hostUsers: + type: boolean + hostname: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + initContainers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + labels: + additionalProperties: + type: string + type: object + logger: + properties: + metadataHeaders: + items: + type: string + type: array + mode: + enum: + - all + - request + - response + type: string + url: + type: string + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + nodeName: + type: string + nodeSelector: + additionalProperties: + type: string + type: object + x-kubernetes-map-type: atomic + os: + properties: + name: + type: string + type: object + overhead: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + preemptionPolicy: + type: string + priority: + format: int32 + type: integer + priorityClassName: + type: string + readinessGates: + items: + properties: + conditionType: + type: string + required: + - conditionType + type: object + type: array + resourceClaims: + items: + properties: + name: + type: string + source: + properties: + resourceClaimName: + type: string + resourceClaimTemplateName: + type: string + type: object + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + restartPolicy: + type: string + runtimeClassName: + type: string + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + schedulerName: + type: string + schedulingGates: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + securityContext: + properties: + fsGroup: + format: int64 + type: integer + fsGroupChangePolicy: + type: string + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + supplementalGroups: + items: + format: int64 + type: integer + type: array + sysctls: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + serviceAccount: + type: string + serviceAccountName: + type: string + setHostnameAsFQDN: + type: boolean + shareProcessNamespace: + type: boolean + subdomain: + type: string + terminationGracePeriodSeconds: + format: int64 + type: integer + timeout: + format: int64 + type: integer + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + topologySpreadConstraints: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + matchLabelKeys: + items: + type: string + type: array + x-kubernetes-list-type: atomic + maxSkew: + format: int32 + type: integer + minDomains: + format: int32 + type: integer + nodeAffinityPolicy: + type: string + nodeTaintsPolicy: + type: string + topologyKey: + type: string + whenUnsatisfiable: + type: string + required: + - maxSkew + - topologyKey + - whenUnsatisfiable + type: object + type: array + x-kubernetes-list-map-keys: + - topologyKey + - whenUnsatisfiable + x-kubernetes-list-type: map + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + type: object + required: + - predictor + type: object + status: + properties: + address: + properties: + CACerts: + type: string + audience: + type: string + name: + type: string + url: + type: string + type: object + annotations: + additionalProperties: + type: string + type: object + components: + additionalProperties: + properties: + address: + properties: + CACerts: + type: string + audience: + type: string + name: + type: string + url: + type: string + type: object + grpcUrl: + type: string + latestCreatedRevision: + type: string + latestReadyRevision: + type: string + latestRolledoutRevision: + type: string + previousRolledoutRevision: + type: string + restUrl: + type: string + traffic: + items: + properties: + configurationName: + type: string + latestRevision: + type: boolean + percent: + format: int64 + type: integer + revisionName: + type: string + tag: + type: string + url: + type: string + type: object + type: array + url: + type: string + type: object + type: object + conditions: + items: + properties: + lastTransitionTime: + type: string + message: + type: string + reason: + type: string + severity: + type: string + status: + type: string + type: + type: string + required: + - status + - type + type: object + type: array + modelStatus: + properties: + copies: + properties: + failedCopies: + default: 0 + type: integer + totalCopies: + type: integer + required: + - failedCopies + type: object + lastFailureInfo: + properties: + exitCode: + format: int32 + type: integer + location: + type: string + message: + type: string + modelRevisionName: + type: string + reason: + enum: + - ModelLoadFailed + - RuntimeUnhealthy + - RuntimeDisabled + - NoSupportingRuntime + - RuntimeNotRecognized + - InvalidPredictorSpec + type: string + time: + format: date-time + type: string + type: object + states: + properties: + activeModelState: + default: Pending + enum: + - "" + - Pending + - Standby + - Loading + - Loaded + - FailedToLoad + type: string + targetModelState: + default: "" + enum: + - "" + - Pending + - Standby + - Loading + - Loaded + - FailedToLoad + type: string + required: + - activeModelState + type: object + transitionStatus: + default: UpToDate + enum: + - "" + - UpToDate + - InProgress + - BlockedByFailedLoad + - InvalidSpec + type: string + required: + - transitionStatus + type: object + observedGeneration: + format: int64 + type: integer + url: + type: string + type: object + x-kubernetes-preserve-unknown-fields: true + type: object + served: true + storage: true + subresources: + status: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + labels: + app: kserve + app.kubernetes.io/name: kserve + name: servingruntimes.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: ServingRuntime + listKind: ServingRuntimeList + plural: servingruntimes + singular: servingruntime + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .spec.disabled + name: Disabled + type: boolean + - jsonPath: .spec.supportedModelFormats[*].name + name: ModelType + type: string + - jsonPath: .spec.containers[*].name + name: Containers + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + builtInAdapter: + properties: + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + memBufferBytes: + type: integer + modelLoadingTimeoutMillis: + type: integer + runtimeManagementPort: + type: integer + serverType: + type: string + type: object + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + disabled: + type: boolean + grpcDataEndpoint: + type: string + grpcEndpoint: + type: string + httpDataEndpoint: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + labels: + additionalProperties: + type: string + type: object + multiModel: + type: boolean + nodeSelector: + additionalProperties: + type: string + type: object + protocolVersions: + items: + type: string + type: array + replicas: + type: integer + storageHelper: + properties: + disabled: + type: boolean + type: object + supportedModelFormats: + items: + properties: + autoSelect: + type: boolean + name: + type: string + priority: + format: int32 + minimum: 1 + type: integer + version: + type: string + required: + - name + type: object + type: array + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + required: + - containers + type: object + status: + type: object + type: object + served: true + storage: true + subresources: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + labels: + app: kserve + app.kubernetes.io/name: kserve + name: trainedmodels.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: TrainedModel + listKind: TrainedModelList + plural: trainedmodels + shortNames: + - tm + singular: trainedmodel + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .status.url + name: URL + type: string + - jsonPath: .status.conditions[?(@.type=='Ready')].status + name: Ready + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + inferenceService: + type: string + model: + properties: + framework: + type: string + memory: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + storageUri: + type: string + required: + - framework + - memory + - storageUri + type: object + required: + - inferenceService + - model + type: object + status: + properties: + address: + properties: + CACerts: + type: string + audience: + type: string + name: + type: string + url: + type: string + type: object + annotations: + additionalProperties: + type: string + type: object + conditions: + items: + properties: + lastTransitionTime: + type: string + message: + type: string + reason: + type: string + severity: + type: string + status: + type: string + type: + type: string + required: + - status + - type + type: object + type: array + observedGeneration: + format: int64 + type: integer + url: + type: string + type: object + type: object + served: true + storage: true + subresources: + status: {} +--- +apiVersion: v1 +kind: ServiceAccount +metadata: + labels: + app: kserve + app.kubernetes.io/instance: kserve-controller-manager + app.kubernetes.io/managed-by: kserve-controller-manager + app.kubernetes.io/name: kserve + name: kserve-controller-manager + namespace: kubeflow +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: Role +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-leader-election-role + namespace: kubeflow +rules: + - apiGroups: + - coordination.k8s.io + resources: + - leases + verbs: + - create + - get + - list + - update + - apiGroups: + - "" + resources: + - configmaps + verbs: + - get + - list + - watch + - create + - update + - patch + - delete + - apiGroups: + - "" + resources: + - configmaps/status + verbs: + - get + - update + - patch + - apiGroups: + - "" + resources: + - events + verbs: + - create +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-manager-role +rules: + - apiGroups: + - admissionregistration.k8s.io + resources: + - mutatingwebhookconfigurations + - validatingwebhookconfigurations + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - apps + resources: + - deployments + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - autoscaling + resources: + - horizontalpodautoscalers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - "" + resources: + - configmaps + verbs: + - create + - get + - update + - apiGroups: + - "" + resources: + - events + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - "" + resources: + - namespaces + verbs: + - get + - list + - watch + - apiGroups: + - "" + resources: + - pods + verbs: + - get + - list + - watch + - apiGroups: + - "" + resources: + - secrets + verbs: + - create + - delete + - get + - patch + - update + - apiGroups: + - "" + resources: + - serviceaccounts + verbs: + - get + - apiGroups: + - "" + resources: + - services + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - networking.istio.io + resources: + - virtualservices + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - networking.istio.io + resources: + - virtualservices/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - networking.istio.io + resources: + - virtualservices/status + verbs: + - get + - patch + - update + - apiGroups: + - networking.k8s.io + resources: + - ingresses + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.knative.dev + resources: + - services + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.knative.dev + resources: + - services/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.knative.dev + resources: + - services/status + verbs: + - get + - patch + - update + - apiGroups: + - serving.kserve.io + resources: + - clusterservingruntimes + - clusterservingruntimes/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.kserve.io + resources: + - clusterservingruntimes/status + verbs: + - get + - patch + - update + - apiGroups: + - serving.kserve.io + resources: + - clusterstoragecontainers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.kserve.io + resources: + - inferencegraphs + - inferencegraphs/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.kserve.io + resources: + - inferencegraphs/status + verbs: + - get + - patch + - update + - apiGroups: + - serving.kserve.io + resources: + - inferenceservices + - inferenceservices/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.kserve.io + resources: + - inferenceservices/status + verbs: + - get + - patch + - update + - apiGroups: + - serving.kserve.io + resources: + - servingruntimes + - servingruntimes/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.kserve.io + resources: + - servingruntimes/status + verbs: + - get + - patch + - update + - apiGroups: + - serving.kserve.io + resources: + - trainedmodels + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.kserve.io + resources: + - trainedmodels/status + verbs: + - get + - patch + - update +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-proxy-role +rules: + - apiGroups: + - authentication.k8s.io + resources: + - tokenreviews + verbs: + - create + - apiGroups: + - authorization.k8s.io + resources: + - subjectaccessreviews + verbs: + - create +--- +aggregationRule: + clusterRoleSelectors: + - matchLabels: + rbac.authorization.kubeflow.org/aggregate-to-kubeflow-kserve-admin: "true" +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + rbac.authorization.kubeflow.org/aggregate-to-kubeflow-admin: "true" + name: kubeflow-kserve-admin +rules: [] +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + rbac.authorization.kubeflow.org/aggregate-to-kubeflow-edit: "true" + rbac.authorization.kubeflow.org/aggregate-to-kubeflow-kserve-admin: "true" + name: kubeflow-kserve-edit +rules: + - apiGroups: + - serving.kserve.io + resources: + - inferenceservices + - servingruntimes + verbs: + - get + - list + - watch + - create + - delete + - deletecollection + - patch + - update + - apiGroups: + - serving.knative.dev + resources: + - services + - services/status + - routes + - routes/status + - configurations + - configurations/status + - revisions + - revisions/status + verbs: + - get + - list + - watch + - create + - delete + - deletecollection + - patch + - update +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + rbac.authorization.kubeflow.org/aggregate-to-kubeflow-view: "true" + name: kubeflow-kserve-view +rules: + - apiGroups: + - serving.kserve.io + resources: + - inferenceservices + - servingruntimes + verbs: + - get + - list + - watch + - apiGroups: + - serving.knative.dev + resources: + - services + - services/status + - routes + - routes/status + - configurations + - configurations/status + - revisions + - revisions/status + verbs: + - get + - list +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: RoleBinding +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-leader-election-rolebinding + namespace: kubeflow +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: Role + name: kserve-leader-election-role +subjects: + - kind: ServiceAccount + name: kserve-controller-manager + namespace: kubeflow +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRoleBinding +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-manager-rolebinding +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: ClusterRole + name: kserve-manager-role +subjects: + - kind: ServiceAccount + name: kserve-controller-manager + namespace: kubeflow +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRoleBinding +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-proxy-rolebinding +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: ClusterRole + name: kserve-proxy-role +subjects: + - kind: ServiceAccount + name: kserve-controller-manager + namespace: kubeflow +--- +apiVersion: v1 +data: + _example: "################################\n# #\n# EXAMPLE CONFIGURATION #\n# #\n################################\n\n# This block is not actually functional configuration,\n# but serves to illustrate the available configuration\n# options and document them in a way that is accessible\n# to users that `kubectl edit` this config map.\n#\n# These sample configuration options may be copied out of\n# this example block and unindented to be in the data block\n# to actually change the configuration.\n\n# ====================================== EXPLAINERS CONFIGURATION ======================================\n# Example\nexplainers: |-\n {\n \"art\": {\n \"image\" : \"kserve/art-explainer\",\n \"defaultImageVersion\": \"latest\"\n }\n }\n# Art Explainer runtime configuration\n explainers: |-\n {\n # Art explainer runtime configuration\n \"art\": {\n # image contains the default Art explainer serving runtime image uri.\n \"image\" : \"kserve/art-explainer\",\n \n # defautltImageVersion contains the Art explainer serving runtime default image version.\n \"defaultImageVersion\": \"latest\"\n }\n }\n \n # ====================================== STORAGE INITIALIZER CONFIGURATION ======================================\n # Example\n storageInitializer: |-\n {\n \"image\" : \"kserve/storage-initializer:v0.14.0-rc0\",\n \"memoryRequest\": \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n \"cpuLimit\": \"1\",\n \"caBundleConfigMapName\": \"\",\n \"caBundleVolumeMountPath\": \"/etc/ssl/custom-certs\",\n \"enableDirectPvcVolumeMount\": false,\n \"enableModelcar\": false,\n \"cpuModelcar\": \"10m\",\n \"memoryModelcar\": \"15Mi\"\n }\n storageInitializer: |-\n {\n # image contains the default storage initializer image uri.\n \"image\" : \"kserve/storage-initializer:v0.14.0-rc0\",\n \n # memoryRequest is the requests.memory to set for the storage initializer init container.\n \"memoryRequest\": \"100Mi\",\n \n # memoryLimit is the limits.memory to set for the storage initializer init container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the storage initializer init container.\n \"cpuRequest\": \"100m\",\n \n # cpuLimit is the limits.cpu to set for the storage initializer init container.\n \"cpuLimit\": \"1\",\n \n # caBundleConfigMapName is the ConfigMap will be copied to a user namespace for the storage initializer init container.\n \"caBundleConfigMapName\": \"\",\n\n # caBundleVolumeMountPath is the mount point for the configmap set by caBundleConfigMapName for the storage initializer init container.\n \"caBundleVolumeMountPath\": \"/etc/ssl/custom-certs\",\n\n # enableDirectPvcVolumeMount controls whether users can mount pvc volumes directly.\n # if pvc volume is provided in storageuri then the pvc volume is directly mounted to /mnt/models in the user container.\n # rather than symlink it to a shared volume. For more info see https://github.com/kserve/kserve/issues/2737\n \"enableDirectPvcVolumeMount\": true,\n\n # enableModelcar enabled allows you to directly access an OCI container image by\n # using a source URL with an \"oci://\" schema.\n \"enableModelcar\": false,\n\n # cpuModelcar is the cpu request and limit that is used for the passive modelcar container. It can be\n # set very low, but should be allowed by any Kubernetes LimitRange that might apply.\n \"cpuModelcar\": \"10m\",\n\n # cpuModelcar is the memory request and limit that is used for the passive modelcar container. It can be\n # set very low, but should be allowed by any Kubernetes LimitRange that might apply.\n \"memoryModelcar\": \"15Mi\",\n\n # uidModelcar is the UID under with which the modelcar process and the main container is running.\n # Some Kubernetes clusters might require this to be root (0). If not set the user id is left untouched (default)\n \"uidModelcar\": 10\n }\n \n # ====================================== CREDENTIALS ======================================\n # Example\n credentials: |-\n {\n \"storageSpecSecretName\": \"storage-config\",\n \"storageSecretNameAnnotation\": \"serving.kserve.io/storageSecretName\",\n \"gcs\": {\n \"gcsCredentialFileName\": \"gcloud-application-credentials.json\"\n },\n \"s3\": {\n \"s3AccessKeyIDName\": \"AWS_ACCESS_KEY_ID\",\n \"s3SecretAccessKeyName\": \"AWS_SECRET_ACCESS_KEY\",\n \"s3Endpoint\": \"\",\n \"s3UseHttps\": \"\",\n \"s3Region\": \"\",\n \"s3VerifySSL\": \"\",\n \"s3UseVirtualBucket\": \"\",\n \"s3UseAccelerate\": \"\",\n \"s3UseAnonymousCredential\": \"\",\n \"s3CABundle\": \"\"\n }\n }\n # This is a global configuration used for downloading models from the cloud storage.\n # You can override this configuration by specifying the annotations on service account or static secret.\n # https://kserve.github.io/website/master/modelserving/storage/s3/s3/\n # For a quick reference about AWS ENV variables:\n # AWS Cli: https://docs.aws.amazon.com/cli/latest/userguide/cli-configure-envvars.html\n # Boto: https://boto3.amazonaws.com/v1/documentation/api/latest/guide/configuration.html#using-environment-variables\n #\n # The `s3AccessKeyIDName` and `s3SecretAccessKeyName` fields are only used from this configmap when static credentials (IAM User Access Key Secret)\n # are used as the authentication method for AWS S3.\n # The rest of the fields are used in both authentication methods (IAM Role for Service Account & IAM User Access Key Secret) if a non-empty value is provided.\n credentials: |-\n {\n # storageSpecSecretName contains the secret name which has the credentials for downloading the model.\n # This option is used when specifying the storage spec on isvc yaml.\n \"storageSpecSecretName\": \"storage-config\",\n\n # The annotation can be specified on isvc yaml to allow overriding with the secret name reference from the annotation value.\n # When using storageUri the order of the precedence is: secret name reference annotation > secret name references from service account\n # When using storageSpec the order of the precedence is: secret name reference annotation > storageSpecSecretName in configmap\n\n # Configuration for google cloud storage\n \"gcs\": {\n # gcsCredentialFileName specifies the filename of the gcs credential\n \"gcsCredentialFileName\": \"gcloud-application-credentials.json\"\n },\n \n # Configuration for aws s3 storage. This add the corresponding environmental variables to the storage initializer init container.\n # For more info on s3 storage see https://kserve.github.io/website/master/modelserving/storage/s3/s3/\n \"s3\": {\n # s3AccessKeyIDName specifies the s3 access key id name\n \"s3AccessKeyIDName\": \"AWS_ACCESS_KEY_ID\",\n \n # s3SecretAccessKeyName specifies the s3 secret access key name\n \"s3SecretAccessKeyName\": \"AWS_SECRET_ACCESS_KEY\",\n \n # s3Endpoint specifies the s3 endpoint\n \"s3Endpoint\": \"\",\n \n # s3UseHttps controls whether to use secure https or unsecure http to download models.\n # Allowed values are 0 and 1.\n \"s3UseHttps\": \"\",\n \n # s3Region specifies the region of the bucket.\n \"s3Region\": \"\",\n \n # s3VerifySSL controls whether to verify the tls/ssl certificate.\n \"s3VerifySSL\": \"\",\n \n # s3UseVirtualBucket configures whether it is a virtual bucket or not.\n \"s3UseVirtualBucket\": \"\",\n\n # s3UseAccelerate configures whether to use transfer acceleration.\n \"s3UseAccelerate\": \"\",\n \n # s3UseAnonymousCredential configures whether to use anonymous credentials to download the model or not.\n \"s3UseAnonymousCredential\": \"\",\n \n # s3CABundle specifies the path to a certificate bundle to use for HTTPS certificate validation.\n \"s3CABundle\": \"\"\n }\n }\n \n # ====================================== INGRESS CONFIGURATION ======================================\n # Example\n ingress: |-\n {\n \"ingressGateway\" : \"knative-serving/knative-ingress-gateway\",\n \"localGateway\" : \"knative-serving/knative-local-gateway\",\n \"localGatewayService\" : \"knative-local-gateway.istio-system.svc.cluster.local\",\n \"ingressDomain\" : \"example.com\",\n \"additionalIngressDomains\": [\"additional-example.com\", \"additional-example-1.com\"],\n \"ingressClassName\" : \"istio\",\n \"domainTemplate\": \"{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}\",\n \"urlScheme\": \"http\",\n \"disableIstioVirtualHost\": false,\n \"disableIngressCreation\": false\n }\n ingress: |-\n {\n # ingressGateway specifies the ingress gateway to serve external traffic.\n # The gateway should be specified in format /\n # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer.\n \"ingressGateway\" : \"knative-serving/knative-ingress-gateway\",\n \n # knativeLocalGatewayService specifies the hostname of the Knative's local gateway service.\n # The default KServe configurations are re-using the Istio local gateways for Knative. In this case, this\n # knativeLocalGatewayService field can be left unset. When unset, the value of \"localGatewayService\" will be used.\n # However, sometimes it may be better to have local gateways specifically for KServe (e.g. when enabling strict mTLS in Istio).\n # Under such setups where KServe is needed to have its own local gateways, the values of the \"localGateway\" and\n # \"localGatewayService\" should point to the KServe local gateways. Then, this knativeLocalGatewayService field\n # should point to the Knative's local gateway service.\n # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer.\n \"knativeLocalGatewayService\": \"\",\n \n # localGateway specifies the gateway which handles the network traffic within the cluster.\n # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer.\n \"localGateway\" : \"knative-serving/knative-local-gateway\",\n \n # localGatewayService specifies the hostname of the local gateway service.\n # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer.\n \"localGatewayService\" : \"knative-local-gateway.istio-system.svc.cluster.local\",\n \n # ingressDomain specifies the domain name which is used for creating the url.\n # If ingressDomain is empty then example.com is used as default domain.\n # NOTE: This configuration only applicable for raw deployment.\n \"ingressDomain\" : \"example.com\",\n\n # additionalIngressDomains specifies the additional domain names which are used for creating the url.\n \"additionalIngressDomains\": [\"additional-example.com\", \"additional-example-1.com\"]\n\n # ingressClassName specifies the ingress controller to use for ingress traffic.\n # This is optional and if omitted the default ingress in the cluster is used.\n # https://kubernetes.io/docs/concepts/services-networking/ingress/#default-ingress-class\n # NOTE: This configuration only applicable for raw deployment.\n \"ingressClassName\" : \"istio\",\n \n # domainTemplate specifies the template for generating domain/url for each inference service by combining variable from:\n # Name of the inference service ( {{ .Name}} )\n # Namespace of the inference service ( {{ .Namespace }} )\n # Annotation of the inference service ( {{ .Annotations.key }} )\n # Label of the inference service ( {{ .Labels.key }} )\n # IngressDomain ( {{ .IngressDomain }} )\n # If domain template is empty the default template {{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }} is used.\n # NOTE: This configuration only applicable for raw deployment.\n \"domainTemplate\": \"{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}\",\n \n # urlScheme specifies the url scheme to use for inference service and inference graph.\n # If urlScheme is empty then by default http is used.\n \"urlScheme\": \"http\",\n \n # disableIstioVirtualHost controls whether to use istio as network layer.\n # By default istio is used as the network layer. When DisableIstioVirtualHost is true, KServe does not\n # create the top level virtual service thus Istio is no longer required for serverless mode.\n # By setting this field to true, user can use other networking layers supported by knative.\n # For more info https://github.com/kserve/kserve/pull/2380, https://kserve.github.io/website/master/admin/serverless/kourier_networking/.\n # NOTE: This configuration is only applicable to serverless deployment.\n \"disableIstioVirtualHost\": false,\n\n # disableIngressCreation controls whether to disable ingress creation for raw deployment mode.\n \"disableIngressCreation\": false,\n \n # pathTemplate specifies the template for generating path based url for each inference service.\n # The following variables can be used in the template for generating url.\n # Name of the inference service ( {{ .Name}} )\n # Namespace of the inference service ( {{ .Namespace }} )\n # For more info https://github.com/kserve/kserve/issues/2257.\n # NOTE: This configuration only applicable to serverless deployment.\n \"pathTemplate\": \"/serving/{{ .Namespace }}/{{ .Name }}\"\n }\n \n # ====================================== LOGGER CONFIGURATION ======================================\n # Example\n logger: |-\n {\n \"image\" : \"kserve/agent:v0.14.0-rc0\",\n \"memoryRequest\": \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n \"cpuLimit\": \"1\",\n \"defaultUrl\": \"http://default-broker\"\n }\n logger: |-\n {\n # image contains the default logger image uri.\n \"image\" : \"kserve/agent:v0.14.0-rc0\",\n \n # memoryRequest is the requests.memory to set for the logger container.\n \"memoryRequest\": \"100Mi\",\n \n # memoryLimit is the limits.memory to set for the logger container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the logger container.\n \"cpuRequest\": \"100m\",\n \n # cpuLimit is the limits.cpu to set for the logger container.\n \"cpuLimit\": \"1\",\n \n # defaultUrl specifies the default logger url. If logger is not specified in the resource this url is used.\n \"defaultUrl\": \"http://default-broker\"\n }\n \n # ====================================== BATCHER CONFIGURATION ======================================\n # Example\n batcher: |-\n {\n \"image\" : \"kserve/agent:v0.14.0-rc0\",\n \"memoryRequest\": \"1Gi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"1\",\n \"cpuLimit\": \"1\",\n \"maxBatchSize\": \"32\",\n \"maxLatency\": \"5000\"\n }\n batcher: |-\n {\n # image contains the default batcher image uri.\n \"image\" : \"kserve/agent:v0.14.0-rc0\",\n \n # memoryRequest is the requests.memory to set for the batcher container.\n \"memoryRequest\": \"1Gi\",\n \n # memoryLimit is the limits.memory to set for the batcher container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the batcher container.\n \"cpuRequest\": \"1\",\n \n # cpuLimit is the limits.cpu to set for the batcher container.\n \"cpuLimit\": \"1\"\n\n # maxBatchSize is the default maximum batch size for batcher.\n \"maxBatchSize\": \"32\",\n\n # maxLatency is the default maximum latency in milliseconds for batcher to wait and collect the batch.\n \"maxLatency\": \"5000\"\n }\n \n # ====================================== AGENT CONFIGURATION ======================================\n # Example\n agent: |-\n {\n \"image\" : \"kserve/agent:v0.14.0-rc0\",\n \"memoryRequest\": \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n \"cpuLimit\": \"1\"\n }\n agent: |-\n {\n # image contains the default agent image uri.\n \"image\" : \"kserve/agent:v0.14.0-rc0\",\n \n # memoryRequest is the requests.memory to set for the agent container.\n \"memoryRequest\": \"100Mi\",\n \n # memoryLimit is the limits.memory to set for the agent container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the agent container.\n \"cpuRequest\": \"100m\",\n \n # cpuLimit is the limits.cpu to set for the agent container.\n \"cpuLimit\": \"1\"\n }\n \n # ====================================== ROUTER CONFIGURATION ======================================\n # Example\n router: |-\n {\n \"image\" : \"kserve/router:v0.14.0-rc0\",\n \"memoryRequest\": \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n \"cpuLimit\": \"1\",\n \"headers\": {\n \"propagate\": []\n }\n }\n # router is the implementation of inference graph.\n router: |-\n {\n # image contains the default router image uri.\n \"image\" : \"kserve/router:v0.14.0-rc0\",\n \n # memoryRequest is the requests.memory to set for the router container.\n \"memoryRequest\": \"100Mi\",\n \n # memoryLimit is the limits.memory to set for the router container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the router container.\n \"cpuRequest\": \"100m\",\n \n # cpuLimit is the limits.cpu to set for the router container.\n \"cpuLimit\": \"1\",\n \n # Propagate the specified headers to all the steps specified in an InferenceGraph. \n # You can either specify the exact header names or use [Golang supported regex patterns]\n # (https://pkg.go.dev/regexp/syntax@go1.21.3#hdr-Syntax) to propagate multiple headers.\n \"headers\": {\n \"propagate\": [\n \"Authorization\",\n \"Test-Header-*\",\n \"*Trace-Id*\"\n ]\n }\n }\n \n # ====================================== DEPLOYMENT CONFIGURATION ======================================\n # Example\n deploy: |-\n {\n \"defaultDeploymentMode\": \"Serverless\"\n }\n deploy: |-\n {\n # defaultDeploymentMode specifies the default deployment mode of the kserve. The supported values are\n # Serverless, RawDeployment and ModelMesh. Users can override the deployment mode at service level\n # by adding the annotation serving.kserve.io/deploymentMode.For more info on deployment mode visit\n # Serverless https://kserve.github.io/website/master/admin/serverless/serverless/\n # RawDeployment https://kserve.github.io/website/master/admin/kubernetes_deployment/\n # ModelMesh https://kserve.github.io/website/master/admin/modelmesh/\n \"defaultDeploymentMode\": \"Serverless\"\n }\n \n # ====================================== METRICS CONFIGURATION ======================================\n # Example\n metricsAggregator: |-\n {\n \"enableMetricAggregation\": \"false\",\n \"enablePrometheusScraping\" : \"false\"\n }\n # For more info see https://github.com/kserve/kserve/blob/master/qpext/README.md\n metricsAggregator: |-\n {\n # enableMetricAggregation configures metric aggregation annotation. This adds the annotation serving.kserve.io/enable-metric-aggregation to every\n # service with the specified boolean value. If true enables metric aggregation in queue-proxy by setting env vars in the queue proxy container\n # to configure scraping ports.\n \"enableMetricAggregation\": \"false\",\n \n # enablePrometheusScraping configures metric aggregation annotation. This adds the annotation serving.kserve.io/enable-metric-aggregation to every\n # service with the specified boolean value. If true, prometheus annotations are added to the pod. If serving.kserve.io/enable-metric-aggregation is false,\n # the prometheus port is set with the default prometheus scraping port 9090, otherwise the prometheus port annotation is set with the metric aggregation port.\n \"enablePrometheusScraping\" : \"false\"\n }" + agent: |- + { + "image" : "kserve/agent:v0.14.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1" + } + batcher: |- + { + "image" : "kserve/agent:v0.14.0-rc0", + "memoryRequest": "1Gi", + "memoryLimit": "1Gi", + "cpuRequest": "1", + "cpuLimit": "1", + "maxBatchSize": "32", + "maxLatency": "5000" + } + credentials: |- + { + "storageSpecSecretName": "storage-config", + "storageSecretNameAnnotation": "serving.kserve.io/storageSecretName", + "gcs": { + "gcsCredentialFileName": "gcloud-application-credentials.json" + }, + "s3": { + "s3AccessKeyIDName": "AWS_ACCESS_KEY_ID", + "s3SecretAccessKeyName": "AWS_SECRET_ACCESS_KEY", + "s3Endpoint": "", + "s3UseHttps": "", + "s3Region": "", + "s3VerifySSL": "", + "s3UseVirtualBucket": "", + "s3UseAccelerate": "", + "s3UseAnonymousCredential": "", + "s3CABundle": "" + } + } + deploy: |- + { + "defaultDeploymentMode": "Serverless" + } + explainers: |- + { + "art": { + "image" : "kserve/art-explainer", + "defaultImageVersion": "latest" + } + } + ingress: |- + { + "ingressGateway": "kubeflow/kubeflow-gateway", + "localGateway": "knative-serving/knative-local-gateway", + "localGatewayService": "knative-local-gateway.istio-system.svc.cluster.local", + "ingressDomain": "example.com", + "ingressClassName": "istio", + "domainTemplate": "{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}", + "urlScheme": "http", + "disableIstioVirtualHost": false, + "disableIngressCreation": false + } + logger: |- + { + "image" : "kserve/agent:v0.14.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "defaultUrl": "http://default-broker" + } + metricsAggregator: |- + { + "enableMetricAggregation": "false", + "enablePrometheusScraping" : "false" + } + router: |- + { + "image" : "kserve/router:v0.14.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1" + } + storageInitializer: |- + { + "image" : "kserve/storage-initializer:v0.14.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "caBundleConfigMapName": "", + "caBundleVolumeMountPath": "/etc/ssl/custom-certs", + "enableDirectPvcVolumeMount": true, + "enableModelcar": false, + "cpuModelcar": "10m", + "memoryModelcar": "15Mi" + } +kind: ConfigMap +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: inferenceservice-config + namespace: kubeflow +--- +apiVersion: v1 +kind: Secret +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-webhook-server-secret + namespace: kubeflow +--- +apiVersion: v1 +kind: Service +metadata: + annotations: + prometheus.io/port: "8443" + prometheus.io/scheme: https + prometheus.io/scrape: "true" + labels: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + name: kserve-controller-manager-metrics-service + namespace: kubeflow +spec: + ports: + - name: https + port: 8443 + targetPort: https + selector: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + name: kserve-controller-manager-service + namespace: kubeflow +spec: + ports: + - port: 8443 + protocol: TCP + targetPort: https + selector: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-webhook-server-service + namespace: kubeflow +spec: + ports: + - port: 443 + targetPort: webhook-server + selector: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + name: kserve-controller-manager + namespace: kubeflow +spec: + selector: + matchLabels: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + template: + metadata: + annotations: + kubectl.kubernetes.io/default-container: manager + sidecar.istio.io/inject: "false" + labels: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + spec: + containers: + - args: + - --metrics-addr=127.0.0.1:8080 + - --leader-elect + command: + - /manager + env: + - name: POD_NAMESPACE + valueFrom: + fieldRef: + fieldPath: metadata.namespace + - name: SECRET_NAME + value: kserve-webhook-server-cert + image: kserve/kserve-controller:v0.14.0-rc0 + imagePullPolicy: Always + livenessProbe: + failureThreshold: 5 + httpGet: + path: /healthz + port: 8081 + initialDelaySeconds: 10 + timeoutSeconds: 5 + name: manager + ports: + - containerPort: 9443 + name: webhook-server + protocol: TCP + readinessProbe: + failureThreshold: 10 + httpGet: + path: /readyz + port: 8081 + initialDelaySeconds: 10 + periodSeconds: 5 + timeoutSeconds: 5 + resources: + limits: + cpu: 100m + memory: 300Mi + requests: + cpu: 100m + memory: 200Mi + securityContext: + allowPrivilegeEscalation: false + capabilities: + drop: + - ALL + privileged: false + readOnlyRootFilesystem: true + runAsNonRoot: true + volumeMounts: + - mountPath: /tmp/k8s-webhook-server/serving-certs + name: cert + readOnly: true + - args: + - --secure-listen-address=0.0.0.0:8443 + - --upstream=http://127.0.0.1:8080/ + - --logtostderr=true + - --v=10 + image: quay.io/brancz/kube-rbac-proxy:v0.18.0 + name: kube-rbac-proxy + ports: + - containerPort: 8443 + name: https + protocol: TCP + securityContext: + allowPrivilegeEscalation: false + capabilities: + drop: + - ALL + privileged: false + readOnlyRootFilesystem: true + runAsNonRoot: true + securityContext: + runAsNonRoot: true + serviceAccountName: kserve-controller-manager + terminationGracePeriodSeconds: 10 + volumes: + - name: cert + secret: + defaultMode: 420 + secretName: kserve-webhook-server-cert +--- +apiVersion: cert-manager.io/v1 +kind: Certificate +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: serving-cert + namespace: kubeflow +spec: + commonName: kserve-webhook-server-service.kubeflow.svc + dnsNames: + - kserve-webhook-server-service.kubeflow.svc + issuerRef: + kind: Issuer + name: selfsigned-issuer + secretName: kserve-webhook-server-cert +--- +apiVersion: cert-manager.io/v1 +kind: Issuer +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: selfsigned-issuer + namespace: kubeflow +spec: + selfSigned: {} +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: MutatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + creationTimestamp: null + labels: + app: kserve + app.kubernetes.io/name: kserve + name: inferenceservice.serving.kserve.io +webhooks: + - admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /mutate-serving-kserve-io-v1beta1-inferenceservice + failurePolicy: Fail + name: inferenceservice.kserve-webhook-server.defaulter + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1beta1 + operations: + - CREATE + - UPDATE + resources: + - inferenceservices + sideEffects: None + - admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /mutate-pods + failurePolicy: Fail + name: inferenceservice.kserve-webhook-server.pod-mutator + namespaceSelector: + matchExpressions: + - key: control-plane + operator: DoesNotExist + objectSelector: + matchExpressions: + - key: serving.kserve.io/inferenceservice + operator: Exists + reinvocationPolicy: IfNeeded + rules: + - apiGroups: + - "" + apiVersions: + - v1 + operations: + - CREATE + resources: + - pods + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + creationTimestamp: null + labels: + app: kserve + app.kubernetes.io/name: kserve + name: clusterservingruntime.serving.kserve.io +webhooks: + - admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /validate-serving-kserve-io-v1alpha1-clusterservingruntime + failurePolicy: Fail + name: clusterservingruntime.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - clusterservingruntimes + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + creationTimestamp: null + labels: + app: kserve + app.kubernetes.io/name: kserve + name: inferencegraph.serving.kserve.io +webhooks: + - admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /validate-serving-kserve-io-v1alpha1-inferencegraph + failurePolicy: Fail + name: inferencegraph.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - inferencegraphs + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + creationTimestamp: null + labels: + app: kserve + app.kubernetes.io/name: kserve + name: inferenceservice.serving.kserve.io +webhooks: + - admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /validate-serving-kserve-io-v1beta1-inferenceservice + failurePolicy: Fail + name: inferenceservice.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1beta1 + operations: + - CREATE + - UPDATE + resources: + - inferenceservices + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + creationTimestamp: null + labels: + app: kserve + app.kubernetes.io/name: kserve + name: servingruntime.serving.kserve.io +webhooks: + - admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /validate-serving-kserve-io-v1alpha1-servingruntime + failurePolicy: Fail + name: servingruntime.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - servingruntimes + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + creationTimestamp: null + labels: + app: kserve + app.kubernetes.io/name: kserve + name: trainedmodel.serving.kserve.io +webhooks: + - admissionReviewVersions: + - v1beta1 + clientConfig: + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /validate-serving-kserve-io-v1alpha1-trainedmodel + failurePolicy: Fail + name: trainedmodel.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - trainedmodels + sideEffects: None diff --git a/pkg/agent/puller.go b/pkg/agent/puller.go index a7aaaa62c5..d3adbd15d7 100644 --- a/pkg/agent/puller.go +++ b/pkg/agent/puller.go @@ -25,9 +25,10 @@ import ( "sync" "syscall" + "go.uber.org/zap" + "github.com/kserve/kserve/pkg/agent/storage" v1 "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" - "go.uber.org/zap" ) type OpType string @@ -177,7 +178,7 @@ func (p *Puller) modelProcessor(modelName string, ops <-chan *ModelOp) { } else { body, err := io.ReadAll(resp.Body) if err == nil { - p.logger.Infof("Failed to load model %s with status [%d] and resp:%v", modelName, resp.StatusCode, body) + p.logger.Infof("Failed to load model %s with status [%d] and resp:%s", modelName, resp.StatusCode, string(body)) } } } diff --git a/pkg/agent/storage/utils.go b/pkg/agent/storage/utils.go index 9679e23d10..7e8f7b8fa1 100644 --- a/pkg/agent/storage/utils.go +++ b/pkg/agent/storage/utils.go @@ -32,9 +32,10 @@ import ( "github.com/aws/aws-sdk-go/service/s3" "github.com/aws/aws-sdk-go/service/s3/s3manager" "github.com/googleapis/google-cloud-go-testing/storage/stiface" + "google.golang.org/api/option" + gcscredential "github.com/kserve/kserve/pkg/credentials/gcs" s3credential "github.com/kserve/kserve/pkg/credentials/s3" - "google.golang.org/api/option" ) func FileExists(filename string) bool { diff --git a/pkg/agent/watcher_test.go b/pkg/agent/watcher_test.go index 792a3c4770..ae79d4dd88 100644 --- a/pkg/agent/watcher_test.go +++ b/pkg/agent/watcher_test.go @@ -26,6 +26,7 @@ import ( "os" "path/filepath" "sync" + "time" gstorage "cloud.google.com/go/storage" "github.com/aws/aws-sdk-go/aws" @@ -53,6 +54,7 @@ var _ = Describe("Watcher", func() { zapLogger, _ := zap.NewProduction() sugar = zapLogger.Sugar() logger.Printf("Creating temp dir %v\n", modelDir) + SetDefaultEventuallyTimeout(2 * time.Minute) }) AfterEach(func() { os.RemoveAll(modelDir) diff --git a/pkg/apis/serving/v1beta1/component.go b/pkg/apis/serving/v1beta1/component.go index faf435d293..10cb9523fc 100644 --- a/pkg/apis/serving/v1beta1/component.go +++ b/pkg/apis/serving/v1beta1/component.go @@ -30,15 +30,15 @@ import ( // Known error messages const ( - MinReplicasShouldBeLessThanMaxError = "MinReplicas cannot be greater than MaxReplicas." - MinReplicasLowerBoundExceededError = "MinReplicas cannot be less than 0." - MaxReplicasLowerBoundExceededError = "MaxReplicas cannot be less than 0." - ParallelismLowerBoundExceededError = "Parallelism cannot be less than 0." - UnsupportedStorageURIFormatError = "storageUri, must be one of: [%s] or match https://{}.blob.core.windows.net/{}/{} or be an absolute or relative local path. StorageUri [%s] is not supported." - UnsupportedStorageSpecFormatError = "storage.spec.type, must be one of: [%s]. storage.spec.type [%s] is not supported." - InvalidLoggerType = "Invalid logger type" - InvalidISVCNameFormatError = "The InferenceService \"%s\" is invalid: a InferenceService name must consist of lower case alphanumeric characters or '-', and must start with alphabetical character. (e.g. \"my-name\" or \"abc-123\", regex used for validation is '%s')" - InvalidProtocol = "Invalid protocol %s. Must be one of [%s]" + MinReplicasShouldBeLessThanMaxError = "'MinReplicas' cannot be greater than MaxReplicas" + MinReplicasLowerBoundExceededError = "'MinReplicas' cannot be less than 0" + MaxReplicasLowerBoundExceededError = "'MaxReplicas' cannot be less than 0" + ParallelismLowerBoundExceededError = "parallelism cannot be less than 0" + UnsupportedStorageURIFormatError = "storageUri, must be one of: [%s] or match https://{}.blob.core.windows.net/{}/{} or be an absolute or relative local path. StorageUri [%s] is not supported" + UnsupportedStorageSpecFormatError = "storage.spec.type, must be one of: [%s]. storage.spec.type [%s] is not supported" + InvalidLoggerType = "invalid logger type" + InvalidISVCNameFormatError = "the InferenceService \"%s\" is invalid: a InferenceService name must consist of lower case alphanumeric characters or '-', and must start with alphabetical character. (e.g. \"my-name\" or \"abc-123\", regex used for validation is '%s')" + InvalidProtocol = "invalid protocol %s. Must be one of [%s]" ) // Constants @@ -140,7 +140,7 @@ func validateStorageSpec(storageSpec *StorageSpec, storageURI *string) error { if storageSpec == nil { return nil } - if storageSpec != nil && storageURI != nil { + if storageURI != nil { if utils.IsPrefixSupported(*storageURI, SupportedStorageSpecURIPrefixList) { return nil } else { @@ -229,7 +229,7 @@ func ExactlyOneErrorFor(component Component) error { implementationTypes = append(implementationTypes, componentType.Field(i).Name) } return fmt.Errorf( - "Exactly one of [%s] must be specified in %s", + "exactly one of [%s] must be specified in %s", strings.Join(implementationTypes, ", "), componentType.Name(), ) diff --git a/pkg/apis/serving/v1beta1/component_test.go b/pkg/apis/serving/v1beta1/component_test.go index 178d8934ff..7a67059273 100644 --- a/pkg/apis/serving/v1beta1/component_test.go +++ b/pkg/apis/serving/v1beta1/component_test.go @@ -138,6 +138,13 @@ func TestComponentExtensionSpec_validateLogger(t *testing.T) { }, matcher: gomega.BeNil(), }, + "LoggerWithHeaderMetadata": { + logger: &LoggerSpec{ + Mode: LogAll, + MetadataHeaders: []string{"Foo", "Bar"}, + }, + matcher: gomega.BeNil(), + }, "InvalidLoggerMode": { logger: &LoggerSpec{ Mode: "InvalidMode", diff --git a/pkg/apis/serving/v1beta1/configmap.go b/pkg/apis/serving/v1beta1/configmap.go index 56c2f56b27..b7df34f1d1 100644 --- a/pkg/apis/serving/v1beta1/configmap.go +++ b/pkg/apis/serving/v1beta1/configmap.go @@ -65,18 +65,18 @@ type InferenceServicesConfig struct { // +kubebuilder:object:generate=false type IngressConfig struct { - IngressGateway string `json:"ingressGateway,omitempty"` - IngressServiceName string `json:"ingressService,omitempty"` - LocalGateway string `json:"localGateway,omitempty"` - LocalGatewayServiceName string `json:"localGatewayService,omitempty"` - IngressDomain string `json:"ingressDomain,omitempty"` - IngressClassName *string `json:"ingressClassName,omitempty"` - AdditionalIngressDomains *[]string `json:"additionalIngressDomains,omitempty"` - DomainTemplate string `json:"domainTemplate,omitempty"` - UrlScheme string `json:"urlScheme,omitempty"` - DisableIstioVirtualHost bool `json:"disableIstioVirtualHost,omitempty"` - PathTemplate string `json:"pathTemplate,omitempty"` - DisableIngressCreation bool `json:"disableIngressCreation,omitempty"` + IngressGateway string `json:"ingressGateway,omitempty"` + KnativeLocalGatewayService string `json:"knativeLocalGatewayService,omitempty"` + LocalGateway string `json:"localGateway,omitempty"` + LocalGatewayServiceName string `json:"localGatewayService,omitempty"` + IngressDomain string `json:"ingressDomain,omitempty"` + IngressClassName *string `json:"ingressClassName,omitempty"` + AdditionalIngressDomains *[]string `json:"additionalIngressDomains,omitempty"` + DomainTemplate string `json:"domainTemplate,omitempty"` + UrlScheme string `json:"urlScheme,omitempty"` + DisableIstioVirtualHost bool `json:"disableIstioVirtualHost,omitempty"` + PathTemplate string `json:"pathTemplate,omitempty"` + DisableIngressCreation bool `json:"disableIngressCreation,omitempty"` } // +kubebuilder:object:generate=false @@ -112,8 +112,8 @@ func NewIngressConfig(clientset kubernetes.Interface) (*IngressConfig, error) { return nil, fmt.Errorf("unable to parse ingress config json: %w", err) } - if ingressConfig.IngressGateway == "" || ingressConfig.IngressServiceName == "" { - return nil, fmt.Errorf("invalid ingress config - ingressGateway and ingressService are required") + if ingressConfig.IngressGateway == "" { + return nil, fmt.Errorf("invalid ingress config - ingressGateway is required") } if ingressConfig.PathTemplate != "" { // TODO: ensure that the generated path is valid, that is: @@ -128,6 +128,10 @@ func NewIngressConfig(clientset kubernetes.Interface) (*IngressConfig, error) { return nil, fmt.Errorf("invalid ingress config - ingressDomain is required if pathTemplate is given") } } + + if len(ingressConfig.KnativeLocalGatewayService) == 0 { + ingressConfig.KnativeLocalGatewayService = ingressConfig.LocalGatewayServiceName + } } if ingressConfig.DomainTemplate == "" { diff --git a/pkg/apis/serving/v1beta1/configmap_test.go b/pkg/apis/serving/v1beta1/configmap_test.go index de78c6965b..b5ee02da06 100644 --- a/pkg/apis/serving/v1beta1/configmap_test.go +++ b/pkg/apis/serving/v1beta1/configmap_test.go @@ -28,23 +28,23 @@ import ( ) var ( - KnativeIngressGateway = "knative-serving/knative-ingress-gateway" - IngressService = "test-destination" - KnativeLocalGateway = "knative-serving/knative-local-gateway" - LocalGatewayService = "knative-local-gateway.istio-system.svc.cluster.local" - UrlScheme = "https" - IngressDomain = "example.com" - AdditionalDomain = "additional-example.com" - AdditionalDomainExtra = "additional-example-extra.com" - IngressConfigData = fmt.Sprintf(`{ + KnativeIngressGateway = "knative-serving/knative-ingress-gateway" + KnativeLocalGatewayService = "test-destination" + KnativeLocalGateway = "knative-serving/knative-local-gateway" + LocalGatewayService = "knative-local-gateway.istio-system.svc.cluster.local" + UrlScheme = "https" + IngressDomain = "example.com" + AdditionalDomain = "additional-example.com" + AdditionalDomainExtra = "additional-example-extra.com" + IngressConfigData = fmt.Sprintf(`{ "ingressGateway" : "%s", - "ingressService" : "%s", + "knativeLocalGatewayService" : "%s", "localGateway" : "%s", "localGatewayService" : "%s", "ingressDomain": "%s", "urlScheme": "https", "additionalIngressDomains": ["%s","%s"] - }`, KnativeIngressGateway, IngressService, KnativeLocalGateway, LocalGatewayService, IngressDomain, + }`, KnativeIngressGateway, KnativeLocalGatewayService, KnativeLocalGateway, LocalGatewayService, IngressDomain, AdditionalDomain, AdditionalDomainExtra) ) @@ -71,7 +71,7 @@ func TestNewIngressConfig(t *testing.T) { g.Expect(ingressCfg).ShouldNot(gomega.BeNil()) g.Expect(ingressCfg.IngressGateway).To(gomega.Equal(KnativeIngressGateway)) - g.Expect(ingressCfg.IngressServiceName).To(gomega.Equal(IngressService)) + g.Expect(ingressCfg.KnativeLocalGatewayService).To(gomega.Equal(KnativeLocalGatewayService)) g.Expect(ingressCfg.LocalGateway).To(gomega.Equal(KnativeLocalGateway)) g.Expect(ingressCfg.LocalGatewayServiceName).To(gomega.Equal(LocalGatewayService)) g.Expect(ingressCfg.UrlScheme).To(gomega.Equal(UrlScheme)) @@ -79,6 +79,28 @@ func TestNewIngressConfig(t *testing.T) { g.Expect(*ingressCfg.AdditionalIngressDomains).To(gomega.Equal([]string{AdditionalDomain, AdditionalDomainExtra})) } +func TestNewIngressConfigDefaultKnativeService(t *testing.T) { + g := gomega.NewGomegaWithT(t) + clientset := fakeclientset.NewSimpleClientset(&v1.ConfigMap{ + ObjectMeta: metav1.ObjectMeta{Name: constants.InferenceServiceConfigMapName, Namespace: constants.KServeNamespace}, + Data: map[string]string{ + IngressConfigKeyName: fmt.Sprintf(`{ + "ingressGateway" : "%s", + "localGateway" : "%s", + "localGatewayService" : "%s", + "ingressDomain": "%s", + "urlScheme": "https", + "additionalIngressDomains": ["%s","%s"] + }`, KnativeIngressGateway, KnativeLocalGateway, LocalGatewayService, IngressDomain, + AdditionalDomain, AdditionalDomainExtra), + }, + }) + ingressCfg, err := NewIngressConfig(clientset) + g.Expect(err).Should(gomega.BeNil()) + g.Expect(ingressCfg).ShouldNot(gomega.BeNil()) + g.Expect(ingressCfg.KnativeLocalGatewayService).To(gomega.Equal(LocalGatewayService)) +} + func TestNewDeployConfig(t *testing.T) { g := gomega.NewGomegaWithT(t) clientset := fakeclientset.NewSimpleClientset(&v1.ConfigMap{ diff --git a/pkg/apis/serving/v1beta1/inference_service.go b/pkg/apis/serving/v1beta1/inference_service.go index 0f3f5a9f30..df220507c9 100644 --- a/pkg/apis/serving/v1beta1/inference_service.go +++ b/pkg/apis/serving/v1beta1/inference_service.go @@ -41,11 +41,11 @@ type LoggerType string // LoggerType Enum const ( - // Logger mode to log both request and response + // LogAll Logger mode to log both request and response LogAll LoggerType = "all" - // Logger mode to log only request + // LogRequest Logger mode to log only request LogRequest LoggerType = "request" - // Logger mode to log only response + // LogResponse Logger mode to log only response LogResponse LoggerType = "response" ) @@ -61,6 +61,9 @@ type LoggerSpec struct { // - "response": log only response
// +optional Mode LoggerType `json:"mode,omitempty"` + // Matched metadata HTTP headers for propagating to inference logger cloud events. + // +optional + MetadataHeaders []string `json:"metadataHeaders,omitempty"` } // Batcher specifies optional payload batching available for all components diff --git a/pkg/apis/serving/v1beta1/inference_service_defaults.go b/pkg/apis/serving/v1beta1/inference_service_defaults.go index d9e3e86aa2..bffb275d09 100644 --- a/pkg/apis/serving/v1beta1/inference_service_defaults.go +++ b/pkg/apis/serving/v1beta1/inference_service_defaults.go @@ -21,6 +21,7 @@ import ( "reflect" "strconv" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" "k8s.io/client-go/kubernetes" @@ -121,6 +122,22 @@ func (isvc *InferenceService) DefaultInferenceService(config *InferenceServicesC } } } + setautomountServiceAccountToken(isvc) +} + +// setautomountServiceAccountToken sets the default value for AutomountServiceAccountToken +// Usually serving runtimes do not need access to kubernetes apiserver, so we set it to false by default. +// This can be overridden by setting AutomountServiceAccountToken to true in the InferenceService spec +func setautomountServiceAccountToken(isvc *InferenceService) { + if isvc.Spec.Predictor.AutomountServiceAccountToken == nil { + isvc.Spec.Predictor.AutomountServiceAccountToken = proto.Bool(false) + } + if isvc.Spec.Transformer != nil && isvc.Spec.Transformer.AutomountServiceAccountToken == nil { + isvc.Spec.Transformer.AutomountServiceAccountToken = proto.Bool(false) + } + if isvc.Spec.Explainer != nil && isvc.Spec.Explainer.AutomountServiceAccountToken == nil { + isvc.Spec.Explainer.AutomountServiceAccountToken = proto.Bool(false) + } } func (isvc *InferenceService) setPredictorModelDefaults() { diff --git a/pkg/apis/serving/v1beta1/inference_service_defaults_test.go b/pkg/apis/serving/v1beta1/inference_service_defaults_test.go index 4a20321690..197107b455 100644 --- a/pkg/apis/serving/v1beta1/inference_service_defaults_test.go +++ b/pkg/apis/serving/v1beta1/inference_service_defaults_test.go @@ -305,7 +305,7 @@ func TestInferenceServiceDefaults(t *testing.T) { scenario.isvc.Spec.DeepCopy() scenario.isvc.DefaultInferenceService(scenario.config, scenario.deployConfig) - g.Expect(*&scenario.isvc.Spec.Predictor.Tensorflow).To(gomega.BeNil()) + g.Expect(scenario.isvc.Spec.Predictor.Tensorflow).To(gomega.BeNil()) g.Expect(scenario.isvc.Spec.Predictor.ONNX).To(gomega.BeNil()) g.Expect(scenario.isvc.Spec.Predictor.PMML).To(gomega.BeNil()) g.Expect(scenario.isvc.Spec.Predictor.Paddle).To(gomega.BeNil()) diff --git a/pkg/apis/serving/v1beta1/inference_service_validation.go b/pkg/apis/serving/v1beta1/inference_service_validation.go index eee51735e1..a9efe3724e 100644 --- a/pkg/apis/serving/v1beta1/inference_service_validation.go +++ b/pkg/apis/serving/v1beta1/inference_service_validation.go @@ -152,7 +152,7 @@ func validateInferenceServiceAutoscaler(isvc *InferenceService) error { } } } - return fmt.Errorf("[%s] is not a supported autoscaler class type.\n", value) + return fmt.Errorf("[%s] is not a supported autoscaler class type", value) } return nil @@ -165,7 +165,7 @@ func validateHPAMetrics(metric ScaleMetric) error { return nil } } - return fmt.Errorf("[%s] is not a supported metric.\n", metric) + return fmt.Errorf("[%s] is not a supported metric", metric) } // Validate of autoscaler targetUtilizationPercentage @@ -174,9 +174,9 @@ func validateAutoscalerTargetUtilizationPercentage(isvc *InferenceService) error if value, ok := annotations[constants.TargetUtilizationPercentage]; ok { t, err := strconv.Atoi(value) if err != nil { - return fmt.Errorf("The target utilization percentage should be a [1-100] integer.") + return fmt.Errorf("the target utilization percentage should be a [1-100] integer") } else if t < 1 || t > 100 { - return fmt.Errorf("The target utilization percentage should be a [1-100] integer.") + return fmt.Errorf("the target utilization percentage should be a [1-100] integer") } } @@ -198,11 +198,11 @@ func validateScalingHPACompExtension(compExtSpec *ComponentExtensionSpec) error if compExtSpec.ScaleTarget != nil { target := *compExtSpec.ScaleTarget if metric == MetricCPU && target < 1 || target > 100 { - return fmt.Errorf("The target utilization percentage should be a [1-100] integer.") + return fmt.Errorf("the target utilization percentage should be a [1-100] integer") } if metric == MetricMemory && target < 1 { - return fmt.Errorf("The target memory should be greater than 1 MiB") + return fmt.Errorf("the target memory should be greater than 1 MiB") } } @@ -215,7 +215,7 @@ func validateKPAMetrics(metric ScaleMetric) error { return nil } } - return fmt.Errorf("[%s] is not a supported metric.\n", metric) + return fmt.Errorf("[%s] is not a supported metric", metric) } func validateScalingKPACompExtension(compExtSpec *ComponentExtensionSpec) error { diff --git a/pkg/apis/serving/v1beta1/openapi_generated.go b/pkg/apis/serving/v1beta1/openapi_generated.go index c9bb5b6838..0d4fa5efef 100644 --- a/pkg/apis/serving/v1beta1/openapi_generated.go +++ b/pkg/apis/serving/v1beta1/openapi_generated.go @@ -4936,7 +4936,7 @@ func schema_pkg_apis_serving_v1beta1_IngressConfig(ref common.ReferenceCallback) Format: "", }, }, - "ingressService": { + "knativeLocalGatewayService": { SchemaProps: spec.SchemaProps{ Type: []string{"string"}, Format: "", @@ -5336,6 +5336,21 @@ func schema_pkg_apis_serving_v1beta1_LoggerSpec(ref common.ReferenceCallback) co Format: "", }, }, + "metadataHeaders": { + SchemaProps: spec.SchemaProps{ + Description: "Matched metadata HTTP headers for propagating to inference logger cloud events.", + Type: []string{"array"}, + Items: &spec.SchemaOrArray{ + Schema: &spec.Schema{ + SchemaProps: spec.SchemaProps{ + Default: "", + Type: []string{"string"}, + Format: "", + }, + }, + }, + }, + }, }, }, }, diff --git a/pkg/apis/serving/v1beta1/predictor_onnxruntime.go b/pkg/apis/serving/v1beta1/predictor_onnxruntime.go index 75635f9c6f..1dd2c80e3d 100644 --- a/pkg/apis/serving/v1beta1/predictor_onnxruntime.go +++ b/pkg/apis/serving/v1beta1/predictor_onnxruntime.go @@ -44,7 +44,7 @@ var ( func (o *ONNXRuntimeSpec) Validate() error { if o.GetStorageUri() != nil { if ext := path.Ext(*o.GetStorageUri()); ext != ONNXFileExt && ext != "" { - return fmt.Errorf("Expected storageUri file extension: '%s' but got '%s'", ONNXFileExt, ext) + return fmt.Errorf("expected storageUri file extension: '%s' but got '%s'", ONNXFileExt, ext) } } diff --git a/pkg/apis/serving/v1beta1/predictor_tfserving.go b/pkg/apis/serving/v1beta1/predictor_tfserving.go index c45f73d687..80ed651934 100644 --- a/pkg/apis/serving/v1beta1/predictor_tfserving.go +++ b/pkg/apis/serving/v1beta1/predictor_tfserving.go @@ -28,13 +28,12 @@ import ( ) var ( - TensorflowEntrypointCommand = "/usr/bin/tensorflow_model_server" - TensorflowServingGRPCPort = "9000" - TensorflowServingRestPort = "8080" - TensorflowServingGPUSuffix = "-gpu" - InvalidTensorflowRuntimeVersionError = "Tensorflow RuntimeVersion must be one of %s" - InvalidTensorflowRuntimeIncludesGPU = "Tensorflow RuntimeVersion is not GPU enabled but GPU resources are requested. " + InvalidTensorflowRuntimeVersionError - InvalidTensorflowRuntimeExcludesGPU = "Tensorflow RuntimeVersion is GPU enabled but GPU resources are not requested. " + InvalidTensorflowRuntimeVersionError + TensorflowEntrypointCommand = "/usr/bin/tensorflow_model_server" + TensorflowServingGRPCPort = "9000" + TensorflowServingRestPort = "8080" + TensorflowServingGPUSuffix = "-gpu" + InvalidTensorflowRuntimeIncludesGPU = "Tensorflow RuntimeVersion is not GPU enabled but GPU resources are requested" + InvalidTensorflowRuntimeExcludesGPU = "Tensorflow RuntimeVersion is GPU enabled but GPU resources are not requested" ) // TFServingSpec defines arguments for configuring Tensorflow model serving. diff --git a/pkg/apis/serving/v1beta1/predictor_tfserving_test.go b/pkg/apis/serving/v1beta1/predictor_tfserving_test.go index e33c7583a2..b0ad2897c5 100644 --- a/pkg/apis/serving/v1beta1/predictor_tfserving_test.go +++ b/pkg/apis/serving/v1beta1/predictor_tfserving_test.go @@ -17,7 +17,6 @@ limitations under the License. package v1beta1 import ( - "fmt" "testing" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" @@ -54,7 +53,7 @@ func TestTensorflowValidation(t *testing.T) { }, }, }, - matcher: gomega.MatchError(fmt.Sprintf(InvalidTensorflowRuntimeExcludesGPU)), + matcher: gomega.MatchError(InvalidTensorflowRuntimeExcludesGPU), }, "RejectGpuGpuResourceWithoutGpuRuntime": { spec: PredictorSpec{ @@ -69,7 +68,7 @@ func TestTensorflowValidation(t *testing.T) { }, }, }, - matcher: gomega.MatchError(fmt.Sprintf(InvalidTensorflowRuntimeIncludesGPU)), + matcher: gomega.MatchError(InvalidTensorflowRuntimeIncludesGPU), }, } diff --git a/pkg/apis/serving/v1beta1/predictor_torchserve_test.go b/pkg/apis/serving/v1beta1/predictor_torchserve_test.go index ae108be83d..8d905f670d 100644 --- a/pkg/apis/serving/v1beta1/predictor_torchserve_test.go +++ b/pkg/apis/serving/v1beta1/predictor_torchserve_test.go @@ -17,18 +17,16 @@ limitations under the License. package v1beta1 import ( - "fmt" "testing" - metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" - - "google.golang.org/protobuf/proto" - - "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" "github.com/onsi/gomega/types" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" + metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" + + "github.com/kserve/kserve/pkg/constants" ) func TestTorchServeValidation(t *testing.T) { @@ -55,7 +53,7 @@ func TestTorchServeValidation(t *testing.T) { }, }, }, - matcher: gomega.MatchError(fmt.Sprintf(InvalidPyTorchRuntimeExcludesGPU)), + matcher: gomega.MatchError(InvalidPyTorchRuntimeExcludesGPU), }, "RejectGpuGpuResourceWithoutGpuRuntime": { spec: PredictorSpec{ @@ -70,7 +68,7 @@ func TestTorchServeValidation(t *testing.T) { }, }, }, - matcher: gomega.MatchError(fmt.Sprintf(InvalidPyTorchRuntimeIncludesGPU)), + matcher: gomega.MatchError(InvalidPyTorchRuntimeIncludesGPU), }, } diff --git a/pkg/apis/serving/v1beta1/swagger.json b/pkg/apis/serving/v1beta1/swagger.json index 669c2e8b3d..675531ca86 100644 --- a/pkg/apis/serving/v1beta1/swagger.json +++ b/pkg/apis/serving/v1beta1/swagger.json @@ -2732,7 +2732,7 @@ "ingressGateway": { "type": "string" }, - "ingressService": { + "knativeLocalGatewayService": { "type": "string" }, "localGateway": { @@ -2919,6 +2919,14 @@ "description": "LoggerSpec specifies optional payload logging available for all components", "type": "object", "properties": { + "metadataHeaders": { + "description": "Matched metadata HTTP headers for propagating to inference logger cloud events.", + "type": "array", + "items": { + "type": "string", + "default": "" + } + }, "mode": { "description": "Specifies the scope of the loggers. \u003cbr /\u003e Valid values are: \u003cbr /\u003e - \"all\" (default): log both request and response; \u003cbr /\u003e - \"request\": log only request; \u003cbr /\u003e - \"response\": log only response \u003cbr /\u003e", "type": "string" diff --git a/pkg/apis/serving/v1beta1/zz_generated.deepcopy.go b/pkg/apis/serving/v1beta1/zz_generated.deepcopy.go index aaa5594486..27258ea68e 100644 --- a/pkg/apis/serving/v1beta1/zz_generated.deepcopy.go +++ b/pkg/apis/serving/v1beta1/zz_generated.deepcopy.go @@ -474,6 +474,11 @@ func (in *LoggerSpec) DeepCopyInto(out *LoggerSpec) { *out = new(string) **out = **in } + if in.MetadataHeaders != nil { + in, out := &in.MetadataHeaders, &out.MetadataHeaders + *out = make([]string, len(*in)) + copy(*out, *in) + } } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new LoggerSpec. diff --git a/pkg/constants/constants.go b/pkg/constants/constants.go index 390ac4088b..ed1b2bb815 100644 --- a/pkg/constants/constants.go +++ b/pkg/constants/constants.go @@ -106,6 +106,7 @@ var ( LoggerInternalAnnotationKey = InferenceServiceInternalAnnotationsPrefix + "/logger" LoggerSinkUrlInternalAnnotationKey = InferenceServiceInternalAnnotationsPrefix + "/logger-sink-url" LoggerModeInternalAnnotationKey = InferenceServiceInternalAnnotationsPrefix + "/logger-mode" + LoggerMetadataHeadersInternalAnnotationKey = InferenceServiceInternalAnnotationsPrefix + "/logger-metadata-headers" BatcherInternalAnnotationKey = InferenceServiceInternalAnnotationsPrefix + "/batcher" BatcherMaxBatchSizeInternalAnnotationKey = InferenceServiceInternalAnnotationsPrefix + "/batcher-max-batchsize" BatcherMaxLatencyInternalAnnotationKey = InferenceServiceInternalAnnotationsPrefix + "/batcher-max-latency" @@ -579,13 +580,13 @@ const portMatch = `(?::\d{1,5})?` // HostRegExp returns an ECMAScript regular expression to match either host or host: // for clusterLocalHost, we will also match the prefixes. func HostRegExp(host string) string { - localDomainSuffix := ".svc." + network.GetClusterDomainName() + localDomainSuffix := "(?i).svc." + network.GetClusterDomainName() if !strings.HasSuffix(host, localDomainSuffix) { return exact(regexp.QuoteMeta(host) + portMatch) } prefix := regexp.QuoteMeta(strings.TrimSuffix(host, localDomainSuffix)) - clusterSuffix := regexp.QuoteMeta("." + network.GetClusterDomainName()) - svcSuffix := regexp.QuoteMeta(".svc") + clusterSuffix := regexp.QuoteMeta("(?i)." + network.GetClusterDomainName()) + svcSuffix := regexp.QuoteMeta("(?i).svc") return exact(prefix + optional(svcSuffix+optional(clusterSuffix)) + portMatch) } diff --git a/pkg/controller/v1alpha1/inferencegraph/controller.go b/pkg/controller/v1alpha1/inferencegraph/controller.go index 56adeb8442..cbbeb78e6c 100644 --- a/pkg/controller/v1alpha1/inferencegraph/controller.go +++ b/pkg/controller/v1alpha1/inferencegraph/controller.go @@ -198,7 +198,7 @@ func (r *InferenceGraphReconciler) Reconcile(ctx context.Context, req ctrl.Reque } else { // Abort if Knative Services are not available ksvcAvailable, checkKsvcErr := utils.IsCrdAvailable(r.ClientConfig, knservingv1.SchemeGroupVersion.String(), constants.KnativeServiceKind) - if err != nil { + if checkKsvcErr != nil { return reconcile.Result{}, checkKsvcErr } @@ -208,7 +208,6 @@ func (r *InferenceGraphReconciler) Reconcile(ctx context.Context, req ctrl.Reque return reconcile.Result{Requeue: false}, reconcile.TerminalError(fmt.Errorf("the resolved deployment mode of InferenceGraph '%s' is Serverless, but Knative Serving is not available", graph.Name)) } - // @TODO check raw deployment mode desired := createKnativeService(graph.ObjectMeta, graph, routerConfig) err = controllerutil.SetControllerReference(graph, desired, r.Scheme) if err != nil { diff --git a/pkg/controller/v1alpha1/inferencegraph/controller_test.go b/pkg/controller/v1alpha1/inferencegraph/controller_test.go index 6f6c62856f..5ee18d38db 100644 --- a/pkg/controller/v1alpha1/inferencegraph/controller_test.go +++ b/pkg/controller/v1alpha1/inferencegraph/controller_test.go @@ -19,11 +19,14 @@ package inferencegraph import ( "context" "fmt" + "time" + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" "github.com/kserve/kserve/pkg/constants" "github.com/kserve/kserve/pkg/utils" . "github.com/onsi/ginkgo/v2" . "github.com/onsi/gomega" + "google.golang.org/protobuf/proto" appsv1 "k8s.io/api/apps/v1" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" @@ -33,7 +36,6 @@ import ( knservingv1 "knative.dev/serving/pkg/apis/serving/v1" "sigs.k8s.io/controller-runtime/pkg/client" "sigs.k8s.io/controller-runtime/pkg/reconcile" - "time" ) var _ = Describe("Inference Graph controller test", func() { @@ -164,8 +166,18 @@ var _ = Describe("Inference Graph controller test", func() { v1.ResourceMemory: resource.MustParse("100Mi"), }, }, + SecurityContext: &v1.SecurityContext{ + Privileged: proto.Bool(false), + RunAsNonRoot: proto.Bool(true), + ReadOnlyRootFilesystem: proto.Bool(true), + AllowPrivilegeEscalation: proto.Bool(false), + Capabilities: &v1.Capabilities{ + Drop: []v1.Capability{v1.Capability("ALL")}, + }, + }, }, }, + AutomountServiceAccountToken: proto.Bool(false), }, }, }, @@ -236,10 +248,7 @@ var _ = Describe("Inference Graph controller test", func() { inferenceGraphSubmitted := &v1alpha1.InferenceGraph{} Eventually(func() bool { err := k8sClient.Get(ctx, serviceKey, inferenceGraphSubmitted) - if err != nil { - return false - } - return true + return err == nil }, timeout, interval).Should(BeTrue()) actualKnServiceCreated := &knservingv1.Service{} @@ -293,8 +302,18 @@ var _ = Describe("Inference Graph controller test", func() { v1.ResourceMemory: resource.MustParse("123Mi"), }, }, + SecurityContext: &v1.SecurityContext{ + Privileged: proto.Bool(false), + RunAsNonRoot: proto.Bool(true), + ReadOnlyRootFilesystem: proto.Bool(true), + AllowPrivilegeEscalation: proto.Bool(false), + Capabilities: &v1.Capabilities{ + Drop: []v1.Capability{v1.Capability("ALL")}, + }, + }, }, }, + AutomountServiceAccountToken: proto.Bool(false), }, }, }, @@ -379,10 +398,7 @@ var _ = Describe("Inference Graph controller test", func() { inferenceGraphSubmitted := &v1alpha1.InferenceGraph{} Eventually(func() bool { err := k8sClient.Get(ctx, serviceKey, inferenceGraphSubmitted) - if err != nil { - return false - } - return true + return err == nil }, timeout, interval).Should(BeTrue()) actualKnServiceCreated := &knservingv1.Service{} @@ -436,6 +452,15 @@ var _ = Describe("Inference Graph controller test", func() { v1.ResourceMemory: resource.MustParse("100Mi"), }, }, + SecurityContext: &v1.SecurityContext{ + Privileged: proto.Bool(false), + RunAsNonRoot: proto.Bool(true), + ReadOnlyRootFilesystem: proto.Bool(true), + AllowPrivilegeEscalation: proto.Bool(false), + Capabilities: &v1.Capabilities{ + Drop: []v1.Capability{v1.Capability("ALL")}, + }, + }, }, }, Affinity: &v1.Affinity{ @@ -461,6 +486,7 @@ var _ = Describe("Inference Graph controller test", func() { }, }, }, + AutomountServiceAccountToken: proto.Bool(false), }, }, }, @@ -633,9 +659,6 @@ var _ = Describe("Inference Graph controller test", func() { if err != nil { return false } - if events == nil { - return false - } for _, event := range events.Items { if event.InvolvedObject.Kind == "InferenceGraph" && diff --git a/pkg/controller/v1alpha1/inferencegraph/knative_reconciler.go b/pkg/controller/v1alpha1/inferencegraph/knative_reconciler.go index 26ca261d2b..b61790bbd1 100644 --- a/pkg/controller/v1alpha1/inferencegraph/knative_reconciler.go +++ b/pkg/controller/v1alpha1/inferencegraph/knative_reconciler.go @@ -194,9 +194,19 @@ func createKnativeService(componentMeta metav1.ObjectMeta, graph *v1alpha1api.In string(bytes), }, Resources: constructResourceRequirements(*graph, *config), + SecurityContext: &v1.SecurityContext{ + Privileged: proto.Bool(false), + RunAsNonRoot: proto.Bool(true), + ReadOnlyRootFilesystem: proto.Bool(true), + AllowPrivilegeEscalation: proto.Bool(false), + Capabilities: &v1.Capabilities{ + Drop: []v1.Capability{v1.Capability("ALL")}, + }, + }, }, }, - Affinity: graph.Spec.Affinity, + Affinity: graph.Spec.Affinity, + AutomountServiceAccountToken: proto.Bool(false), // Inference graph does not need access to api server }, }, }, diff --git a/pkg/controller/v1alpha1/inferencegraph/raw_ig.go b/pkg/controller/v1alpha1/inferencegraph/raw_ig.go index a001c9c599..e6e0965a45 100644 --- a/pkg/controller/v1alpha1/inferencegraph/raw_ig.go +++ b/pkg/controller/v1alpha1/inferencegraph/raw_ig.go @@ -21,6 +21,7 @@ import ( "strings" "github.com/pkg/errors" + "google.golang.org/protobuf/proto" appsv1 "k8s.io/api/apps/v1" v1 "k8s.io/api/core/v1" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" @@ -63,9 +64,19 @@ func createInferenceGraphPodSpec(graph *v1alpha1api.InferenceGraph, config *Rout string(bytes), }, Resources: constructResourceRequirements(*graph, *config), + SecurityContext: &v1.SecurityContext{ + Privileged: proto.Bool(false), + RunAsNonRoot: proto.Bool(true), + ReadOnlyRootFilesystem: proto.Bool(true), + AllowPrivilegeEscalation: proto.Bool(false), + Capabilities: &v1.Capabilities{ + Drop: []v1.Capability{v1.Capability("ALL")}, + }, + }, }, }, - Affinity: graph.Spec.Affinity, + Affinity: graph.Spec.Affinity, + AutomountServiceAccountToken: proto.Bool(false), // Inference graph does not need access to api server } // Only adding this env variable "PROPAGATE_HEADERS" if router's headers config has the key "propagate" diff --git a/pkg/controller/v1alpha1/inferencegraph/raw_ig_test.go b/pkg/controller/v1alpha1/inferencegraph/raw_ig_test.go index f27ae63a9b..0a26c740b8 100644 --- a/pkg/controller/v1alpha1/inferencegraph/raw_ig_test.go +++ b/pkg/controller/v1alpha1/inferencegraph/raw_ig_test.go @@ -17,17 +17,19 @@ limitations under the License. package inferencegraph import ( + "testing" + "github.com/google/go-cmp/cmp" . "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" "github.com/kserve/kserve/pkg/apis/serving/v1beta1" "github.com/kserve/kserve/pkg/constants" + "google.golang.org/protobuf/proto" appsv1 "k8s.io/api/apps/v1" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" "knative.dev/pkg/apis" duckv1 "knative.dev/pkg/apis/duck/v1" - "testing" ) func TestCreateInferenceGraphPodSpec(t *testing.T) { @@ -160,8 +162,18 @@ func TestCreateInferenceGraphPodSpec(t *testing.T) { v1.ResourceMemory: resource.MustParse("100Mi"), }, }, + SecurityContext: &v1.SecurityContext{ + Privileged: proto.Bool(false), + RunAsNonRoot: proto.Bool(true), + ReadOnlyRootFilesystem: proto.Bool(true), + AllowPrivilegeEscalation: proto.Bool(false), + Capabilities: &v1.Capabilities{ + Drop: []v1.Capability{v1.Capability("ALL")}, + }, + }, }, }, + AutomountServiceAccountToken: proto.Bool(false), }, "basicgraphwithheaders": { Containers: []v1.Container{ @@ -188,8 +200,18 @@ func TestCreateInferenceGraphPodSpec(t *testing.T) { v1.ResourceMemory: resource.MustParse("100Mi"), }, }, + SecurityContext: &v1.SecurityContext{ + Privileged: proto.Bool(false), + RunAsNonRoot: proto.Bool(true), + ReadOnlyRootFilesystem: proto.Bool(true), + AllowPrivilegeEscalation: proto.Bool(false), + Capabilities: &v1.Capabilities{ + Drop: []v1.Capability{v1.Capability("ALL")}, + }, + }, }, }, + AutomountServiceAccountToken: proto.Bool(false), }, "withresource": { Containers: []v1.Container{ @@ -210,8 +232,18 @@ func TestCreateInferenceGraphPodSpec(t *testing.T) { v1.ResourceMemory: resource.MustParse("100Mi"), }, }, + SecurityContext: &v1.SecurityContext{ + Privileged: proto.Bool(false), + RunAsNonRoot: proto.Bool(true), + ReadOnlyRootFilesystem: proto.Bool(true), + AllowPrivilegeEscalation: proto.Bool(false), + Capabilities: &v1.Capabilities{ + Drop: []v1.Capability{v1.Capability("ALL")}, + }, + }, }, }, + AutomountServiceAccountToken: proto.Bool(false), }, } diff --git a/pkg/controller/v1alpha1/trainedmodel/controller.go b/pkg/controller/v1alpha1/trainedmodel/controller.go index 49683043cd..0ffa086ff9 100644 --- a/pkg/controller/v1alpha1/trainedmodel/controller.go +++ b/pkg/controller/v1alpha1/trainedmodel/controller.go @@ -20,7 +20,7 @@ limitations under the License. // +kubebuilder:rbac:groups=serving.knative.dev,resources=services/status,verbs=get;update;patch // +kubebuilder:rbac:groups=core,resources=serviceaccounts,verbs=get // +kubebuilder:rbac:groups=core,resources=configmaps,verbs=get;update -// +kubebuilder:rbac:groups=core,resources=secrets,verbs=get;create;update;patch;delete +// +kubebuilder:rbac:groups=core,resources=secrets,verbs=get // +kubebuilder:rbac:groups=core,resources=namespaces,verbs=get;list;watch // +kubebuilder:rbac:groups=core,resources=events,verbs=get;list;watch;create;update;patch;delete package trainedmodel diff --git a/pkg/controller/v1beta1/inferenceservice/components/component.go b/pkg/controller/v1beta1/inferenceservice/components/component.go index e6c934a015..4203ec7b29 100644 --- a/pkg/controller/v1beta1/inferenceservice/components/component.go +++ b/pkg/controller/v1beta1/inferenceservice/components/component.go @@ -63,6 +63,10 @@ func addLoggerAnnotations(logger *v1beta1.LoggerSpec, annotations map[string]str annotations[constants.LoggerSinkUrlInternalAnnotationKey] = *logger.URL } annotations[constants.LoggerModeInternalAnnotationKey] = string(logger.Mode) + + if logger.MetadataHeaders != nil { + annotations[constants.LoggerMetadataHeadersInternalAnnotationKey] = strings.Join(logger.MetadataHeaders, ",") + } } } diff --git a/pkg/controller/v1beta1/inferenceservice/controller.go b/pkg/controller/v1beta1/inferenceservice/controller.go index c3510d76df..af7e7d1cb7 100644 --- a/pkg/controller/v1beta1/inferenceservice/controller.go +++ b/pkg/controller/v1beta1/inferenceservice/controller.go @@ -71,7 +71,7 @@ import ( // +kubebuilder:rbac:groups=core,resources=services,verbs=get;list;watch;create;update;patch;delete // +kubebuilder:rbac:groups=core,resources=serviceaccounts,verbs=get // +kubebuilder:rbac:groups=core,resources=configmaps,verbs=get;create -// +kubebuilder:rbac:groups=core,resources=secrets,verbs=get;create;update;patch;delete +// +kubebuilder:rbac:groups=core,resources=secrets,verbs=get // +kubebuilder:rbac:groups=core,resources=namespaces,verbs=get;list;watch // +kubebuilder:rbac:groups=core,resources=events,verbs=get;list;watch;create;update;patch;delete // +kubebuilder:rbac:groups=core,resources=pods,verbs=get;list;watch @@ -286,9 +286,10 @@ func (r *InferenceServiceReconciler) updateStatus(desiredService *v1beta1api.Inf } else { // If there was a difference and there was no error. isReady := inferenceServiceReadiness(desiredService.Status) - if wasReady && !isReady { // Moved to NotReady State + isReadyFalse := inferenceServiceReadinessFalse(desiredService.Status) + if wasReady && isReadyFalse { // Moved to NotReady State r.Recorder.Eventf(desiredService, v1.EventTypeWarning, string(InferenceServiceNotReadyState), - fmt.Sprintf("InferenceService [%v] is no longer Ready", desiredService.GetName())) + fmt.Sprintf("InferenceService [%v] is no longer Ready because of: %v", desiredService.GetName(), r.GetFailConditions(desiredService))) } else if !wasReady && isReady { // Moved to Ready State r.Recorder.Eventf(desiredService, v1.EventTypeNormal, string(InferenceServiceReadyState), fmt.Sprintf("InferenceService [%v] is Ready", desiredService.GetName())) @@ -303,6 +304,11 @@ func inferenceServiceReadiness(status v1beta1api.InferenceServiceStatus) bool { status.GetCondition(apis.ConditionReady).Status == v1.ConditionTrue } +func inferenceServiceReadinessFalse(status v1beta1api.InferenceServiceStatus) bool { + readyCondition := status.GetCondition(apis.ConditionReady) + return readyCondition != nil && readyCondition.Status == v1.ConditionFalse +} + func inferenceServiceStatusEqual(s1, s2 v1beta1api.InferenceServiceStatus, deploymentMode constants.DeploymentModeType) bool { if deploymentMode == constants.ModelMeshDeployment { // If the deployment mode is ModelMesh, reduce the status scope to compare. @@ -369,3 +375,17 @@ func (r *InferenceServiceReconciler) deleteExternalResources(isvc *v1beta1api.In } return nil } + +func (r *InferenceServiceReconciler) GetFailConditions(isvc *v1beta1api.InferenceService) string { + msg := "" + for _, cond := range isvc.Status.Conditions { + if string(cond.Status) == "False" { + if msg == "" { + msg = string(cond.Type) + } else { + msg = fmt.Sprintf("%s, %s", msg, string(cond.Type)) + } + } + } + return msg +} diff --git a/pkg/controller/v1beta1/inferenceservice/controller_test.go b/pkg/controller/v1beta1/inferenceservice/controller_test.go index e493bc92c1..daa530860c 100644 --- a/pkg/controller/v1beta1/inferenceservice/controller_test.go +++ b/pkg/controller/v1beta1/inferenceservice/controller_test.go @@ -19,6 +19,7 @@ package inferenceservice import ( "context" "fmt" + "strings" "time" "knative.dev/pkg/kmp" @@ -76,7 +77,6 @@ var _ = Describe("v1beta1 inference service controller", func() { }`, "ingress": `{ "ingressGateway": "knative-serving/knative-ingress-gateway", - "ingressService": "test-destination", "localGateway": "knative-serving/knative-local-gateway", "localGatewayService": "knative-local-gateway.istio-system.svc.cluster.local" }`, @@ -265,6 +265,7 @@ var _ = Describe("v1beta1 inference service controller", func() { Resources: defaultResource, }, }, + AutomountServiceAccountToken: proto.Bool(false), }, }, }, @@ -647,6 +648,7 @@ var _ = Describe("v1beta1 inference service controller", func() { Resources: defaultResource, }, }, + AutomountServiceAccountToken: proto.Bool(false), }, }, }, @@ -1778,7 +1780,6 @@ var _ = Describe("v1beta1 inference service controller", func() { copiedConfigs[key] = `{ "disableIstioVirtualHost": true, "ingressGateway": "knative-serving/knative-ingress-gateway", - "ingressService": "test-destination", "localGateway": "knative-serving/knative-local-gateway", "localGatewayService": "knative-local-gateway.istio-system.svc.cluster.local" }` @@ -2189,4 +2190,171 @@ var _ = Describe("v1beta1 inference service controller", func() { }, timeout, interval).Should(BeTrue()) }) }) + Context("If the InferenceService occured any error", func() { + It("InferenceService should generate event message about non-ready conditions", func() { + // Create configmap + var configMap = &v1.ConfigMap{ + ObjectMeta: metav1.ObjectMeta{ + Name: constants.InferenceServiceConfigMapName, + Namespace: constants.KServeNamespace, + }, + Data: configs, + } + Expect(k8sClient.Create(context.TODO(), configMap)).NotTo(HaveOccurred()) + defer k8sClient.Delete(context.TODO(), configMap) + // Create ServingRuntime + servingRuntime := &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "tf-serving", + Namespace: "default", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "tensorflow", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + }, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []v1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "tensorflow/serving:1.14.0", + Command: []string{"/usr/bin/tensorflow_model_server"}, + Args: []string{ + "--port=9000", + "--rest_api_port=8080", + "--model_base_path=/mnt/models", + "--rest_api_timeout_in_ms=60000", + }, + Resources: defaultResource, + }, + }, + }, + Disabled: proto.Bool(false), + }, + } + k8sClient.Create(context.TODO(), servingRuntime) + defer k8sClient.Delete(context.TODO(), servingRuntime) + serviceName := "test-err-msg" + var expectedRequest = reconcile.Request{NamespacedName: types.NamespacedName{Name: serviceName, Namespace: "default"}} + var serviceKey = expectedRequest.NamespacedName + var storageUri = "s3://test/mnist/export" + ctx := context.Background() + isvc := &v1beta1.InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: serviceKey.Name, + Namespace: serviceKey.Namespace, + }, + Spec: v1beta1.InferenceServiceSpec{ + Predictor: v1beta1.PredictorSpec{ + ComponentExtensionSpec: v1beta1.ComponentExtensionSpec{ + MinReplicas: v1beta1.GetIntReference(1), + MaxReplicas: 3, + }, + Tensorflow: &v1beta1.TFServingSpec{ + PredictorExtensionSpec: v1beta1.PredictorExtensionSpec{ + StorageURI: &storageUri, + RuntimeVersion: proto.String("1.14.0"), + Container: v1.Container{ + Name: constants.InferenceServiceContainerName, + Resources: defaultResource, + }, + }, + }, + }, + }, + } + Expect(k8sClient.Create(ctx, isvc)).Should(Succeed()) + defer k8sClient.Delete(ctx, isvc) + inferenceService := &v1beta1.InferenceService{} + + updatedService := &knservingv1.Service{} + predictorServiceKey := types.NamespacedName{Name: constants.PredictorServiceName(serviceKey.Name), + Namespace: serviceKey.Namespace} + Eventually(func() error { return k8sClient.Get(context.TODO(), predictorServiceKey, updatedService) }, timeout). + Should(Succeed()) + + predictorUrl, _ := apis.ParseURL("http://" + constants.InferenceServiceHostName(constants.PredictorServiceName(serviceKey.Name), serviceKey.Namespace, domain)) + // update predictor status + updatedService.Status.URL = predictorUrl + updatedService.Status.Conditions = duckv1.Conditions{ + { + Type: knservingv1.ServiceConditionReady, + Status: "True", + }, + } + + Expect(retry.RetryOnConflict(retry.DefaultBackoff, func() error { + return k8sClient.Status().Update(context.TODO(), updatedService) + })).NotTo(gomega.HaveOccurred()) + + // assert inference service predictor status + Eventually(func() bool { + err := k8sClient.Get(ctx, serviceKey, inferenceService) + if err != nil { + return false + } + return true + }, timeout, interval).Should(BeTrue()) + + // should turn to fail + time.Sleep(10 * time.Second) + updatedService.Status.Conditions = duckv1.Conditions{ + { + Type: knservingv1.ServiceConditionReady, + Status: "False", + }, + } + Expect(retry.RetryOnConflict(retry.DefaultBackoff, func() error { + return k8sClient.Status().Update(context.TODO(), updatedService) + })).NotTo(gomega.HaveOccurred()) + + r := &InferenceServiceReconciler{ + Client: k8sClient, + } + + Eventually(func() bool { + events := &v1.EventList{} + err := k8sClient.List(ctx, events, client.InNamespace(serviceKey.Namespace)) + if err != nil { + return false + } + + notReadyEventFound := false + for _, event := range events.Items { + if event.InvolvedObject.Kind == "InferenceService" && + event.InvolvedObject.Name == serviceKey.Name && + event.Reason == string(InferenceServiceNotReadyState) { + + notReadyEventFound = true + break + } + } + + err = k8sClient.Get(ctx, serviceKey, inferenceService) + if err != nil { + return false + } + failConditions := r.GetFailConditions(inferenceService) + expectedConditions := strings.Split(failConditions, ", ") + + for _, expectedCondition := range expectedConditions { + found := false + for _, cond := range inferenceService.Status.Conditions { + if string(cond.Type) == expectedCondition && cond.Status == v1.ConditionFalse { + found = true + break + } + } + if !found { + return false + } + } + + return notReadyEventFound + }, timeout, interval).Should(BeTrue()) + }) + }) }) diff --git a/pkg/controller/v1beta1/inferenceservice/rawkube_controller_test.go b/pkg/controller/v1beta1/inferenceservice/rawkube_controller_test.go index 789983c704..6ccbe6c19a 100644 --- a/pkg/controller/v1beta1/inferenceservice/rawkube_controller_test.go +++ b/pkg/controller/v1beta1/inferenceservice/rawkube_controller_test.go @@ -74,7 +74,6 @@ var _ = Describe("v1beta1 inference service controller", func() { }`, "ingress": `{ "ingressGateway": "knative-serving/knative-ingress-gateway", - "ingressService": "test-destination", "localGateway": "knative-serving/knative-local-gateway", "localGatewayService": "knative-local-gateway.istio-system.svc.cluster.local" }`, @@ -272,6 +271,7 @@ var _ = Describe("v1beta1 inference service controller", func() { FSGroupChangePolicy: nil, SeccompProfile: nil, }, + AutomountServiceAccountToken: proto.Bool(false), }, }, Strategy: appsv1.DeploymentStrategy{ @@ -689,6 +689,7 @@ var _ = Describe("v1beta1 inference service controller", func() { FSGroupChangePolicy: nil, SeccompProfile: nil, }, + AutomountServiceAccountToken: proto.Bool(false), }, }, // This is now customized and different from defaults set via `setDefaultDeploymentSpec`. @@ -1091,6 +1092,7 @@ var _ = Describe("v1beta1 inference service controller", func() { FSGroupChangePolicy: nil, SeccompProfile: nil, }, + AutomountServiceAccountToken: proto.Bool(false), }, }, Strategy: appsv1.DeploymentStrategy{ @@ -1275,7 +1277,6 @@ var _ = Describe("v1beta1 inference service controller", func() { }`, "ingress": `{ "ingressGateway": "knative-serving/knative-ingress-gateway", - "ingressService": "test-destination", "localGateway": "knative-serving/knative-local-gateway", "localGatewayService": "knative-local-gateway.istio-system.svc.cluster.local", "ingressDomain": "example.com" @@ -1465,6 +1466,7 @@ var _ = Describe("v1beta1 inference service controller", func() { FSGroupChangePolicy: nil, SeccompProfile: nil, }, + AutomountServiceAccountToken: proto.Bool(false), }, }, Strategy: appsv1.DeploymentStrategy{ @@ -1707,7 +1709,6 @@ var _ = Describe("v1beta1 inference service controller", func() { }`, "ingress": `{ "ingressGateway": "knative-serving/knative-ingress-gateway", - "ingressService": "test-destination", "localGateway": "knative-serving/knative-local-gateway", "localGatewayService": "knative-local-gateway.istio-system.svc.cluster.local", "ingressDomain": "example.com", @@ -1898,6 +1899,7 @@ var _ = Describe("v1beta1 inference service controller", func() { FSGroupChangePolicy: nil, SeccompProfile: nil, }, + AutomountServiceAccountToken: proto.Bool(false), }, }, Strategy: appsv1.DeploymentStrategy{ diff --git a/pkg/controller/v1beta1/inferenceservice/reconcilers/deployment/deployment_reconciler.go b/pkg/controller/v1beta1/inferenceservice/reconcilers/deployment/deployment_reconciler.go index 0ba5b58d8d..dcb17d5e71 100644 --- a/pkg/controller/v1beta1/inferenceservice/reconcilers/deployment/deployment_reconciler.go +++ b/pkg/controller/v1beta1/inferenceservice/reconcilers/deployment/deployment_reconciler.go @@ -18,6 +18,7 @@ package deployment import ( "context" + "encoding/json" "github.com/google/go-cmp/cmp/cmpopts" "github.com/kserve/kserve/pkg/apis/serving/v1beta1" @@ -29,7 +30,9 @@ import ( "k8s.io/apimachinery/pkg/runtime" "k8s.io/apimachinery/pkg/types" "k8s.io/apimachinery/pkg/util/intstr" + "k8s.io/apimachinery/pkg/util/strategicpatch" "knative.dev/pkg/kmp" + "sigs.k8s.io/controller-runtime/pkg/client" kclient "sigs.k8s.io/controller-runtime/pkg/client" logf "sigs.k8s.io/controller-runtime/pkg/log" ) @@ -215,7 +218,29 @@ func (r *DeploymentReconciler) Reconcile() (*appsv1.Deployment, error) { case constants.CheckResultCreate: opErr = r.client.Create(context.TODO(), r.Deployment) case constants.CheckResultUpdate: - opErr = r.client.Update(context.TODO(), r.Deployment) + curJson, err := json.Marshal(deployment) + if err != nil { + return nil, err + } + + // To avoid the conflict between HPA and Deployment, + // we need to remove the Replicas field from the deployment spec + modDeployment := r.Deployment.DeepCopy() + modDeployment.Spec.Replicas = nil + + modJson, err := json.Marshal(modDeployment) + if err != nil { + return nil, err + } + // Generate the strategic merge patch between the current and modified JSON + patchByte, err := strategicpatch.StrategicMergePatch(curJson, modJson, appsv1.Deployment{}) + if err != nil { + return nil, err + } + + // Patch the deployment object with the strategic merge patch + opErr = r.client.Patch(context.TODO(), deployment, client.RawPatch(types.StrategicMergePatchType, patchByte)) + default: return deployment, nil } diff --git a/pkg/controller/v1beta1/inferenceservice/reconcilers/ingress/ingress_reconciler.go b/pkg/controller/v1beta1/inferenceservice/reconcilers/ingress/ingress_reconciler.go index 4f00c9204d..f742b24e5d 100644 --- a/pkg/controller/v1beta1/inferenceservice/reconcilers/ingress/ingress_reconciler.go +++ b/pkg/controller/v1beta1/inferenceservice/reconcilers/ingress/ingress_reconciler.go @@ -125,14 +125,21 @@ func getAdditionalHosts(domainList *[]string, serviceHost string, config *v1beta // len(subdomain) != 0 means we have found the subdomain. // If the list of the additionalIngressDomains is not empty, we will append the valid host created by the // additional ingress domain. + // Deduplicate the domains in the additionalIngressDomains, making sure that the returned additionalHosts + // do not have duplicate domains. + deduplicateMap := map[string]bool{} for _, domain := range *config.AdditionalIngressDomains { - host := fmt.Sprintf("%s%s", subdomain, domain) - if err := validation.IsDNS1123Subdomain(host); len(err) > 0 { - log.Error(fmt.Errorf("The domain name %s in the additionalIngressDomains is not valid", domain), - "Failed to get the valid host name") - continue + // If the domain is redundant, go to the next element. + if !deduplicateMap[domain] { + host := fmt.Sprintf("%s%s", subdomain, domain) + if err := validation.IsDNS1123Subdomain(host); len(err) > 0 { + log.Error(fmt.Errorf("The domain name %s in the additionalIngressDomains is not valid", domain), + "Failed to get the valid host name") + continue + } + *additionalHosts = append(*additionalHosts, host) + deduplicateMap[domain] = true } - *additionalHosts = append(*additionalHosts, host) } } } @@ -307,22 +314,49 @@ func createHTTPMatchRequest(prefix, targetHost, internalHost string, additionalH if additionalHosts != nil && len(*additionalHosts) != 0 { for _, host := range *additionalHosts { - matchRequests = append(matchRequests, - &istiov1beta1.HTTPMatchRequest{ - Uri: uri, - Authority: &istiov1beta1.StringMatch{ - MatchType: &istiov1beta1.StringMatch_Regex{ - Regex: constants.HostRegExp(host), - }, + matchRequest := &istiov1beta1.HTTPMatchRequest{ + Uri: uri, + Authority: &istiov1beta1.StringMatch{ + MatchType: &istiov1beta1.StringMatch_Regex{ + Regex: constants.HostRegExp(host), }, - Gateways: []string{config.IngressGateway}, - }) + }, + Gateways: []string{config.IngressGateway}, + } + if !containsHTTPMatchRequest(matchRequest, matchRequests) { + matchRequests = append(matchRequests, matchRequest) + } } } } return matchRequests } +func containsHTTPMatchRequest(matchRequest *istiov1beta1.HTTPMatchRequest, matchRequests []*istiov1beta1.HTTPMatchRequest) bool { + for _, matchRequestEle := range matchRequests { + // If authority, gateways and uri are all equal, two HTTPMatchRequests will be equal. + if stringMatchEqual(matchRequest.Authority, matchRequestEle.Authority) && gatewaysEqual(matchRequest, matchRequestEle) && + stringMatchEqual(matchRequest.Uri, matchRequestEle.Uri) { + return true + } + } + return false +} + +func stringMatchEqual(stringMatch, stringMatchDest *istiov1beta1.StringMatch) bool { + if stringMatch != nil && stringMatchDest != nil { + return equality.Semantic.DeepEqual(stringMatch.MatchType, stringMatchDest.MatchType) + } + if stringMatch == nil && stringMatchDest == nil { + return true + } + return false +} + +func gatewaysEqual(matchRequest, matchRequestDest *istiov1beta1.HTTPMatchRequest) bool { + return equality.Semantic.DeepEqual(matchRequest.Gateways, matchRequestDest.Gateways) +} + func createIngress(isvc *v1beta1.InferenceService, useDefault bool, config *v1beta1.IngressConfig, domainList *[]string) *istioclientv1beta1.VirtualService { if !isvc.Status.IsConditionReady(v1beta1.PredictorReady) { status := corev1.ConditionFalse @@ -401,7 +435,7 @@ func createIngress(isvc *v1beta1.InferenceService, useDefault bool, config *v1be Match: createHTTPMatchRequest(constants.ExplainPrefix(), serviceHost, network.GetServiceHostname(isvc.Name, isvc.Namespace), additionalHosts, isInternal, config), Route: []*istiov1beta1.HTTPRouteDestination{ - createHTTPRouteDestination(config.LocalGatewayServiceName), + createHTTPRouteDestination(config.KnativeLocalGatewayService), }, Headers: &istiov1beta1.Headers{ Request: &istiov1beta1.Headers_HeaderOperations{ @@ -418,7 +452,7 @@ func createIngress(isvc *v1beta1.InferenceService, useDefault bool, config *v1be Match: createHTTPMatchRequest("", serviceHost, network.GetServiceHostname(isvc.Name, isvc.Namespace), additionalHosts, isInternal, config), Route: []*istiov1beta1.HTTPRouteDestination{ - createHTTPRouteDestination(config.LocalGatewayServiceName), + createHTTPRouteDestination(config.KnativeLocalGatewayService), }, Headers: &istiov1beta1.Headers{ Request: &istiov1beta1.Headers_HeaderOperations{ @@ -481,7 +515,7 @@ func createIngress(isvc *v1beta1.InferenceService, useDefault bool, config *v1be Uri: "/", }, Route: []*istiov1beta1.HTTPRouteDestination{ - createHTTPRouteDestination(config.LocalGatewayServiceName), + createHTTPRouteDestination(config.KnativeLocalGatewayService), }, Headers: &istiov1beta1.Headers{ Request: &istiov1beta1.Headers_HeaderOperations{ @@ -497,7 +531,16 @@ func createIngress(isvc *v1beta1.InferenceService, useDefault bool, config *v1be if !isInternal { // We only append the additional hosts, when the ingress is not internal. - hosts = append(hosts, *additionalHosts...) + hostMap := map[string]bool{} + for _, host := range hosts { + hostMap[host] = true + } + + for _, additionalHost := range *additionalHosts { + if !hostMap[additionalHost] { + hosts = append(hosts, additionalHost) + } + } } annotations := utils.Filter(isvc.Annotations, func(key string) bool { return !utils.Includes(constants.ServiceAnnotationDisallowedList, key) diff --git a/pkg/controller/v1beta1/inferenceservice/reconcilers/ingress/ingress_reconciler_test.go b/pkg/controller/v1beta1/inferenceservice/reconcilers/ingress/ingress_reconciler_test.go index ce64a2b89b..66fa4ed6b2 100644 --- a/pkg/controller/v1beta1/inferenceservice/reconcilers/ingress/ingress_reconciler_test.go +++ b/pkg/controller/v1beta1/inferenceservice/reconcilers/ingress/ingress_reconciler_test.go @@ -42,6 +42,7 @@ func TestCreateVirtualService(t *testing.T) { annotations := map[string]string{"test": "test"} isvcAnnotations := map[string]string{"test": "test", "kubectl.kubernetes.io/last-applied-configuration": "test"} labels := map[string]string{"test": "test"} + knativeLocalGatewayService := "someIngressServiceName" domain := "example.com" additionalDomain := "my-additional-domain.com" additionalSecondDomain := "my-second-additional-domain.com" @@ -83,10 +84,10 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "predictor missing url", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: false, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -98,10 +99,10 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "found predictor status", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: false, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -138,7 +139,7 @@ func TestCreateVirtualService(t *testing.T) { Match: predictorRouteMatch, Route: []*istiov1beta1.HTTPRouteDestination{ { - Destination: &istiov1beta1.Destination{Host: constants.LocalGatewayHost, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, + Destination: &istiov1beta1.Destination{Host: knativeLocalGatewayService, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, Weight: 100, }, }, @@ -153,10 +154,10 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "local cluster predictor", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: false, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -202,7 +203,7 @@ func TestCreateVirtualService(t *testing.T) { }, Route: []*istiov1beta1.HTTPRouteDestination{ { - Destination: &istiov1beta1.Destination{Host: constants.LocalGatewayHost, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, + Destination: &istiov1beta1.Destination{Host: knativeLocalGatewayService, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, Weight: 100, }, }, @@ -218,10 +219,10 @@ func TestCreateVirtualService(t *testing.T) { { name: "nil transformer status fails with status unknown", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: false, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -245,10 +246,10 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "found transformer and predictor status", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: false, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -301,7 +302,7 @@ func TestCreateVirtualService(t *testing.T) { Match: predictorRouteMatch, Route: []*istiov1beta1.HTTPRouteDestination{ { - Destination: &istiov1beta1.Destination{Host: constants.LocalGatewayHost, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, + Destination: &istiov1beta1.Destination{Host: knativeLocalGatewayService, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, Weight: 100, }, }, @@ -317,10 +318,10 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "found transformer and predictor status", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: false, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -373,7 +374,7 @@ func TestCreateVirtualService(t *testing.T) { Match: predictorRouteMatch, Route: []*istiov1beta1.HTTPRouteDestination{ { - Destination: &istiov1beta1.Destination{Host: constants.LocalGatewayHost, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, + Destination: &istiov1beta1.Destination{Host: knativeLocalGatewayService, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, Weight: 100, }, }, @@ -389,10 +390,10 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "nil explainer status fails with status unknown", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: false, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -416,10 +417,10 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "found explainer and predictor status", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: false, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -499,7 +500,7 @@ func TestCreateVirtualService(t *testing.T) { }, Route: []*istiov1beta1.HTTPRouteDestination{ { - Destination: &istiov1beta1.Destination{Host: constants.LocalGatewayHost, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, + Destination: &istiov1beta1.Destination{Host: knativeLocalGatewayService, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, Weight: 100, }, }, @@ -513,7 +514,7 @@ func TestCreateVirtualService(t *testing.T) { Match: predictorRouteMatch, Route: []*istiov1beta1.HTTPRouteDestination{ { - Destination: &istiov1beta1.Destination{Host: constants.LocalGatewayHost, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, + Destination: &istiov1beta1.Destination{Host: knativeLocalGatewayService, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, Weight: 100, }, }, @@ -529,14 +530,14 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "found predictor status with path template", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", - UrlScheme: "http", - IngressDomain: "my-domain.com", - PathTemplate: "/serving/{{ .Namespace }}/{{ .Name }}", - DisableIstioVirtualHost: false, + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + UrlScheme: "http", + IngressDomain: "my-domain.com", + PathTemplate: "/serving/{{ .Namespace }}/{{ .Name }}", + DisableIstioVirtualHost: false, }, useDefault: false, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -590,7 +591,7 @@ func TestCreateVirtualService(t *testing.T) { }, Route: []*istiov1beta1.HTTPRouteDestination{ { - Destination: &istiov1beta1.Destination{Host: constants.LocalGatewayHost, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, + Destination: &istiov1beta1.Destination{Host: knativeLocalGatewayService, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, Weight: 100, }, }, @@ -632,7 +633,7 @@ func TestCreateVirtualService(t *testing.T) { Uri: "/", }, Route: []*istiov1beta1.HTTPRouteDestination{ - createHTTPRouteDestination("knative-local-gateway.istio-system.svc.cluster.local"), + createHTTPRouteDestination(knativeLocalGatewayService), }, Headers: &istiov1beta1.Headers{ Request: &istiov1beta1.Headers_HeaderOperations{ @@ -648,15 +649,15 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "found predictor status with the additional ingress domains", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", - UrlScheme: "http", - IngressDomain: "my-domain.com", - AdditionalIngressDomains: &[]string{additionalDomain, additionalSecondDomain}, - PathTemplate: "/serving/{{ .Namespace }}/{{ .Name }}", - DisableIstioVirtualHost: false, + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + UrlScheme: "http", + IngressDomain: "my-domain.com", + AdditionalIngressDomains: &[]string{additionalDomain, additionalSecondDomain}, + PathTemplate: "/serving/{{ .Namespace }}/{{ .Name }}", + DisableIstioVirtualHost: false, }, domainList: &[]string{"my-domain-1.com", "example.com"}, useDefault: false, @@ -728,7 +729,7 @@ func TestCreateVirtualService(t *testing.T) { }, Route: []*istiov1beta1.HTTPRouteDestination{ { - Destination: &istiov1beta1.Destination{Host: constants.LocalGatewayHost, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, + Destination: &istiov1beta1.Destination{Host: knativeLocalGatewayService, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, Weight: 100, }, }, @@ -770,7 +771,146 @@ func TestCreateVirtualService(t *testing.T) { Uri: "/", }, Route: []*istiov1beta1.HTTPRouteDestination{ - createHTTPRouteDestination("knative-local-gateway.istio-system.svc.cluster.local"), + createHTTPRouteDestination(knativeLocalGatewayService), + }, + Headers: &istiov1beta1.Headers{ + Request: &istiov1beta1.Headers_HeaderOperations{ + Set: map[string]string{ + "Host": network.GetServiceHostname(constants.PredictorServiceName(serviceName), namespace), + }, + }, + }, + }, + }, + }, + }, + }, { + name: "found predictor status with the additional ingress domains with duplication", + ingressConfig: &v1beta1.IngressConfig{ + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + UrlScheme: "http", + IngressDomain: "my-domain.com", + AdditionalIngressDomains: &[]string{"example.com", additionalDomain, additionalSecondDomain, additionalDomain}, + PathTemplate: "/serving/{{ .Namespace }}/{{ .Name }}", + DisableIstioVirtualHost: false, + }, + domainList: &[]string{"my-domain-1.com", "example.com"}, + useDefault: false, + componentStatus: &v1beta1.InferenceServiceStatus{ + Status: duckv1.Status{ + Conditions: duckv1.Conditions{ + { + Type: v1beta1.PredictorReady, + Status: corev1.ConditionTrue, + }, + }, + }, + Components: map[v1beta1.ComponentType]v1beta1.ComponentStatusSpec{ + v1beta1.PredictorComponent: { + URL: &apis.URL{ + Scheme: "http", + Host: predictorHostname, + }, + Address: &duckv1.Addressable{ + URL: &apis.URL{ + Scheme: "http", + Host: network.GetServiceHostname(constants.PredictorServiceName(serviceName), namespace), + }, + }, + }, + }, + }, + expectedService: &istioclientv1beta1.VirtualService{ + ObjectMeta: metav1.ObjectMeta{Name: serviceName, Namespace: namespace, Annotations: annotations, Labels: labels}, + Spec: istiov1beta1.VirtualService{ + Hosts: []string{serviceInternalHostName, serviceHostName, "my-domain.com", + "my-model.test.my-additional-domain.com", "my-model.test.my-second-additional-domain.com"}, + Gateways: []string{constants.KnativeLocalGateway, constants.IstioMeshGateway, constants.KnativeIngressGateway}, + Http: []*istiov1beta1.HTTPRoute{ + { + Match: []*istiov1beta1.HTTPMatchRequest{ + { + Authority: &istiov1beta1.StringMatch{ + MatchType: &istiov1beta1.StringMatch_Regex{ + Regex: constants.HostRegExp(network.GetServiceHostname(serviceName, namespace)), + }, + }, + Gateways: []string{constants.KnativeLocalGateway, constants.IstioMeshGateway}, + }, + { + Authority: &istiov1beta1.StringMatch{ + MatchType: &istiov1beta1.StringMatch_Regex{ + Regex: constants.HostRegExp(constants.InferenceServiceHostName(serviceName, namespace, domain)), + }, + }, + Gateways: []string{constants.KnativeIngressGateway}, + }, + { + Authority: &istiov1beta1.StringMatch{ + MatchType: &istiov1beta1.StringMatch_Regex{ + Regex: constants.HostRegExp(constants.InferenceServiceHostName(serviceName, namespace, additionalDomain)), + }, + }, + Gateways: []string{constants.KnativeIngressGateway}, + }, + { + Authority: &istiov1beta1.StringMatch{ + MatchType: &istiov1beta1.StringMatch_Regex{ + Regex: constants.HostRegExp(constants.InferenceServiceHostName(serviceName, namespace, additionalSecondDomain)), + }, + }, + Gateways: []string{constants.KnativeIngressGateway}, + }, + }, + Route: []*istiov1beta1.HTTPRouteDestination{ + { + Destination: &istiov1beta1.Destination{Host: knativeLocalGatewayService, + Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, + Weight: 100, + }, + }, + Headers: &istiov1beta1.Headers{ + Request: &istiov1beta1.Headers_HeaderOperations{Set: map[string]string{ + "Host": network.GetServiceHostname(constants.PredictorServiceName(serviceName), namespace)}}, + }, + }, + { + Match: []*istiov1beta1.HTTPMatchRequest{ + { + Uri: &istiov1beta1.StringMatch{ + MatchType: &istiov1beta1.StringMatch_Prefix{ + Prefix: fmt.Sprintf("/serving/%s/%s/", namespace, serviceName), + }, + }, + Authority: &istiov1beta1.StringMatch{ + MatchType: &istiov1beta1.StringMatch_Regex{ + Regex: constants.HostRegExp("my-domain.com"), + }, + }, + Gateways: []string{constants.KnativeIngressGateway}, + }, + { + Uri: &istiov1beta1.StringMatch{ + MatchType: &istiov1beta1.StringMatch_Exact{ + Exact: fmt.Sprintf("/serving/%s/%s", namespace, serviceName), + }, + }, + Authority: &istiov1beta1.StringMatch{ + MatchType: &istiov1beta1.StringMatch_Regex{ + Regex: constants.HostRegExp("my-domain.com"), + }, + }, + Gateways: []string{constants.KnativeIngressGateway}, + }, + }, + Rewrite: &istiov1beta1.HTTPRewrite{ + Uri: "/", + }, + Route: []*istiov1beta1.HTTPRouteDestination{ + createHTTPRouteDestination(knativeLocalGatewayService), }, Headers: &istiov1beta1.Headers{ Request: &istiov1beta1.Headers_HeaderOperations{ @@ -786,10 +926,10 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "found predictor status with default suffix", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: true, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -826,7 +966,7 @@ func TestCreateVirtualService(t *testing.T) { Match: predictorRouteMatch, Route: []*istiov1beta1.HTTPRouteDestination{ { - Destination: &istiov1beta1.Destination{Host: constants.LocalGatewayHost, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, + Destination: &istiov1beta1.Destination{Host: knativeLocalGatewayService, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, Weight: 100, }, }, @@ -841,10 +981,10 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "found transformer and predictor status with default suffix", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: true, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -897,7 +1037,7 @@ func TestCreateVirtualService(t *testing.T) { Match: predictorRouteMatch, Route: []*istiov1beta1.HTTPRouteDestination{ { - Destination: &istiov1beta1.Destination{Host: constants.LocalGatewayHost, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, + Destination: &istiov1beta1.Destination{Host: knativeLocalGatewayService, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, Weight: 100, }, }, @@ -913,10 +1053,10 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "transformer is not ready", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: true, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -963,10 +1103,10 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "nil explainer status fails with status unknown", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: false, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -990,10 +1130,10 @@ func TestCreateVirtualService(t *testing.T) { }, { name: "explainer is not ready", ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: false, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -1053,10 +1193,10 @@ func TestCreateVirtualService(t *testing.T) { }, }, ingressConfig: &v1beta1.IngressConfig{ - IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", - LocalGateway: constants.KnativeLocalGateway, - LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", + IngressGateway: constants.KnativeIngressGateway, + KnativeLocalGatewayService: knativeLocalGatewayService, + LocalGateway: constants.KnativeLocalGateway, + LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", }, useDefault: false, componentStatus: &v1beta1.InferenceServiceStatus{ @@ -1104,7 +1244,7 @@ func TestCreateVirtualService(t *testing.T) { }, Route: []*istiov1beta1.HTTPRouteDestination{ { - Destination: &istiov1beta1.Destination{Host: constants.LocalGatewayHost, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, + Destination: &istiov1beta1.Destination{Host: knativeLocalGatewayService, Port: &istiov1beta1.PortSelector{Number: constants.CommonDefaultHttpPort}}, Weight: 100, }, }, diff --git a/pkg/controller/v1beta1/inferenceservice/suite_test.go b/pkg/controller/v1beta1/inferenceservice/suite_test.go index 1bb29c5427..1b891d6e79 100644 --- a/pkg/controller/v1beta1/inferenceservice/suite_test.go +++ b/pkg/controller/v1beta1/inferenceservice/suite_test.go @@ -105,7 +105,6 @@ var _ = BeforeSuite(func() { deployConfig := &v1beta1.DeployConfig{DefaultDeploymentMode: "Serverless"} ingressConfig := &v1beta1.IngressConfig{ IngressGateway: constants.KnativeIngressGateway, - IngressServiceName: "someIngressServiceName", LocalGateway: constants.KnativeLocalGateway, LocalGatewayServiceName: "knative-local-gateway.istio-system.svc.cluster.local", DisableIstioVirtualHost: false, diff --git a/pkg/controller/v1beta1/inferenceservice/utils/utils.go b/pkg/controller/v1beta1/inferenceservice/utils/utils.go index 270dfc024c..82e8c7c7a1 100644 --- a/pkg/controller/v1beta1/inferenceservice/utils/utils.go +++ b/pkg/controller/v1beta1/inferenceservice/utils/utils.go @@ -26,20 +26,19 @@ import ( "sort" "strings" + goerrors "github.com/pkg/errors" + v1 "k8s.io/api/core/v1" + "k8s.io/apimachinery/pkg/api/errors" + "k8s.io/apimachinery/pkg/api/resource" + metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" "k8s.io/apimachinery/pkg/util/strategicpatch" + "sigs.k8s.io/controller-runtime/pkg/client" "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" "github.com/kserve/kserve/pkg/apis/serving/v1beta1" - v1beta1api "github.com/kserve/kserve/pkg/apis/serving/v1beta1" "github.com/kserve/kserve/pkg/constants" "github.com/kserve/kserve/pkg/utils" "github.com/kserve/kserve/pkg/webhook/admission/pod" - goerrors "github.com/pkg/errors" - v1 "k8s.io/api/core/v1" - "k8s.io/apimachinery/pkg/api/errors" - "k8s.io/apimachinery/pkg/api/resource" - metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" - "sigs.k8s.io/controller-runtime/pkg/client" ) // Constants @@ -54,7 +53,7 @@ const ( // IsMMSPredictor Only enable MMS predictor when predictor config sets MMS to true and neither // storage uri nor storage spec is set -func IsMMSPredictor(predictor *v1beta1api.PredictorSpec) bool { +func IsMMSPredictor(predictor *v1beta1.PredictorSpec) bool { if len(predictor.Containers) > 0 { container := predictor.Containers[0] for _, envVar := range container.Env { @@ -74,7 +73,7 @@ func IsMMSPredictor(predictor *v1beta1api.PredictorSpec) bool { } } -func IsMemoryResourceAvailable(isvc *v1beta1api.InferenceService, totalReqMemory resource.Quantity) bool { +func IsMemoryResourceAvailable(isvc *v1beta1.InferenceService, totalReqMemory resource.Quantity) bool { if isvc.Spec.Predictor.GetExtensions() == nil || len(isvc.Spec.Predictor.GetImplementations()) == 0 { return false } @@ -85,18 +84,31 @@ func IsMemoryResourceAvailable(isvc *v1beta1api.InferenceService, totalReqMemory return predictorMemoryLimit.Cmp(totalReqMemory) >= 0 } +func getModelNameFromArgs(args []string) string { + modelName := "" + for i, arg := range args { + if strings.HasPrefix(arg, constants.ArgumentModelName) { + // Case 1: ["--model-name="] + modelNameValueArr := strings.Split(arg, "=") + if len(modelNameValueArr) == 2 { + modelName = modelNameValueArr[1] + } + // Case 2: ["--model-name", ""] + if i+1 < len(args) && !strings.HasPrefix(args[i+1], "--") { + modelName = args[i+1] + } + } + } + return modelName +} + // GetModelName returns the model name for single model serving case -func GetModelName(isvc *v1beta1api.InferenceService) string { - modelName := isvc.Name +func GetModelName(isvc *v1beta1.InferenceService) string { // Return model name from args for KServe custom model server if transformer presents if isvc.Spec.Transformer != nil && len(isvc.Spec.Transformer.Containers) > 0 { - for _, arg := range isvc.Spec.Transformer.Containers[0].Args { - if strings.HasPrefix(arg, constants.ArgumentModelName) { - modelNameValueArr := strings.Split(arg, "=") - if len(modelNameValueArr) == 2 { - return modelNameValueArr[1] - } - } + modelName := getModelNameFromArgs(isvc.Spec.Transformer.Containers[0].Args) + if modelName != "" { + return modelName } } if isvc.Spec.Predictor.Model != nil { @@ -107,26 +119,19 @@ func GetModelName(isvc *v1beta1api.InferenceService) string { } } // Return model name from args for tfserving or KServe model server - for _, arg := range isvc.Spec.Predictor.Model.Args { - if strings.HasPrefix(arg, constants.ArgumentModelName) { - modelNameValueArr := strings.Split(arg, "=") - if len(modelNameValueArr) == 2 { - return modelNameValueArr[1] - } - } + modelName := getModelNameFromArgs(isvc.Spec.Predictor.Model.Args) + if modelName != "" { + return modelName } } else if len(isvc.Spec.Predictor.Containers) > 0 { // Return model name from args for KServe custom model server - for _, arg := range isvc.Spec.Predictor.Containers[0].Args { - if strings.HasPrefix(arg, constants.ArgumentModelName) { - modelNameValueArr := strings.Split(arg, "=") - if len(modelNameValueArr) == 2 { - return modelNameValueArr[1] - } - } + modelName := getModelNameFromArgs(isvc.Spec.Predictor.Containers[0].Args) + if modelName != "" { + return modelName } } - return modelName + // Return isvc name if model name is not found + return isvc.Name } // GetPredictorEndpoint returns the predictor endpoint if status.address.url is not nil else returns empty string with error. @@ -167,7 +172,7 @@ case 2: serving.kserve.org/deploymentMode is set if the mode is "RawDeployment", "Serverless" or "ModelMesh", return it. else return config.deploy.defaultDeploymentMode */ -func GetDeploymentMode(annotations map[string]string, deployConfig *v1beta1api.DeployConfig) constants.DeploymentModeType { +func GetDeploymentMode(annotations map[string]string, deployConfig *v1beta1.DeployConfig) constants.DeploymentModeType { deploymentMode, ok := annotations[constants.DeploymentMode] if ok && (deploymentMode == string(constants.RawDeployment) || deploymentMode == string(constants.Serverless) || deploymentMode == string(constants.ModelMeshDeployment)) { diff --git a/pkg/controller/v1beta1/inferenceservice/utils/utils_test.go b/pkg/controller/v1beta1/inferenceservice/utils/utils_test.go index f84bffa8bb..46639528fb 100644 --- a/pkg/controller/v1beta1/inferenceservice/utils/utils_test.go +++ b/pkg/controller/v1beta1/inferenceservice/utils/utils_test.go @@ -1432,6 +1432,81 @@ func TestModelName(t *testing.T) { }, expected: "custom-model", }, + "multiple modelname arguments": { + isvc: InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: "sklearn", + }, + Spec: InferenceServiceSpec{ + Predictor: PredictorSpec{ + Model: &ModelSpec{ + ModelFormat: ModelFormat{ + Name: "sklearn", + }, + + PredictorExtensionSpec: PredictorExtensionSpec{ + Container: v1.Container{ + Image: "customImage:0.1.0", + Resources: requestedResource, + Args: []string{"--model_name=sklearn", "--model_dir", "/mnt/models", "--model_name", "iris"}, + }, + }, + }, + }, + }, + }, + expected: "iris", + }, + "modelname argument and value in single string": { + isvc: InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: "sklearn", + }, + Spec: InferenceServiceSpec{ + Predictor: PredictorSpec{ + Model: &ModelSpec{ + ModelFormat: ModelFormat{ + Name: "sklearn", + }, + + PredictorExtensionSpec: PredictorExtensionSpec{ + Container: v1.Container{ + Image: "customImage:0.1.0", + Resources: requestedResource, + Args: []string{"--model_dir", "/mnt/models", "--model_name iris"}, // This format is not recognized by the modelserver. So we ignore this format. + }, + }, + }, + }, + }, + }, + expected: "sklearn", + }, + "modelname value in separate string": { + isvc: InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: "sklearn", + }, + Spec: InferenceServiceSpec{ + Predictor: PredictorSpec{ + Model: &ModelSpec{ + ModelFormat: ModelFormat{ + Name: "sklearn", + }, + + PredictorExtensionSpec: PredictorExtensionSpec{ + Container: v1.Container{ + Image: "customImage:0.1.0", + Resources: requestedResource, + Args: []string{"--model_dir", "/mnt/models", "--model_name", "iris"}, + }, + }, + }, + }, + }, + }, + expected: "iris", + }, } for name, scenario := range scenarios { diff --git a/pkg/logger/handler.go b/pkg/logger/handler.go index 6928b7ba63..6f87c38d45 100644 --- a/pkg/logger/handler.go +++ b/pkg/logger/handler.go @@ -22,6 +22,7 @@ import ( "net/http" "net/http/httptest" "net/url" + "slices" "github.com/go-logr/logr" guuid "github.com/google/uuid" @@ -41,10 +42,11 @@ type LoggerHandler struct { component string endpoint string next http.Handler + metadataHeaders []string } func New(logUrl *url.URL, sourceUri *url.URL, logMode v1beta1.LoggerType, - inferenceService string, namespace string, endpoint string, component string, next http.Handler) http.Handler { + inferenceService string, namespace string, endpoint string, component string, next http.Handler, metadataHeaders []string) http.Handler { logf.SetLogger(zap.New()) return &LoggerHandler{ log: logf.Log.WithName("Logger"), @@ -56,6 +58,7 @@ func New(logUrl *url.URL, sourceUri *url.URL, logMode v1beta1.LoggerType, component: component, endpoint: endpoint, next: next, + metadataHeaders: metadataHeaders, } } @@ -82,6 +85,17 @@ func (eh *LoggerHandler) ServeHTTP(w http.ResponseWriter, r *http.Request) { return } + metadata := map[string][]string{} + if eh.metadataHeaders != nil { + // Loop over header names + for name, values := range r.Header { + // Loop over all values for the name. + if slices.Contains(eh.metadataHeaders, name) { + metadata[name] = values + } + } + } + // Get or Create an ID id := getOrCreateID(r) contentType := r.Header.Get("Content-Type") @@ -98,6 +112,7 @@ func (eh *LoggerHandler) ServeHTTP(w http.ResponseWriter, r *http.Request) { Namespace: eh.namespace, Endpoint: eh.endpoint, Component: eh.component, + Metadata: metadata, }); err != nil { eh.log.Error(err, "Failed to log request") } diff --git a/pkg/logger/handler_test.go b/pkg/logger/handler_test.go index 0eff4200bc..7d55968d41 100644 --- a/pkg/logger/handler_test.go +++ b/pkg/logger/handler_test.go @@ -18,6 +18,7 @@ package logger import ( "bytes" + "encoding/json" "io" "net/http" "net/http/httptest" @@ -44,7 +45,6 @@ func TestLogger(t *testing.T) { logSvc := httptest.NewServer(http.HandlerFunc(func(rw http.ResponseWriter, req *http.Request) { b, err := io.ReadAll(req.Body) g.Expect(err).To(gomega.BeNil()) - println(string(b)) responseChan <- string(b) g.Expect(b).To(gomega.Or(gomega.Equal(predictorRequest), gomega.Equal(predictorResponse))) _, err = rw.Write([]byte(`ok`)) @@ -78,7 +78,75 @@ func TestLogger(t *testing.T) { StartDispatcher(5, logger) httpProxy := httputil.NewSingleHostReverseProxy(targetUri) - oh := New(logSvcUrl, sourceUri, v1beta1.LogAll, "mymodel", "default", "default", "default", httpProxy) + oh := New(logSvcUrl, sourceUri, v1beta1.LogAll, "mymodel", "default", "default", "default", httpProxy, nil) + + oh.ServeHTTP(w, r) + + b2, _ := io.ReadAll(w.Result().Body) + g.Expect(b2).To(gomega.Equal(predictorResponse)) + // get logRequest + <-responseChan + // get logResponse + <-responseChan +} + +func TestLoggerWithMetadata(t *testing.T) { + + g := gomega.NewGomegaWithT(t) + + predictorRequest := []byte(`{"instances":[[0,0,0]]}`) + predictorResponse := []byte(`{"instances":[[4,5,6]]}`) + + responseChan := make(chan string) + // Start a local HTTP server + logSvc := httptest.NewServer(http.HandlerFunc(func(rw http.ResponseWriter, req *http.Request) { + b, err := io.ReadAll(req.Body) + g.Expect(err).To(gomega.BeNil()) + responseChan <- string(b) + g.Expect(b).To(gomega.Or(gomega.Equal(predictorRequest), gomega.Equal(predictorResponse))) + _, err = rw.Write([]byte(`ok`)) + g.Expect(err).To(gomega.BeNil()) + + // If this is request, check the metadata + if req.Header["Ce-Type"][0] == "org.kubeflow.serving.inference.request" { + metadata := map[string][]string{} + + json.Unmarshal([]byte(req.Header["Ce-Metadata"][0]), &metadata) + + g.Expect(metadata["Foo"]).To(gomega.Equal([]string{"bar"})) + } + + })) + // Close the server when test finishes + defer logSvc.Close() + + // Start a local HTTP server + predictor := httptest.NewServer(http.HandlerFunc(func(rw http.ResponseWriter, req *http.Request) { + b, err := io.ReadAll(req.Body) + g.Expect(err).To(gomega.BeNil()) + g.Expect(b).To(gomega.Or(gomega.Equal(predictorRequest), gomega.Equal(predictorResponse))) + _, err = rw.Write(predictorResponse) + g.Expect(err).To(gomega.BeNil()) + })) + // Close the server when test finishes + defer predictor.Close() + + reader := bytes.NewReader(predictorRequest) + r := httptest.NewRequest("POST", "http://a", reader) + r.Header.Add("Foo", "bar") + w := httptest.NewRecorder() + logger, _ := pkglogging.NewLogger("", "INFO") + logf.SetLogger(zap.New()) + logSvcUrl, err := url.Parse(logSvc.URL) + g.Expect(err).To(gomega.BeNil()) + sourceUri, err := url.Parse("http://localhost:9081/") + g.Expect(err).To(gomega.BeNil()) + targetUri, err := url.Parse(predictor.URL) + g.Expect(err).To(gomega.BeNil()) + + StartDispatcher(5, logger) + httpProxy := httputil.NewSingleHostReverseProxy(targetUri) + oh := New(logSvcUrl, sourceUri, v1beta1.LogAll, "mymodel", "default", "default", "default", httpProxy, []string{"Foo"}) oh.ServeHTTP(w, r) @@ -121,7 +189,7 @@ func TestBadResponse(t *testing.T) { StartDispatcher(1, logger) httpProxy := httputil.NewSingleHostReverseProxy(targetUri) - oh := New(logSvcUrl, sourceUri, v1beta1.LogAll, "mymodel", "default", "default", "default", httpProxy) + oh := New(logSvcUrl, sourceUri, v1beta1.LogAll, "mymodel", "default", "default", "default", httpProxy, nil) oh.ServeHTTP(w, r) g.Expect(w.Code).To(gomega.Equal(400)) diff --git a/pkg/logger/types.go b/pkg/logger/types.go index 4291fa111f..057a6f878d 100644 --- a/pkg/logger/types.go +++ b/pkg/logger/types.go @@ -31,4 +31,5 @@ type LogRequest struct { Namespace string Component string Endpoint string + Metadata map[string][]string } diff --git a/pkg/logger/worker.go b/pkg/logger/worker.go index c369466a54..e7d818401d 100644 --- a/pkg/logger/worker.go +++ b/pkg/logger/worker.go @@ -18,9 +18,12 @@ package logger import ( "context" + "encoding/json" "fmt" + "net/http" cloudevents "github.com/cloudevents/sdk-go/v2" + cehttp "github.com/cloudevents/sdk-go/v2/protocol/http" "go.uber.org/zap" ) @@ -33,6 +36,7 @@ const ( InferenceServiceAttr = "inferenceservicename" NamespaceAttr = "namespace" ComponentAttr = "component" + MetadataAttr = "metadata" // endpoint would be either default or canary EndpointAttr = "endpoint" @@ -96,13 +100,31 @@ func (w *Worker) sendCloudEvent(logReq LogRequest) error { event.SetExtension(ComponentAttr, logReq.Component) event.SetExtension(EndpointAttr, logReq.Endpoint) + encodedMetadata, err := json.Marshal(logReq.Metadata) + if err != nil { + return fmt.Errorf("could not encode metadata as json: %w", err) + } + event.SetExtension(MetadataAttr, string(encodedMetadata)) + event.SetSource(logReq.SourceUri.String()) if err := event.SetData(logReq.ContentType, *logReq.Bytes); err != nil { return fmt.Errorf("while setting cloudevents data: %w", err) } - if result := c.Send(w.CeCtx, event); cloudevents.IsUndelivered(result) { - return fmt.Errorf("while sending event: %w", result) + res := c.Send(w.CeCtx, event) + if cloudevents.IsUndelivered(res) { + return fmt.Errorf("while sending event: %w", res) + } else { + var httpResult *cehttp.Result + if cloudevents.ResultAs(res, &httpResult) { + var err error + if httpResult.StatusCode != http.StatusOK { + err = fmt.Errorf(httpResult.Format, httpResult.Args...) + } + w.Log.Infof("Sent with status code %d, error: %v", httpResult.StatusCode, err) + } else { + w.Log.Infof("Send did not return an HTTP response: %s", res) + } } return nil } diff --git a/pkg/webhook/admission/pod/agent_injector.go b/pkg/webhook/admission/pod/agent_injector.go index 4fdc4dc80e..940fb04655 100644 --- a/pkg/webhook/admission/pod/agent_injector.go +++ b/pkg/webhook/admission/pod/agent_injector.go @@ -39,6 +39,7 @@ const ( LoggerArgumentNamespace = "--namespace" LoggerArgumentEndpoint = "--endpoint" LoggerArgumentComponent = "--component" + LoggerArgumentMetadataHeaders = "--metadata-headers" ) type AgentConfig struct { @@ -195,6 +196,11 @@ func (ag *AgentInjector) InjectAgent(pod *v1.Pod) error { LoggerArgumentComponent, component, } + logHeaderMetadata, ok := pod.ObjectMeta.Annotations[constants.LoggerMetadataHeadersInternalAnnotationKey] + if ok { + loggerArgs = append(loggerArgs, LoggerArgumentMetadataHeaders) + loggerArgs = append(loggerArgs, logHeaderMetadata) + } args = append(args, loggerArgs...) } diff --git a/pkg/webhook/admission/pod/agent_injector_test.go b/pkg/webhook/admission/pod/agent_injector_test.go index 83fd529a87..544679501f 100644 --- a/pkg/webhook/admission/pod/agent_injector_test.go +++ b/pkg/webhook/admission/pod/agent_injector_test.go @@ -17,9 +17,10 @@ limitations under the License. package pod import ( - fakeclientset "k8s.io/client-go/kubernetes/fake" "testing" + fakeclientset "k8s.io/client-go/kubernetes/fake" + "github.com/kserve/kserve/pkg/apis/serving/v1beta1" "github.com/kserve/kserve/pkg/credentials" "github.com/onsi/gomega" @@ -350,6 +351,132 @@ func TestAgentInjector(t *testing.T) { }, }, }, + "AddLoggerWithMetadata": { + original: &v1.Pod{ + ObjectMeta: metav1.ObjectMeta{ + Name: "deployment", + Namespace: "default", + Annotations: map[string]string{ + constants.LoggerInternalAnnotationKey: "true", + constants.LoggerSinkUrlInternalAnnotationKey: "http://httpbin.org/", + constants.LoggerModeInternalAnnotationKey: string(v1beta1.LogAll), + constants.LoggerMetadataHeadersInternalAnnotationKey: "Foo,Bar", + }, + Labels: map[string]string{ + "serving.kserve.io/inferenceservice": "sklearn", + constants.KServiceModelLabel: "sklearn", + constants.KServiceEndpointLabel: "default", + constants.KServiceComponentLabel: "predictor", + }, + }, + Spec: v1.PodSpec{ + Containers: []v1.Container{ + { + Name: "sklearn", + ReadinessProbe: &v1.Probe{ + ProbeHandler: v1.ProbeHandler{ + TCPSocket: &v1.TCPSocketAction{ + Port: intstr.IntOrString{ + IntVal: 8080, + }, + }, + }, + InitialDelaySeconds: 0, + TimeoutSeconds: 1, + PeriodSeconds: 10, + SuccessThreshold: 1, + FailureThreshold: 3, + }, + }, + { + Name: "queue-proxy", + Env: []v1.EnvVar{{Name: "SERVING_READINESS_PROBE", Value: "{\"tcpSocket\":{\"port\":8080},\"timeoutSeconds\":1,\"periodSeconds\":10,\"successThreshold\":1,\"failureThreshold\":3}"}}, + }, + }, + }, + }, + expected: &v1.Pod{ + ObjectMeta: metav1.ObjectMeta{ + Name: "deployment", + Annotations: map[string]string{ + constants.LoggerInternalAnnotationKey: "true", + constants.LoggerSinkUrlInternalAnnotationKey: "http://httpbin.org/", + constants.LoggerModeInternalAnnotationKey: string(v1beta1.LogAll), + }, + }, + Spec: v1.PodSpec{ + Containers: []v1.Container{ + { + Name: "sklearn", + ReadinessProbe: &v1.Probe{ + ProbeHandler: v1.ProbeHandler{ + TCPSocket: &v1.TCPSocketAction{ + Port: intstr.IntOrString{ + IntVal: 8080, + }, + }, + }, + InitialDelaySeconds: 0, + TimeoutSeconds: 1, + PeriodSeconds: 10, + SuccessThreshold: 1, + FailureThreshold: 3, + }, + }, + { + Name: "queue-proxy", + Env: []v1.EnvVar{{Name: "SERVING_READINESS_PROBE", Value: "{\"tcpSocket\":{\"port\":8080},\"timeoutSeconds\":1,\"periodSeconds\":10,\"successThreshold\":1,\"failureThreshold\":3}"}}, + }, + { + Name: constants.AgentContainerName, + Image: loggerConfig.Image, + Args: []string{ + LoggerArgumentLogUrl, + "http://httpbin.org/", + LoggerArgumentSourceUri, + "deployment", + LoggerArgumentMode, + "all", + LoggerArgumentInferenceService, + "sklearn", + LoggerArgumentNamespace, + "default", + LoggerArgumentEndpoint, + "default", + LoggerArgumentComponent, + "predictor", + LoggerArgumentMetadataHeaders, + "Foo,Bar", + }, + Ports: []v1.ContainerPort{ + { + Name: "agent-port", + ContainerPort: constants.InferenceServiceDefaultAgentPort, + Protocol: "TCP", + }, + }, + Env: []v1.EnvVar{{Name: "SERVING_READINESS_PROBE", Value: "{\"tcpSocket\":{\"port\":8080},\"timeoutSeconds\":1,\"periodSeconds\":10,\"successThreshold\":1,\"failureThreshold\":3}"}}, + Resources: agentResourceRequirement, + ReadinessProbe: &v1.Probe{ + ProbeHandler: v1.ProbeHandler{ + HTTPGet: &v1.HTTPGetAction{ + HTTPHeaders: []v1.HTTPHeader{ + { + Name: "K-Network-Probe", + Value: "queue", + }, + }, + Port: intstr.FromInt(9081), + Path: "/", + Scheme: "HTTP", + }, + }, + }, + }, + }, + }, + }, + }, "DoNotAddLogger": { original: &v1.Pod{ ObjectMeta: metav1.ObjectMeta{ diff --git a/python/VERSION b/python/VERSION index 54d1a4f2a4..4290c5e041 100644 --- a/python/VERSION +++ b/python/VERSION @@ -1 +1 @@ -0.13.0 +0.14.0rc0 diff --git a/python/aiffairness.Dockerfile b/python/aiffairness.Dockerfile index e30f7e5071..7dbac7d00c 100644 --- a/python/aiffairness.Dockerfile +++ b/python/aiffairness.Dockerfile @@ -1,12 +1,12 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 # Required 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a/python/aiffairness/pyproject.toml +++ b/python/aiffairness/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "aifserver" -version = "0.13.0" +version = "0.14.0rc0" description = "'Model Server implementation for AI fairness. Not intended for use outside KServe Frameworks Images." authors = ["Andrew Butler "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/artexplainer.Dockerfile b/python/artexplainer.Dockerfile index f3eaa91de8..ffc35796c9 100644 --- a/python/artexplainer.Dockerfile +++ b/python/artexplainer.Dockerfile @@ -1,12 +1,12 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 # Required for building packages for arm64 arch RUN apt-get update && apt-get install -y --no-install-recommends python3-dev build-essential && apt-get clean && \ @@ -32,7 +32,7 @@ COPY artexplainer artexplainer RUN cd artexplainer && poetry install --no-interaction --no-cache -FROM ${BASE_IMAGE} as prod +FROM ${BASE_IMAGE} AS prod COPY third_party third_party diff --git a/python/artexplainer/artserver/model.py b/python/artexplainer/artserver/model.py index cf8ddeff92..7d144b495e 100644 --- a/python/artexplainer/artserver/model.py +++ b/python/artexplainer/artserver/model.py @@ -18,13 +18,12 @@ import numpy as np from art.attacks.evasion.square_attack import SquareAttack from art.estimators.classification import BlackBoxClassifierNeuralNetwork - - import nest_asyncio import kserve from kserve.logging import logger + nest_asyncio.apply() @@ -62,7 +61,7 @@ def _predict(self, x): prediction = np.array(resp["predictions"]) return [1 if x == prediction else 0 for x in range(0, self.nb_classes)] - def explain(self, payload: Dict, headers: Dict[str, str] = None) -> Dict: + async def explain(self, payload: Dict, headers: Dict[str, str] = None) -> Dict: image = payload["instances"][0] label = payload["instances"][1] try: diff --git a/python/artexplainer/poetry.lock 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Not intended for use outside KServe Frameworks Images." authors = ["Andrew Butler "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" @@ -14,7 +14,9 @@ python = ">=3.9,<3.12" kserve = {path = "../kserve", develop = true} adversarial-robustness-toolbox = {version = "^1.10.3", extras = ["keras"]} nest-asyncio = "^1.4.0" -pillow = "^10.2.0" +pillow = "^10.3.0" +# pin to avoid https://github.com/kserve/kserve/actions/runs/8990775750/job/24696874468?pr=3598 +h5py = "3.10.0" [tool.poetry.group.test] optional = true diff --git a/python/custom_model.Dockerfile b/python/custom_model.Dockerfile index f3e7f4f4df..4f185eb449 100644 --- a/python/custom_model.Dockerfile +++ b/python/custom_model.Dockerfile @@ -1,12 +1,12 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" @@ -28,7 +28,7 @@ COPY custom_model custom_model RUN cd custom_model && poetry install --no-interaction --no-cache -FROM ${BASE_IMAGE} as prod +FROM ${BASE_IMAGE} AS prod COPY third_party third_party diff --git a/python/custom_model/model.py b/python/custom_model/model.py index 82513dfa8d..6bca839877 100644 --- a/python/custom_model/model.py +++ b/python/custom_model/model.py @@ -14,6 +14,7 @@ import argparse +from fastapi.middleware.cors import CORSMiddleware from torchvision import models, transforms from typing import Dict, Union import torch @@ -32,6 +33,7 @@ logging, ) from kserve.errors import InvalidInput +from kserve.model_server import app from kserve.utils.utils import generate_uuid @@ -46,7 +48,7 @@ def __init__(self, name: str): self.load() def load(self): - self.model = models.alexnet(pretrained=True) + self.model = models.alexnet(pretrained=True, progress=False) self.model.eval() # The ready flag is used by model ready endpoint for readiness probes, # set to True when model is loaded successfully without exceptions. @@ -124,4 +126,11 @@ def predict( logging.configure_logging(args.log_config_file) model = AlexNetModel(args.model_name) model.load() + app.add_middleware( + CORSMiddleware, + allow_origins=["*"], + allow_credentials=True, + allow_methods=["*"], + allow_headers=["*"], + ) ModelServer().start([model]) diff --git a/python/custom_model/model_grpc.py b/python/custom_model/model_grpc.py index 564dd7288d..ca72e8f622 100644 --- a/python/custom_model/model_grpc.py +++ b/python/custom_model/model_grpc.py @@ -11,6 +11,7 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. + import argparse import io from typing import Dict @@ -34,7 +35,7 @@ def __init__(self, name: str): self.ready = False def load(self): - self.model = models.alexnet(pretrained=True) + self.model = models.alexnet(pretrained=True, progress=False) self.model.eval() self.ready = True diff --git a/python/custom_model/model_remote.py b/python/custom_model/model_remote.py index 558fbbded2..c86b97fde4 100644 --- a/python/custom_model/model_remote.py +++ b/python/custom_model/model_remote.py @@ -1,4 +1,4 @@ -# Copyright 2021 The KServe Authors. +# Copyright 2024 The KServe Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -11,9 +11,9 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. + import argparse -from kserve import Model, ModelServer, logging, model_server from torchvision import models, transforms from typing import Dict import torch @@ -21,10 +21,12 @@ import base64 import io from ray import serve +from kserve import Model, ModelServer, logging, model_server +from kserve.ray import RayModel # the model handle name should match the model endpoint name -@serve.deployment(name="custom-model", num_replicas=2) +@serve.deployment(name="custom-model", num_replicas=1) class AlexNetModel(Model): def __init__(self): self.name = "custom-model" @@ -34,7 +36,7 @@ def __init__(self): self.load() def load(self): - self.model = models.alexnet(pretrained=True) + self.model = models.alexnet(pretrained=True, progress=False) self.model.eval() self.ready = True @@ -77,4 +79,8 @@ async def predict(self, payload: Dict, headers: Dict[str, str] = None) -> Dict: if __name__ == "__main__": if args.configure_logging: logging.configure_logging(args.log_config_file) - ModelServer().start({"custom-model": AlexNetModel}) + app = AlexNetModel.bind() + handle = serve.run(app) + model = RayModel(name="custom-model", handle=handle) + model.load() + ModelServer().start([model]) diff --git a/python/custom_model/poetry.lock b/python/custom_model/poetry.lock index 37480a7497..212a09a517 100644 --- a/python/custom_model/poetry.lock +++ b/python/custom_model/poetry.lock @@ -1,91 +1,118 @@ # This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +[[package]] +name = "aiohappyeyeballs" +version = "2.4.0" +description = "Happy Eyeballs for asyncio" +optional = false +python-versions = ">=3.8" +files = [ + {file = "aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = "sha256:7ce92076e249169a13c2f49320d1967425eaf1f407522d707d59cac7628d62bd"}, + {file = "aiohappyeyeballs-2.4.0.tar.gz", hash = "sha256:55a1714f084e63d49639800f95716da97a1f173d46a16dfcfda0016abb93b6b2"}, +] + [[package]] name = "aiohttp" -version = "3.9.5" +version = "3.10.5" description = "Async http client/server framework (asyncio)" optional = false python-versions = ">=3.8" files = [ - {file = 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-content-hash = "9672531a6fcfa0dd210b40c500d483b61aad7a7afdd4726aa86db231527aeac5" +content-hash = "ac21646e317deecbb7c9c17db99280c5fe665a2a5d7eac61bf2b1708024d76b3" diff --git a/python/custom_model/pyproject.toml b/python/custom_model/pyproject.toml index 7d3a1b95da..270a9de7bb 100644 --- a/python/custom_model/pyproject.toml +++ b/python/custom_model/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "custom-model" -version = "0.13.0" +version = "0.14.0rc0" description = "Custom model implementation. Not intended for use outside KServe Frameworks Images." authors = ["The KServe Authors"] license = "https://github.com/kserve/kserve/blob/master/LICENSE" @@ -10,10 +10,10 @@ packages = [ [tool.poetry.dependencies] python = ">=3.9,<3.12" -kserve = {path = "../kserve", develop = true} +kserve = {path = "../kserve", develop = true, extras = ["ray"]} torchvision = {version = "0.15.1+cpu", source = "pytorch"} torch = {version = "2.0.0", source = "pytorch"} -pillow = "^10.2.0" +pillow = "^10.3.0" [[tool.poetry.source]] diff --git a/python/custom_model_grpc.Dockerfile b/python/custom_model_grpc.Dockerfile index d474df4232..c91823204e 100644 --- a/python/custom_model_grpc.Dockerfile +++ b/python/custom_model_grpc.Dockerfile @@ -1,12 +1,12 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" @@ -28,7 +28,7 @@ COPY custom_model custom_model RUN cd custom_model && poetry install --no-interaction --no-cache -FROM ${BASE_IMAGE} as prod +FROM ${BASE_IMAGE} AS prod COPY third_party third_party diff --git a/python/custom_tokenizer.Dockerfile b/python/custom_tokenizer.Dockerfile index ffe4ead40a..d98292b8e8 100644 --- a/python/custom_tokenizer.Dockerfile +++ b/python/custom_tokenizer.Dockerfile @@ -1,12 +1,12 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" @@ -28,7 +28,7 @@ COPY custom_tokenizer custom_tokenizer RUN cd custom_tokenizer && poetry install --no-interaction --no-cache -FROM ${BASE_IMAGE} as prod +FROM ${BASE_IMAGE} AS prod COPY third_party third_party diff --git a/python/custom_tokenizer/poetry.lock b/python/custom_tokenizer/poetry.lock index 9f29c1975b..4d55464a36 100644 --- a/python/custom_tokenizer/poetry.lock +++ b/python/custom_tokenizer/poetry.lock @@ -1,129 +1,5 @@ # This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. -[[package]] -name = "aiohttp" -version = "3.9.5" -description = "Async http client/server framework (asyncio)" -optional = false -python-versions = ">=3.8" -files = [ - {file = "aiohttp-3.9.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fcde4c397f673fdec23e6b05ebf8d4751314fa7c24f93334bf1f1364c1c69ac7"}, - {file = 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Not intended for use outside KServe Frameworks Images." authors = ["Dan Sun "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/custom_transformer.Dockerfile b/python/custom_transformer.Dockerfile index 860706e8fc..c13c1df666 100644 --- a/python/custom_transformer.Dockerfile +++ b/python/custom_transformer.Dockerfile @@ -1,12 +1,12 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" @@ -28,7 +28,7 @@ COPY custom_transformer custom_transformer RUN cd custom_transformer && poetry install --no-interaction --no-cache -FROM ${BASE_IMAGE} as prod +FROM ${BASE_IMAGE} AS prod COPY third_party third_party diff --git a/python/custom_transformer/model.py b/python/custom_transformer/model.py index d8651e3808..3bda2d35c8 100644 --- a/python/custom_transformer/model.py +++ b/python/custom_transformer/model.py @@ -115,8 +115,7 @@ def postprocess( return infer_response else: # if predictor protocol is v2 but transformer uses v1 - res = infer_response.to_rest() - return {"predictions": res["outputs"][0]["data"]} + return {"predictions": infer_response.outputs[0].as_numpy().tolist()} else: return infer_response diff --git a/python/custom_transformer/model_grpc.py b/python/custom_transformer/model_grpc.py index 967562c94b..aabd52f059 100644 --- a/python/custom_transformer/model_grpc.py +++ b/python/custom_transformer/model_grpc.py @@ -48,6 +48,7 @@ def __init__(self, name: str, predictor_host: str, protocol: str): self.predictor_host = predictor_host self.protocol = protocol self.model_name = name + self.ready = True def preprocess( 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"41a005daf2e0e75bd47ca1b5c843e8152d7ecfb3f78847f29d9e0774d31931fd" +content-hash = "2958705d028ab71d58b96c0a6b65629f4c0444347b2489d660dc5c94198bc2f6" diff --git a/python/custom_transformer/pyproject.toml b/python/custom_transformer/pyproject.toml index c5898ac850..edbe03e32b 100644 --- a/python/custom_transformer/pyproject.toml +++ b/python/custom_transformer/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "custom_transformer" -version = "0.13.0" +version = "0.14.0rc0" description = "Custom Transformer Examples. Not intended for use outside KServe Frameworks Images." authors = ["Dan Sun "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" @@ -13,7 +13,7 @@ python = ">=3.9,<3.12" kserve = {path = "../kserve", develop = true} torchvision = {version = "0.15.1+cpu", source = "pytorch"} torch = {version = "2.0.0+cpu", source = "pytorch"} -pillow = "^10.2.0" +pillow = "^10.3.0" [[tool.poetry.source]] diff --git a/python/custom_transformer_grpc.Dockerfile b/python/custom_transformer_grpc.Dockerfile index 89cb47cf3c..b455fcf6f5 100644 --- a/python/custom_transformer_grpc.Dockerfile +++ b/python/custom_transformer_grpc.Dockerfile @@ -1,12 +1,12 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" @@ -28,7 +28,7 @@ COPY custom_transformer custom_transformer RUN cd custom_transformer && poetry install --no-interaction --no-cache -FROM ${BASE_IMAGE} as prod +FROM ${BASE_IMAGE} AS prod COPY third_party third_party diff --git a/python/error_404_isvc.Dockerfile b/python/error_404_isvc.Dockerfile index c74d91ed34..88f2473a01 100644 --- a/python/error_404_isvc.Dockerfile +++ b/python/error_404_isvc.Dockerfile @@ -1,15 +1,15 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder RUN apt-get update && apt-get install -y gcc python3-dev && apt-get clean && \ rm -rf /var/lib/apt/lists/* # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" @@ -33,7 +33,7 @@ COPY test_resources/graph/error_404_isvc error_404_isvc RUN cd error_404_isvc && poetry install --no-interaction --no-cache -FROM ${BASE_IMAGE} as prod +FROM ${BASE_IMAGE} AS prod COPY third_party third_party diff --git a/python/huggingface_server.Dockerfile b/python/huggingface_server.Dockerfile index 561c906f38..c9287b19c6 100644 --- a/python/huggingface_server.Dockerfile +++ b/python/huggingface_server.Dockerfile @@ -1,15 +1,15 @@ ARG BASE_IMAGE=nvidia/cuda:12.4.1-devel-ubuntu22.04 ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 # Install vllm -ARG VLLM_VERSION=0.4.3 +ARG VLLM_VERSION=0.5.5 RUN apt-get update -y && apt-get install gcc python3.10-venv python3-dev -y && apt-get clean && \ rm -rf /var/lib/apt/lists/* @@ -34,9 +34,9 @@ RUN cd huggingfaceserver && poetry install --no-interaction --no-cache RUN pip3 install vllm==${VLLM_VERSION} -FROM nvidia/cuda:12.4.1-runtime-ubuntu22.04 as prod +FROM nvidia/cuda:12.4.1-runtime-ubuntu22.04 AS prod -RUN apt-get update -y && apt-get install python3.10-venv -y && apt-get clean && \ +RUN apt-get update -y && apt-get install python3.10-venv build-essential gcc python3-dev -y && apt-get clean && \ rm -rf /var/lib/apt/lists/* COPY third_party third_party @@ -60,6 +60,9 @@ ENV SAFETENSORS_FAST_GPU="1" ENV HF_HUB_DISABLE_TELEMETRY="1" # NCCL Lib path for vLLM. https://github.com/vllm-project/vllm/blob/ec784b2526219cd96159a52074ab8cd4e684410a/vllm/utils.py#L598-L602 ENV VLLM_NCCL_SO_PATH="/lib/x86_64-linux-gnu/libnccl.so.2" +# https://github.com/vllm-project/vllm/issues/6152 +# Set the multiprocess method to spawn to avoid issues with cuda initialization for `mp` executor backend. +ENV VLLM_WORKER_MULTIPROC_METHOD="spawn" USER 1000 ENTRYPOINT ["python3", "-m", "huggingfaceserver"] diff --git a/python/huggingfaceserver/Makefile b/python/huggingfaceserver/Makefile index 92cf90452a..86732a3046 100644 --- a/python/huggingfaceserver/Makefile +++ b/python/huggingfaceserver/Makefile @@ -1,8 +1,8 @@ dev_install: - poetry install --with test + poetry install --with test -E vllm --no-interaction install_dependencies: - poetry install --with=test --no-interaction --no-root + poetry install --with=test -E vllm --no-interaction --no-root test: type_check pytest -W ignore diff --git a/python/huggingfaceserver/huggingfaceserver/__main__.py b/python/huggingfaceserver/huggingfaceserver/__main__.py index 325e56d6bf..eb2b2c9746 100644 --- a/python/huggingfaceserver/huggingfaceserver/__main__.py +++ b/python/huggingfaceserver/huggingfaceserver/__main__.py @@ -18,6 +18,7 @@ import torch import kserve +from huggingfaceserver.request_logger import RequestLogger from kserve import logging from kserve.logging import logger from kserve.model import PredictorConfig @@ -71,9 +72,16 @@ def list_of_strings(arg): ) parser.add_argument( "--max_length", + dest="max_model_len", type=int, required=False, - help="max sequence length for the tokenizer", + help="max sequence length for the tokenizer. will be deprecated in favour of --max_model_len", +) +parser.add_argument( + "--max_model_len", + type=int, + required=False, + help="max number of tokens the model can process/tokenize. If not mentioned, uses model's max position encodings", ) parser.add_argument( "--disable_lower_case", @@ -113,7 +121,18 @@ def list_of_strings(arg): action="store_true", help="Return all probabilities", ) - +parser.add_argument( + "--disable_log_requests", action="store_true", help="Disable logging requests" +) +parser.add_argument( + "--max_log_len", + "--max-log-len", + type=int, + default=None, + help="Max number of prompt characters or prompt " + "ID numbers being printed in log." + "\n\nDefault: Unlimited", +) parser = maybe_add_vllm_cli_parser(parser) default_dtype = "float16" if torch.cuda.is_available() else "float32" @@ -124,9 +143,11 @@ def list_of_strings(arg): required=False, default="auto", choices=dtype_choices, - help=f"data type to load the weights in. One of {dtype_choices}. Defaults to float16 for GPU and float32 for CPU systems", + help=f"data type to load the weights in. One of {dtype_choices}. " + f"Defaults to float16 for GPU and float32 for CPU systems", ) + args, _ = parser.parse_known_args() # auto for vLLM uses FP16 even for an FP32 model while HF uses FP32 causing inconsistency. @@ -145,6 +166,11 @@ def load_model(): else: model_id_or_path = Path(Storage.download(args.model_dir)) + if args.disable_log_requests: + request_logger = None + else: + request_logger = RequestLogger(max_log_len=args.max_log_len) + if model_id_or_path is None: raise ValueError("You must provide a model_id or model_dir") @@ -154,14 +180,17 @@ def load_model(): if ( (args.backend == Backend.vllm or args.backend == Backend.auto) and vllm_available() - and infer_vllm_supported_from_model_architecture(model_id_or_path) + and infer_vllm_supported_from_model_architecture( + model_id_or_path, + trust_remote_code=args.trust_remote_code, + ) ): from .vllm.vllm_model import VLLMModel args.model = args.model_id or args.model_dir args.revision = args.model_revision engine_args = build_vllm_engine_args(args) - model = VLLMModel(args.model_name, engine_args) + model = VLLMModel(args.model_name, engine_args, request_logger=request_logger) else: kwargs = vars(args) @@ -174,7 +203,9 @@ def load_model(): } model_config = AutoConfig.from_pretrained( - str(model_id_or_path), revision=kwargs.get("model_revision", None) + str(model_id_or_path), + revision=kwargs.get("model_revision", None), + trust_remote_code=kwargs.get("trust_remote_code", False), ) if kwargs.get("task", None): try: @@ -206,9 +237,10 @@ def load_model(): model_revision=kwargs.get("model_revision", None), tokenizer_revision=kwargs.get("tokenizer_revision", None), do_lower_case=not kwargs.get("disable_lower_case", False), - max_length=kwargs["max_length"], + max_length=kwargs["max_model_len"], dtype=dtype, trust_remote_code=kwargs["trust_remote_code"], + request_logger=request_logger, ) else: # Convert dtype from string to torch dtype. Default to float32 @@ -231,12 +263,13 @@ def load_model(): tokenizer_revision=kwargs.get("tokenizer_revision", None), do_lower_case=not kwargs.get("disable_lower_case", False), add_special_tokens=not kwargs.get("disable_special_tokens", False), - max_length=kwargs["max_length"], + max_length=kwargs["max_model_len"], dtype=dtype, trust_remote_code=kwargs["trust_remote_code"], tensor_input_names=kwargs.get("tensor_input_names", None), return_token_type_ids=kwargs.get("return_token_type_ids", None), predictor_config=predictor_config, + request_logger=request_logger, ) model.load() return model @@ -247,9 +280,9 @@ def load_model(): logging.configure_logging(args.log_config_file) try: model = load_model() - kserve.ModelServer().start([model] if model.ready else []) + kserve.ModelServer().start([model]) except Exception as e: import sys - logger.error(f"Failed to start model server: {e}") + logger.error(f"Failed to start model server: {e}", exc_info=True) sys.exit(1) diff --git a/python/huggingfaceserver/huggingfaceserver/encoder_model.py b/python/huggingfaceserver/huggingfaceserver/encoder_model.py index ae52d09c6c..1196a818c7 100644 --- a/python/huggingfaceserver/huggingfaceserver/encoder_model.py +++ b/python/huggingfaceserver/huggingfaceserver/encoder_model.py @@ -16,6 +16,7 @@ from typing import Any, Dict, Optional, Union import torch +import torch.nn.functional as F from accelerate import init_empty_weights from kserve import Model from kserve.errors import InferenceError @@ -30,7 +31,6 @@ from torch import Tensor from transformers import ( AutoConfig, - AutoModel, AutoTokenizer, BatchEncoding, PreTrainedModel, @@ -39,13 +39,14 @@ TensorType, ) +from .request_logger import RequestLogger from .task import ( MLTask, is_generative_task, get_model_class_for_task, infer_task_from_model_architecture, ) -from .utils import _get_and_verify_max_len +from .utils import _get_and_verify_max_len, _mean_pooling class HuggingfaceEncoderModel(Model): # pylint:disable=c-extension-no-member @@ -82,6 +83,7 @@ def __init__( trust_remote_code: bool = False, return_probabilities: bool = False, predictor_config: Optional[PredictorConfig] = None, + request_logger: Optional[RequestLogger] = None, ): super().__init__(model_name, predictor_config) self._device = torch.device("cuda" if torch.cuda.is_available() else "cpu") @@ -96,6 +98,7 @@ def __init__( self.tokenizer_revision = tokenizer_revision self.trust_remote_code = trust_remote_code self.return_probabilities = return_probabilities + self.request_logger = request_logger if model_config: self.model_config = model_config @@ -125,12 +128,13 @@ def load(self) -> bool: model_id_or_path = self.model_id_or_path self.max_length = _get_and_verify_max_len(self.model_config, self.max_length) + model_cls = get_model_class_for_task(self.task) # device_map = "auto" enables model parallelism but all model architcture dont support it. # For pre-check we initialize the model class without weights to check the `_no_split_modules` # device_map = "auto" for models that support this else set to either cuda/cpu with init_empty_weights(): - self._model = AutoModel.from_config(self.model_config) + self._model = model_cls.from_config(self.model_config) device_map = self._device @@ -157,7 +161,6 @@ def load(self) -> bool: # load huggingface model using from_pretrained for inference mode if not self.predictor_host: - model_cls = get_model_class_for_task(self.task) self._model = model_cls.from_pretrained( model_id_or_path, revision=self.model_revision, @@ -188,6 +191,11 @@ def preprocess( context: Dict[str, Any], ) -> Union[BatchEncoding, InferRequest]: instances = get_predict_input(payload) + if isinstance(payload, InferRequest): + request_id = payload.id + else: + request_id = "N.A." + self._log_request(request_id, instances) # Serialize to tensor if self.predictor_host: inputs = self._tokenizer( @@ -201,6 +209,8 @@ def preprocess( ) context["payload"] = payload context["input_ids"] = inputs["input_ids"] + if self.task == MLTask.text_embedding: + context["attention_mask"] = inputs["attention_mask"] infer_inputs = [] for key, input_tensor in inputs.items(): if (not self.tensor_input_names) or (key in self.tensor_input_names): @@ -227,6 +237,8 @@ def preprocess( ) context["payload"] = payload context["input_ids"] = inputs["input_ids"] + if self.task == MLTask.text_embedding: + context["attention_mask"] = inputs["attention_mask"] return inputs async def predict( @@ -242,7 +254,12 @@ async def predict( input_batch = input_batch.to(self._device) try: with torch.no_grad(): - outputs = self._model(**input_batch).logits + outputs = self._model(**input_batch) + if self.task == MLTask.text_embedding.value: + # last_hidden_state contains all token embeddings + outputs = outputs.last_hidden_state + else: + outputs = outputs.logits return outputs except Exception as e: raise InferenceError(str(e)) @@ -299,7 +316,23 @@ def postprocess( predictions = torch.argmax(output, dim=2) inferences.append(predictions.tolist()) return get_predict_response(request, inferences, self.name) + elif self.task == MLTask.text_embedding: + # Perform pooling + outputs = _mean_pooling(outputs, context["attention_mask"]) + # Normalize embeddings + outputs = F.normalize(outputs, p=2, dim=1) + num_rows, _ = outputs.shape + for i in range(num_rows): + inferences.append(outputs[i].tolist()) + return get_predict_response(request, inferences, self.name) else: raise ValueError( f"Unsupported task {self.task}. Please check the supported `task` option." ) + + def _log_request(self, request_id: str, prompt: list[str]) -> None: + if self.request_logger: + self.request_logger.log_inputs( + request_id, + prompt=prompt, + ) diff --git a/python/huggingfaceserver/huggingfaceserver/generative_model.py b/python/huggingfaceserver/huggingfaceserver/generative_model.py index c62eb30438..f9b6052ece 100644 --- a/python/huggingfaceserver/huggingfaceserver/generative_model.py +++ b/python/huggingfaceserver/huggingfaceserver/generative_model.py @@ -47,7 +47,6 @@ from kserve.constants.constants import LLM_STATS_KEY from transformers import ( AutoConfig, - AutoModel, AutoTokenizer, GenerationConfig, PreTrainedModel, @@ -59,6 +58,7 @@ set_seed, ) from kserve.metrics import LLMStats +from .request_logger import RequestLogger from .stop_sequence_stopping_criteria import StopSequenceStoppingCriteria from .task import ( @@ -152,6 +152,7 @@ def __init__( tokenizer_revision: Optional[str] = None, trust_remote_code: bool = False, system_fingerprint: Optional[str] = None, + request_logger: Optional[RequestLogger] = None, ): super().__init__(name) self.model_config = model_config @@ -165,11 +166,14 @@ def __init__( self.trust_remote_code = trust_remote_code self._device = torch.device("cuda" if torch.cuda.is_available() else "cpu") self._request_queue = queue.Queue() + self.request_logger = request_logger if model_config: self.model_config = model_config else: - self.model_config = AutoConfig.from_pretrained(self.model_id_or_path) + self.model_config = AutoConfig.from_pretrained( + self.model_id_or_path, trust_remote_code=self.trust_remote_code + ) if task: self.task = task else: @@ -183,12 +187,15 @@ def load(self) -> bool: model_id_or_path = self.model_id_or_path self.max_length = _get_and_verify_max_len(self.model_config, self.max_length) + model_cls = get_model_class_for_task(self.task) - # device_map = "auto" enables model parallelism but all model architcture dont support it. + # device_map = "auto" enables model parallelism but all model architecture don't support it. # For pre-check we initialize the model class without weights to check the `_no_split_modules` # device_map = "auto" for models that support this else set to either cuda/cpu with init_empty_weights(): - self._model = AutoModel.from_config(self.model_config) + self._model = model_cls.from_config( + self.model_config, trust_remote_code=self.trust_remote_code + ) device_map = self._device @@ -222,7 +229,6 @@ def load(self) -> bool: logger.info("Successfully loaded tokenizer") # load huggingface model using from_pretrained for inference mode - model_cls = get_model_class_for_task(self.task) self._model = model_cls.from_pretrained( model_id_or_path, revision=self.model_revision, @@ -387,7 +393,9 @@ def apply_chat_template( prompt=cast( str, self._tokenizer.apply_chat_template( - [m.model_dump() for m in messages], tokenize=False + [m.model_dump() for m in messages], + tokenize=False, + add_generation_prompt=True, ), ) ) @@ -395,6 +403,7 @@ def apply_chat_template( async def create_completion( self, request: CompletionRequest ) -> Union[Completion, AsyncIterator[Completion]]: + self._log_request(request) params = request.params if params.prompt is None: raise ValueError("prompt is required") @@ -492,3 +501,17 @@ async def create_completion( total_tokens=stats.num_prompt_tokens + stats.num_generation_tokens, ), ) + + def _log_request(self, request: CompletionRequest) -> None: + is_prompt_token = isinstance(request.params.prompt, list) and ( + isinstance(request.params.prompt[0], int) + or isinstance(request.params.prompt[0], list) + and isinstance(request.params.prompt[0][0], int) + ) + if self.request_logger: + self.request_logger.log_inputs( + request_id=request.request_id, + prompt=request.params.prompt if not is_prompt_token else None, + prompt_token_ids=request.params.prompt if is_prompt_token else None, + params=request.params.model_dump(exclude={"prompt"}), + ) diff --git a/python/huggingfaceserver/huggingfaceserver/request_logger.py b/python/huggingfaceserver/huggingfaceserver/request_logger.py new file mode 100644 index 0000000000..238bcc3b33 --- /dev/null +++ b/python/huggingfaceserver/huggingfaceserver/request_logger.py @@ -0,0 +1,60 @@ +# Copyright 2024 The KServe Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from typing import Optional, List, Union, Any + +from kserve.logging import trace_logger + + +class RequestLogger: + + def __init__(self, *, max_log_len: Optional[int]) -> None: + super().__init__() + + self.max_log_len = max_log_len + + def log_inputs( + self, + request_id: str, + prompt: Optional[Union[str, List[str]]] = None, + prompt_token_ids: Optional[List[int]] = None, + params: Optional[Any] = None, + lora_request: Optional[Any] = None, + prompt_adapter_request: Optional[Any] = None, + ) -> None: + max_log_len = self.max_log_len + if max_log_len is not None: + if prompt is not None: + if isinstance(prompt, list): + for i, p in enumerate(prompt): + prompt[i] = p[:max_log_len] + prompt = prompt[:max_log_len] + + if prompt_token_ids is not None: + if isinstance(prompt_token_ids, list): + for i, p in enumerate(prompt_token_ids): + prompt_token_ids[i] = p[:max_log_len] + prompt_token_ids = prompt_token_ids[:max_log_len] + + trace_logger.info( + "Received request %s: prompt: %r, " + "params: %s, prompt_token_ids: %s, " + "lora_request: %s, prompt_adapter_request: %s.", + request_id, + prompt, + params, + prompt_token_ids, + lora_request, + prompt_adapter_request, + ) diff --git a/python/huggingfaceserver/huggingfaceserver/task.py b/python/huggingfaceserver/huggingfaceserver/task.py index 96213488f6..9a576cc4a1 100644 --- a/python/huggingfaceserver/huggingfaceserver/task.py +++ b/python/huggingfaceserver/huggingfaceserver/task.py @@ -42,6 +42,7 @@ class MLTask(str, Enum): text_generation = auto() text2text_generation = auto() multiple_choice = auto() + text_embedding = auto() @classmethod def _missing_(cls, value: str): @@ -74,6 +75,7 @@ def _missing_(cls, value: str): MLTask.text_generation: AutoModelForCausalLM, MLTask.text2text_generation: AutoModelForSeq2SeqLM, MLTask.multiple_choice: AutoModelForMultipleChoice, + MLTask.text_embedding: AutoModel, } SUPPORTED_TASKS = { @@ -82,6 +84,7 @@ def _missing_(cls, value: str): MLTask.fill_mask, MLTask.text_generation, MLTask.text2text_generation, + MLTask.text_embedding, } diff --git a/python/huggingfaceserver/huggingfaceserver/test_output.py b/python/huggingfaceserver/huggingfaceserver/test_output.py deleted file mode 100644 index 9809838f29..0000000000 --- a/python/huggingfaceserver/huggingfaceserver/test_output.py +++ /dev/null @@ -1,183 +0,0 @@ -# Copyright 2024 The KServe Authors. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. - -from pytest import approx - - -bert_token_classification_retrun_prob_expected_output = { - "predictions": [ - [ - [ - { - 0: approx(10.125612258911133), - 1: approx(-1.818464756011963), - 2: approx(-1.3191171884536743), - 3: approx(-1.9324339628219604), - 4: approx(-1.4850239753723145), - 5: approx(-1.69266676902771), - 6: approx(-0.898107647895813), - 7: approx(-1.725127935409546), - 8: approx(0.32057392597198486), - }, - { - 0: approx(9.647306442260742), - 1: approx(-2.112745523452759), - 2: approx(-0.8831668496131897), - 3: approx(-2.719135046005249), - 4: approx(-0.47473397850990295), - 5: approx(-2.2424018383026123), - 6: approx(0.6101505160331726), - 7: approx(-2.2192084789276123), - 8: approx(-0.654518187046051), - }, - { - 0: approx(10.364561080932617), - 1: approx(-2.240158796310425), - 2: approx(-0.9236820340156555), - 3: approx(-2.623302936553955), - 4: approx(-0.501063346862793), - 5: approx(-1.9418426752090454), - 6: approx(-0.041013482958078384), - 7: approx(-2.12089204788208), - 8: approx(-1.2565152645111084), - }, - { - 0: approx(9.21961784362793), - 1: approx(-2.1359012126922607), - 2: approx(-0.1689995676279068), - 3: approx(-3.0277929306030273), - 4: approx(0.2589835822582245), - 5: approx(-2.4426753520965576), - 6: approx(0.4815778136253357), - 7: approx(-2.3223936557769775), - 8: approx(-0.23837946355342865), - }, - { - 0: approx(11.023712158203125), - 1: approx(-2.0757784843444824), - 2: approx(-0.8648976683616638), - 3: approx(-2.6088907718658447), - 4: approx(-0.781069278717041), - 5: approx(-1.7040152549743652), - 6: approx(-0.5265535712242126), - 7: approx(-1.7141871452331543), - 8: approx(-1.0127886533737183), - }, - { - 0: approx(9.288057327270508), - 1: approx(-1.9795234203338623), - 2: approx(0.3095782697200775), - 3: approx(-2.781409740447998), - 4: approx(-0.4492073655128479), - 5: approx(-1.7794851064682007), - 6: approx(-0.3115033507347107), - 7: approx(-2.0755014419555664), - 8: approx(-0.8829556107521057), - }, - { - 0: approx(7.968824863433838), - 1: approx(-2.0212578773498535), - 2: approx(-0.43740716576576233), - 3: approx(-3.6762948036193848), - 4: approx(-0.012759938836097717), - 5: approx(-2.320978879928589), - 6: approx(0.6871926784515381), - 7: approx(-2.541991949081421), - 8: approx(0.32606029510498047), - }, - ] - ], - [ - [ - { - 0: approx(10.125612258911133), - 1: approx(-1.818464756011963), - 2: approx(-1.3191171884536743), - 3: approx(-1.9324339628219604), - 4: approx(-1.4850239753723145), - 5: approx(-1.69266676902771), - 6: approx(-0.898107647895813), - 7: approx(-1.725127935409546), - 8: approx(0.32057392597198486), - }, - { - 0: approx(9.647306442260742), - 1: approx(-2.112745523452759), - 2: approx(-0.8831668496131897), - 3: approx(-2.719135046005249), - 4: approx(-0.47473397850990295), - 5: approx(-2.2424018383026123), - 6: approx(0.6101505160331726), - 7: approx(-2.2192084789276123), - 8: approx(-0.654518187046051), - }, - { - 0: approx(10.364561080932617), - 1: approx(-2.240158796310425), - 2: approx(-0.9236820340156555), - 3: approx(-2.623302936553955), - 4: approx(-0.501063346862793), - 5: approx(-1.9418426752090454), - 6: approx(-0.041013482958078384), - 7: approx(-2.12089204788208), - 8: approx(-1.2565152645111084), - }, - { - 0: approx(9.21961784362793), - 1: approx(-2.1359012126922607), - 2: approx(-0.1689995676279068), - 3: approx(-3.0277929306030273), - 4: approx(0.2589835822582245), - 5: approx(-2.4426753520965576), - 6: approx(0.4815778136253357), - 7: approx(-2.3223936557769775), - 8: approx(-0.23837946355342865), - }, - { - 0: approx(11.023712158203125), - 1: approx(-2.0757784843444824), - 2: approx(-0.8648976683616638), - 3: approx(-2.6088907718658447), - 4: approx(-0.781069278717041), - 5: approx(-1.7040152549743652), - 6: approx(-0.5265535712242126), - 7: approx(-1.7141871452331543), - 8: approx(-1.0127886533737183), - }, - { - 0: approx(9.288057327270508), - 1: approx(-1.9795234203338623), - 2: approx(0.3095782697200775), - 3: approx(-2.781409740447998), - 4: approx(-0.4492073655128479), - 5: approx(-1.7794851064682007), - 6: approx(-0.3115033507347107), - 7: approx(-2.0755014419555664), - 8: approx(-0.8829556107521057), - }, - { - 0: approx(7.968824863433838), - 1: approx(-2.0212578773498535), - 2: approx(-0.43740716576576233), - 3: approx(-3.6762948036193848), - 4: approx(-0.012759938836097717), - 5: approx(-2.320978879928589), - 6: approx(0.6871926784515381), - 7: approx(-2.541991949081421), - 8: approx(0.32606029510498047), - }, - ] - ], - ] -} diff --git a/python/huggingfaceserver/huggingfaceserver/utils.py b/python/huggingfaceserver/huggingfaceserver/utils.py index 1762110270..32b31a036d 100644 --- a/python/huggingfaceserver/huggingfaceserver/utils.py +++ b/python/huggingfaceserver/huggingfaceserver/utils.py @@ -12,13 +12,15 @@ # See the License for the specific language governing permissions and # limitations under the License. +import torch from transformers import PretrainedConfig from typing import Optional -from kserve.logging import logger -"This implementation is based on vLLM's _get_and_verify_max_len https://github.com/vllm-project/vllm/blob/a377f0bd5e1fa0ca069e3dbf28f4de5af64d0bb1/vllm/config.py#L1160" +from kserve.logging import logger +# "This implementation is based on vLLM's _get_and_verify_max_len " +# "https://github.com/vllm-project/vllm/blob/a377f0bd5e1fa0ca069e3dbf28f4de5af64d0bb1/vllm/config.py#L1160" def _get_and_verify_max_len( hf_config: PretrainedConfig, max_model_len: Optional[int], @@ -121,3 +123,19 @@ def _get_and_verify_max_len( "value is correct and within the model context size." ) return int(max_model_len) + + +def _mean_pooling(token_embeddings, attention_mask): + """ + Take attention mask into account for correct averaging. + + This implementation is taken from the sentence-transformers library: + https://github.com/UKPLab/sentence-transformers/blob/f012ab33189d23cef0dd00df7c5642ebb0bac2d4/sentence_transformers/model_card_templates.py#L136-L146 + """ + + input_mask_expanded = ( + attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float() + ) + return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp( + input_mask_expanded.sum(1), min=1e-9 + ) diff --git a/python/huggingfaceserver/huggingfaceserver/vllm/utils.py b/python/huggingfaceserver/huggingfaceserver/vllm/utils.py index abfea5ff51..f2cbcbd1d1 100644 --- a/python/huggingfaceserver/huggingfaceserver/vllm/utils.py +++ b/python/huggingfaceserver/huggingfaceserver/vllm/utils.py @@ -36,11 +36,14 @@ def vllm_available() -> bool: def infer_vllm_supported_from_model_architecture( model_config_path: Union[Path, str], + trust_remote_code: bool = False, ) -> bool: if not _vllm: return False - model_config = AutoConfig.from_pretrained(model_config_path) + model_config = AutoConfig.from_pretrained( + model_config_path, trust_remote_code=trust_remote_code + ) for architecture in model_config.architectures: if architecture not in ModelRegistry.get_supported_archs(): logger.info("not a supported model by vLLM") diff --git a/python/huggingfaceserver/huggingfaceserver/vllm/vllm_completions.py b/python/huggingfaceserver/huggingfaceserver/vllm/vllm_completions.py index 8c1a033a68..03390688b9 100644 --- a/python/huggingfaceserver/huggingfaceserver/vllm/vllm_completions.py +++ b/python/huggingfaceserver/huggingfaceserver/vllm/vllm_completions.py @@ -12,11 +12,8 @@ # See the License for the specific language governing permissions and # limitations under the License. -import time -import torch import asyncio -from vllm.sampling_params import SamplingParams -from vllm.utils import random_uuid +import time from typing import ( AsyncGenerator, AsyncIterator, @@ -26,15 +23,27 @@ Optional, Tuple, Union, + Iterator, ) +from http import HTTPStatus + +import torch +from vllm import PoolingParams +from vllm.entrypoints.logger import RequestLogger +from vllm.inputs.parse import parse_and_batch_prompt +from vllm.lora.request import LoRARequest +from vllm.prompt_adapter.request import PromptAdapterRequest +from vllm.sampling_params import SamplingParams +from vllm.utils import random_uuid + from vllm.outputs import RequestOutput from vllm.entrypoints.openai.serving_completion import ( - parse_prompt_format, merge_async_iterators, ) from vllm.engine.async_llm_engine import AsyncLLMEngine from vllm.transformers_utils.tokenizer import get_tokenizer from vllm.sequence import Logprob + from kserve.protocol.rest.openai.types.openapi import ( Choice as CompletionChoice, CompletionUsage, @@ -42,8 +51,7 @@ CreateCompletionResponse as Completion, Logprobs, ) -from kserve.errors import InvalidInput -from kserve.protocol.rest.openai.errors import OpenAIError +from kserve.protocol.rest.openai.errors import OpenAIError, create_error_response from kserve.protocol.rest.openai import ChatCompletionRequestMessage, CompletionRequest @@ -82,11 +90,12 @@ def logit_bias_logits_processor( class OpenAIServingCompletion: - def __init__(self, engine: AsyncLLMEngine): + def __init__(self, engine: AsyncLLMEngine, request_logger: RequestLogger = None): self.engine = engine self.max_model_len = 0 self.tokenizer = None + self.request_logger = request_logger try: event_loop = asyncio.get_running_loop() @@ -130,27 +139,27 @@ async def create_completion(self, completion_request: CompletionRequest): generators = [] try: sampling_params = to_sampling_params(request) - prompt_is_tokens, prompts = parse_prompt_format(request.prompt) - - for i, prompt in enumerate(prompts): - if prompt_is_tokens: - input_ids = self._validate_prompt_and_tokenize( - request, prompt_ids=prompt - ) - else: - input_ids = self._validate_prompt_and_tokenize( - request, prompt=prompt - ) + prompts = list( + self._tokenize_prompt_input_or_inputs( + request, + request.prompt, + # TODO: Introduce vLLM specific sampling params + # truncate_prompt_tokens=sampling_params.truncate_prompt_tokens, + # add_special_tokens=request.add_special_tokens, + ) + ) + for i, prompt_inputs in enumerate(prompts): + self._log_inputs(request_id, prompt_inputs, sampling_params) generators.append( self.engine.generate( - {"prompt": prompt, "prompt_token_ids": input_ids}, + {"prompt_token_ids": prompt_inputs[0]}, sampling_params, f"{request_id}-{i}", ) ) except Exception as e: - raise OpenAIError(str(e)) + raise e if isinstance(e, OpenAIError) else OpenAIError(str(e)) result_generator: AsyncIterator[Tuple[int, RequestOutput]] = ( merge_async_iterators(*generators) @@ -166,6 +175,7 @@ async def create_completion(self, completion_request: CompletionRequest): if stream: return self.completion_stream_generator( request, + prompts, result_generator, request_id, created_time, @@ -177,6 +187,8 @@ async def create_completion(self, completion_request: CompletionRequest): final_res_batch: List[RequestOutput] = [None] * len(prompts) try: async for i, res in result_generator: + if res.prompt is None: + res.prompt = prompts[i][1] final_res_batch[i] = res response = self.request_output_to_completion_response( final_res_batch, request, request_id, created_time, model_name @@ -189,6 +201,7 @@ async def create_completion(self, completion_request: CompletionRequest): async def completion_stream_generator( self, request: CreateCompletionRequest, + prompts: List[Tuple[List[int], str]], result_generator: AsyncIterator[Tuple[int, RequestOutput]], request_id: str, created_time: int, @@ -201,6 +214,8 @@ async def completion_stream_generator( try: async for prompt_idx, res in result_generator: + if res.prompt is None: + res.prompt = prompts[prompt_idx][1] for output in res.outputs: i = output.index + prompt_idx * request.n @@ -214,8 +229,10 @@ async def completion_stream_generator( elif request.echo and request.max_tokens > 0 and not has_echoed[i]: # echo the prompt and first token delta_text = res.prompt + output.text - delta_token_ids = res.prompt_token_ids + output.token_ids - top_logprobs = res.prompt_logprobs + (output.logprobs or []) + delta_token_ids = res.prompt_token_ids + list(output.token_ids) + top_logprobs = (res.prompt_logprobs or []) + ( + output.logprobs or [] + ) has_echoed[i] = True else: # return just the delta @@ -292,8 +309,10 @@ def request_output_to_completion_response( top_logprobs = prompt_logprobs output_text = prompt_text elif request.echo and request.max_tokens > 0: - token_ids = prompt_token_ids + output.token_ids - top_logprobs = prompt_logprobs + output.logprobs + token_ids = prompt_token_ids + list(output.token_ids) + top_logprobs = output.logprobs or prompt_logprobs + if output.logprobs and prompt_logprobs: + top_logprobs = prompt_logprobs + output.logprobs output_text = prompt_text + output.text else: token_ids = output.token_ids @@ -341,7 +360,9 @@ def apply_chat_template( self, messages: Iterable[ChatCompletionRequestMessage,], ): - return self.tokenizer.apply_chat_template(conversation=messages, tokenize=False) + return self.tokenizer.apply_chat_template( + conversation=messages, tokenize=False, add_generation_prompt=True + ) async def _post_init(self): engine_model_config = await self.engine.get_model_config() @@ -352,70 +373,181 @@ async def _post_init(self): engine_model_config.tokenizer, tokenizer_mode=engine_model_config.tokenizer_mode, trust_remote_code=engine_model_config.trust_remote_code, + revision=engine_model_config.tokenizer_revision, ) - def _validate_prompt_and_tokenize( + def _validate_input( self, - request: Union[CreateCompletionRequest], - prompt: Optional[str] = None, - prompt_ids: Optional[List[int]] = None, - ) -> List[int]: - if not (prompt or prompt_ids): - raise InvalidInput("Either prompt or prompt_ids should be provided.") - if prompt and prompt_ids: - raise InvalidInput("Only one of prompt or prompt_ids should be provided.") - - input_ids = ( - prompt_ids if prompt_ids is not None else self.tokenizer(prompt).input_ids - ) + request: CreateCompletionRequest, + input_ids: List[int], + input_text: str, + ) -> Tuple[List[int], str]: token_num = len(input_ids) if request.max_tokens is None: request.max_tokens = self.max_model_len - token_num if token_num + request.max_tokens > self.max_model_len: - raise InvalidInput( - f"This model's maximum context length is " - f"{self.max_model_len} tokens. However, you requested " - f"{request.max_tokens + token_num} tokens " - f"({token_num} in the messages, " - f"{request.max_tokens} in the completion). " - f"Please reduce the length of the messages or completion.", + raise OpenAIError( + response=create_error_response( + f"This model's maximum context length is " + f"{self.max_model_len} tokens. However, you requested " + f"{request.max_tokens + token_num} tokens " + f"({token_num} in the messages, " + f"{request.max_tokens} in the completion). " + f"Please reduce the length of the messages or completion.", + err_type="BadRequest", + status_code=HTTPStatus.BAD_REQUEST, + ) ) else: - return input_ids + return input_ids, input_text + + def _tokenize_prompt_input_or_inputs( + self, + request: CreateCompletionRequest, + input_or_inputs: Union[str, List[str], List[int], List[List[int]]], + # TODO: Introduce vLLM specific sampling params + # truncate_prompt_tokens: Optional[Annotated[int, Field(ge=1)]] = None, + add_special_tokens: bool = True, + ) -> Iterator[tuple[list[int], str]]: + """ + Tokenize/detokenize depending on the input format. + + According to `OpenAI API `_ + , each input can be a string or array of tokens. Note that each request + can pass one or more inputs. + """ + for prompt_input in parse_and_batch_prompt(input_or_inputs): + # Although our type checking is based on mypy, + # VSCode Pyright extension should still work properly + # "is True" is required for Pyright to perform type narrowing + # See: https://github.com/microsoft/pyright/issues/7672 + if prompt_input["is_tokens"] is False: + yield self._normalize_prompt_text_to_input( + request, + prompt=prompt_input["content"], + # truncate_prompt_tokens=truncate_prompt_tokens, + add_special_tokens=add_special_tokens, + ) + else: + yield self._normalize_prompt_tokens_to_input( + request, + prompt_ids=prompt_input["content"], + # truncate_prompt_tokens=truncate_prompt_tokens, + ) + + def _normalize_prompt_text_to_input( + self, + request: CreateCompletionRequest, + prompt: str, + # TODO: Introduce vLLM specific sampling params + # truncate_prompt_tokens: Optional[Annotated[int, Field(ge=1)]], + add_special_tokens: bool, + ) -> tuple[list[int], str]: + encoded = self.tokenizer(prompt, add_special_tokens=add_special_tokens) + # if truncate_prompt_tokens is not None: + # encoded = self.tokenizer(prompt, + # add_special_tokens=add_special_tokens, + # truncation=True, + # max_length=truncate_prompt_tokens) + + input_ids = encoded.input_ids + input_text = prompt + return self._validate_input(request, input_ids, input_text) + + def _normalize_prompt_tokens_to_input( + self, + request: CreateCompletionRequest, + prompt_ids: List[int], + # TODO: Introduce vLLM specific sampling params + # truncate_prompt_tokens: Optional[Annotated[int, Field(ge=1)]], + ) -> tuple[list[int], str]: + input_ids = prompt_ids + # if truncate_prompt_tokens is not None: + # input_ids = prompt_ids[-truncate_prompt_tokens:] + + input_text = self.tokenizer.decode(input_ids) + return self._validate_input(request, input_ids, input_text) + + def _get_decoded_token(self, logprob: Logprob, token_id: int) -> str: + if logprob.decoded_token is not None: + return logprob.decoded_token + return self.tokenizer.decode(token_id) def _create_logprobs( self, token_ids: List[int], - top_logprobs: Optional[List[Optional[Dict[int, Logprob]]]] = None, - num_output_top_logprobs: Optional[int] = None, + top_logprobs: List[Optional[Dict[int, Logprob]]], + num_output_top_logprobs: int, initial_text_offset: int = 0, ) -> Logprobs: """Create OpenAI-style logprobs.""" - logprobs = Logprobs(text_offset=[], tokens=[], token_logprobs=[]) + logprobs = Logprobs( + text_offset=[], + token_logprobs=[], + tokens=[], + top_logprobs=[], + ) + last_token_len = 0 - if num_output_top_logprobs: - logprobs.top_logprobs = [] + for i, token_id in enumerate(token_ids): step_top_logprobs = top_logprobs[i] - if step_top_logprobs is not None: - token_logprob = step_top_logprobs[token_id].logprob + if step_top_logprobs is None: + token = self.tokenizer.decode(token_id) + logprobs.tokens.append(token) + logprobs.token_logprobs.append(None) + logprobs.top_logprobs.append(None) else: - token_logprob = None - token = step_top_logprobs[token_id].decoded_token - logprobs.tokens.append(token) - logprobs.token_logprobs.append(token_logprob) + token = self._get_decoded_token(step_top_logprobs[token_id], token_id) + token_logprob = max(step_top_logprobs[token_id].logprob, -9999.0) + logprobs.tokens.append(token) + logprobs.token_logprobs.append(token_logprob) + + # makes sure to add the top num_output_top_logprobs + 1 + # logprobs, as defined in the openai API + # (cf. https://github.com/openai/openai-openapi/blob/893ba52242dbd5387a97b96444ee1c742cfce9bd/openapi.yaml#L7153) + logprobs.top_logprobs.append( + { + # Convert float("-inf") to the + # JSON-serializable float that OpenAI uses + self._get_decoded_token(top_lp[1], top_lp[0]): max( + top_lp[1].logprob, -9999.0 + ) + for i, top_lp in enumerate(step_top_logprobs.items()) + if num_output_top_logprobs >= i + } + ) + if len(logprobs.text_offset) == 0: logprobs.text_offset.append(initial_text_offset) else: logprobs.text_offset.append(logprobs.text_offset[-1] + last_token_len) last_token_len = len(token) - if num_output_top_logprobs: - logprobs.top_logprobs.append( - {p.decoded_token: p.logprob for i, p in step_top_logprobs.items()} - if step_top_logprobs - else None - ) return logprobs + + def _log_inputs( + self, + request_id: str, + input: Tuple[List[int], str], + params: Optional[Union[SamplingParams, PoolingParams]] = None, + lora_request: Optional[LoRARequest] = None, + prompt_adapter_request: Optional[PromptAdapterRequest] = None, + ): + if self.request_logger is None: + return + prompt_token_ids, prompt = input + max_log_len = self.request_logger.max_log_len + if max_log_len is not None: + prompt = prompt[:max_log_len] + prompt_token_ids = prompt_token_ids[:max_log_len] + self.request_logger.log_inputs( + request_id, + prompt, + prompt_token_ids, + params, + lora_request, + prompt_adapter_request, + ) diff --git a/python/huggingfaceserver/huggingfaceserver/vllm/vllm_model.py b/python/huggingfaceserver/huggingfaceserver/vllm/vllm_model.py index 059af5098e..1033da0f8f 100644 --- a/python/huggingfaceserver/huggingfaceserver/vllm/vllm_model.py +++ b/python/huggingfaceserver/huggingfaceserver/vllm/vllm_model.py @@ -12,10 +12,13 @@ # See the License for the specific language governing permissions and # limitations under the License. -from typing import Any, AsyncIterator, Iterable, Optional, Union +from typing import AsyncIterator, Iterable, Optional, Union import torch +from vllm.entrypoints.logger import RequestLogger + from kserve import Model +from kserve.errors import ModelNotReady from kserve.model import PredictorConfig from kserve.protocol.rest.openai import ( ChatCompletionRequestMessage, @@ -25,31 +28,44 @@ ) from kserve.protocol.rest.openai.types import Completion from vllm.engine.async_llm_engine import AsyncLLMEngine +from vllm import AsyncEngineArgs from .vllm_completions import OpenAIServingCompletion class VLLMModel(Model, OpenAIChatAdapterModel): # pylint:disable=c-extension-no-member vllm_engine: AsyncLLMEngine - vllm_engine_args: Any = None + vllm_engine_args: AsyncEngineArgs = None ready: bool = False def __init__( self, model_name: str, - engine_args=None, + engine_args: AsyncEngineArgs = None, predictor_config: Optional[PredictorConfig] = None, + request_logger: Optional[RequestLogger] = None, ): super().__init__(model_name, predictor_config) self.vllm_engine_args = engine_args + self.request_logger = request_logger def load(self) -> bool: - self.vllm_engine_args.tensor_parallel_size = torch.cuda.device_count() + if torch.cuda.is_available(): + self.vllm_engine_args.tensor_parallel_size = torch.cuda.device_count() self.vllm_engine = AsyncLLMEngine.from_engine_args(self.vllm_engine_args) - self.openai_serving_completion = OpenAIServingCompletion(self.vllm_engine) + self.openai_serving_completion = OpenAIServingCompletion( + self.vllm_engine, self.request_logger + ) self.ready = True return self.ready + async def healthy(self) -> bool: + try: + await self.vllm_engine.check_health() + except Exception as e: + raise ModelNotReady(self.name) from e + return True + def apply_chat_template( self, messages: Iterable[ChatCompletionRequestMessage,], diff --git a/python/huggingfaceserver/poetry.lock b/python/huggingfaceserver/poetry.lock index 2fc0205d7e..29d3e77aba 100644 --- a/python/huggingfaceserver/poetry.lock +++ b/python/huggingfaceserver/poetry.lock @@ -2,18 +2,18 @@ [[package]] name = "accelerate" -version = "0.30.1" +version = "0.32.1" description = "Accelerate" optional = false python-versions = ">=3.8.0" files = [ - {file = "accelerate-0.30.1-py3-none-any.whl", hash = "sha256:8dd4edd532a4dac72558c5fe6fe8cb70d0c8ec9e8733f48db97d51ee41cbe763"}, - {file = "accelerate-0.30.1.tar.gz", hash = "sha256:96779c618889646b86dc928c9e55e86e50a7ccab59e1692e22096481977ae682"}, + {file = "accelerate-0.32.1-py3-none-any.whl", hash = "sha256:71fcf4be00872194071de561634268b71417d7f5b16b178e2fa76b6f117c52b0"}, + {file = "accelerate-0.32.1.tar.gz", hash = "sha256:3999acff0237cd0d4f9fd98b42d5a3163544777b53fc4f1eec886b77e992d177"}, ] [package.dependencies] huggingface-hub = "*" -numpy = ">=1.17" +numpy = ">=1.17,<2.0.0" packaging = ">=20.0" psutil = "*" pyyaml = "*" @@ -31,92 +31,119 @@ test-prod = ["parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-subtests", "py test-trackers = ["comet-ml", "dvclive", "tensorboard", "wandb"] testing = ["bitsandbytes", "datasets", "diffusers", "evaluate", "parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-subtests", "pytest-xdist", "scikit-learn", "scipy", "timm", "torchpippy (>=0.2.0)", "tqdm", "transformers"] +[[package]] +name = "aiohappyeyeballs" +version = "2.4.0" +description = "Happy Eyeballs for asyncio" +optional = true +python-versions = ">=3.8" +files = [ + {file = "aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = 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= ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"] +cover = ["pytest-cov"] +doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +enabler = ["pytest-enabler (>=2.2)"] +test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"] +type = ["pytest-mypy"] + [extras] vllm = ["vllm"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "915f38bf2721a2b447effcfb2d28bc375f55279ef3e935b6df969057fa811afc" +content-hash = "7f6366cebbda6cfc3e57fb3688ed28feefbcfe62f1f6d2b354dcbb5f16a9402b" diff --git a/python/huggingfaceserver/pyproject.toml b/python/huggingfaceserver/pyproject.toml index b51aa68549..e29cf1fd44 100644 --- a/python/huggingfaceserver/pyproject.toml +++ b/python/huggingfaceserver/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "huggingfaceserver" -version = "0.13.0" +version = "0.14.0rc0" description = "Model Server implementation for huggingface. Not intended for use outside KServe Frameworks Images." authors = ["Dan Sun "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" @@ -12,10 +12,10 @@ packages = [ [tool.poetry.dependencies] python = ">=3.9,<3.12" kserve = { path = "../kserve", extras = ["storage"], develop = true } -transformers = "~4.40.2" -accelerate = "~0.30.0" -torch = "~2.3.0" -vllm = { version = "^0.4.3", optional = true } +transformers = "~4.43.3" +accelerate = "~0.32.0" +torch = "~2.4.0" +vllm = { version = "^0.5.5", optional = true } [tool.poetry.extras] vllm = [ @@ -29,7 +29,7 @@ optional = true pytest = "^7.2.0" pytest-cov = "^4.0.0" mypy = "^0.991" -pytest-asyncio = "^0.20.3" +pytest-asyncio = ">=0.23.4, <1.0.0" pytest_httpx = "^v0.28.0" [tool.poetry.group.dev] diff --git a/python/huggingfaceserver/huggingfaceserver/test_model.py b/python/huggingfaceserver/tests/test_model.py similarity index 86% rename from python/huggingfaceserver/huggingfaceserver/test_model.py rename to python/huggingfaceserver/tests/test_model.py index d02ba1dbe1..1e817fad6b 100644 --- a/python/huggingfaceserver/huggingfaceserver/test_model.py +++ b/python/huggingfaceserver/tests/test_model.py @@ -13,7 +13,7 @@ # limitations under the License. import pytest - +import torch from kserve.model import PredictorConfig from kserve.protocol.rest.openai import ChatCompletionRequest, CompletionRequest from kserve.protocol.rest.openai.types import ( @@ -24,12 +24,12 @@ from transformers import AutoConfig from pytest import approx -from .task import infer_task_from_model_architecture -from .encoder_model import HuggingfaceEncoderModel -from .generative_model import HuggingfaceGenerativeModel -from .task import MLTask -import torch -from .test_output import bert_token_classification_retrun_prob_expected_output +from huggingfaceserver.task import infer_task_from_model_architecture +from huggingfaceserver.encoder_model import HuggingfaceEncoderModel +from huggingfaceserver.generative_model import HuggingfaceGenerativeModel +from huggingfaceserver.task import MLTask +from test_output import bert_token_classification_return_prob_expected_output +import torch.nn.functional as F @pytest.fixture(scope="module") @@ -98,7 +98,7 @@ def bert_base_return_prob(): @pytest.fixture(scope="module") -def bert_token_classification_retrun_prob(): +def bert_token_classification_return_prob(): model = HuggingfaceEncoderModel( "bert-large-cased-finetuned-conll03-english", model_id_or_path="dbmdz/bert-large-cased-finetuned-conll03-english", @@ -139,6 +139,18 @@ def openai_gpt_model(): model.stop() +@pytest.fixture(scope="module") +def text_embedding(): + model = HuggingfaceEncoderModel( + "mxbai-embed-large-v1", + model_id_or_path="mixedbread-ai/mxbai-embed-large-v1", + task=MLTask.text_embedding, + ) + model.load() + yield model + model.stop() + + def test_unsupported_model(): config = AutoConfig.from_pretrained("google/tapas-base-finetuned-wtq") with pytest.raises(ValueError) as err_info: @@ -228,8 +240,10 @@ async def test_model_revision(request: HuggingfaceEncoderModel): @pytest.mark.asyncio async def test_bert_predictor_host(request, httpx_mock: HTTPXMock): + model_name = "bert" httpx_mock.add_response( json={ + "model_name": model_name, "outputs": [ { "name": "OUTPUT__0", @@ -237,12 +251,12 @@ async def test_bert_predictor_host(request, httpx_mock: HTTPXMock): "data": [1] * 9 * 758, "datatype": "INT64", } - ] + ], } ) model = HuggingfaceEncoderModel( - "bert", + model_name, model_id_or_path="google-bert/bert-base-uncased", tensor_input_names="input_ids", predictor_config=PredictorConfig( @@ -284,13 +298,13 @@ async def test_bert_sequence_classification_return_probabilities(bert_base_retur @pytest.mark.asyncio async def test_bert_token_classification_return_prob( - bert_token_classification_retrun_prob, + bert_token_classification_return_prob, ): request = "Hello, my dog is cute." - response = await bert_token_classification_retrun_prob( + response = await bert_token_classification_return_prob( {"instances": [request, request]}, headers={} ) - assert response == bert_token_classification_retrun_prob_expected_output + assert response == bert_token_classification_return_prob_expected_output @pytest.mark.asyncio @@ -330,7 +344,8 @@ async def test_bloom_completion_max_tokens(bloom_model: HuggingfaceGenerativeMod prompt="Hello, my dog is cute", stream=False, echo=True, - max_tokens=100, # bloom doesn't have any field specifying context length. Our implementation would default to 2048. Testing with something longer than HF's default max_length of 20 + max_tokens=100, + # bloom doesn't have any field specifying context length. Our implementation would default to 2048. Testing with something longer than HF's default max_length of 20 ) request = CompletionRequest(params=params, context={}) response = await bloom_model.create_completion(request) @@ -412,6 +427,35 @@ async def test_bloom_chat_completion_streaming(bloom_model: HuggingfaceGenerativ ) +@pytest.mark.asyncio +async def test_text_embedding(text_embedding): + def cosine_similarity(a: torch.Tensor, b: torch.Tensor) -> torch.Tensor: + if len(a.shape) == 1: + a = a.unsqueeze(0) + + if len(b.shape) == 1: + b = b.unsqueeze(0) + + a_norm = F.normalize(a, p=2, dim=1) + b_norm = F.normalize(b, p=2, dim=1) + return torch.mm(a_norm, b_norm.transpose(0, 1)) + + requests = ["I'm happy", "I'm full of happiness", "They were at the park."] + response = await text_embedding({"instances": requests}, headers={}) + predictions = response["predictions"] + + # The first two requests are semantically similar, so the cosine similarity should be high + assert ( + cosine_similarity(torch.tensor(predictions[0]), torch.tensor(predictions[1]))[0] + > 0.9 + ) + # The third request is semantically different, so the cosine similarity should be low + assert ( + cosine_similarity(torch.tensor(predictions[0]), torch.tensor(predictions[2]))[0] + < 0.55 + ) + + @pytest.mark.asyncio async def test_input_padding(bert_base_yelp_polarity: HuggingfaceEncoderModel): # inputs with different lengths will throw an error diff --git a/python/huggingfaceserver/tests/test_output.py b/python/huggingfaceserver/tests/test_output.py new file mode 100644 index 0000000000..81b192640e --- /dev/null +++ b/python/huggingfaceserver/tests/test_output.py @@ -0,0 +1,183 @@ +# Copyright 2024 The KServe Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from pytest import approx + + +bert_token_classification_return_prob_expected_output = { + "predictions": [ + [ + [ + { + 0: approx(10.125612258911133, abs=0.000009), + 1: approx(-1.818464756011963, abs=0.000009), + 2: approx(-1.3191171884536743, abs=0.000009), + 3: approx(-1.9324339628219604, abs=0.000009), + 4: approx(-1.4850239753723145, abs=0.000009), + 5: approx(-1.69266676902771, abs=0.000009), + 6: approx(-0.898107647895813, abs=0.000009), + 7: approx(-1.725127935409546, abs=0.000009), + 8: approx(0.32057392597198486, abs=0.000009), + }, + { + 0: approx(9.647306442260742, abs=0.000009), + 1: approx(-2.112745523452759, abs=0.000009), + 2: approx(-0.8831668496131897, abs=0.000009), + 3: approx(-2.719135046005249, abs=0.000009), + 4: approx(-0.47473397850990295, abs=0.000009), + 5: approx(-2.2424018383026123, abs=0.000009), + 6: approx(0.6101505160331726, abs=0.000009), + 7: approx(-2.2192084789276123, abs=0.000009), + 8: approx(-0.654518187046051, abs=0.000009), + }, + { + 0: approx(10.364561080932617, abs=0.000009), + 1: approx(-2.240158796310425, abs=0.000009), + 2: approx(-0.9236820340156555, abs=0.000009), + 3: approx(-2.623302936553955, abs=0.000009), + 4: approx(-0.501063346862793, abs=0.000009), + 5: approx(-1.9418426752090454, abs=0.000009), + 6: approx(-0.041013482958078384, abs=0.000009), + 7: approx(-2.12089204788208, abs=0.000009), + 8: approx(-1.2565152645111084, abs=0.000009), + }, + { + 0: approx(9.21961784362793, abs=0.000009), + 1: approx(-2.1359012126922607, abs=0.000009), + 2: approx(-0.1689995676279068, abs=0.000009), + 3: approx(-3.0277929306030273, abs=0.000009), + 4: approx(0.2589835822582245, abs=0.000009), + 5: approx(-2.4426753520965576, abs=0.000009), + 6: approx(0.4815778136253357, abs=0.000009), + 7: approx(-2.3223936557769775, abs=0.000009), + 8: approx(-0.23837946355342865, abs=0.000009), + }, + { + 0: approx(11.023712158203125, abs=0.000009), + 1: approx(-2.0757784843444824, abs=0.000009), + 2: approx(-0.8648976683616638, abs=0.000009), + 3: approx(-2.6088907718658447, abs=0.000009), + 4: approx(-0.781069278717041, abs=0.000009), + 5: approx(-1.7040152549743652, abs=0.000009), + 6: approx(-0.5265535712242126, abs=0.000009), + 7: approx(-1.7141871452331543, abs=0.000009), + 8: approx(-1.0127886533737183, abs=0.000009), + }, + { + 0: approx(9.288057327270508, abs=0.000009), + 1: approx(-1.9795234203338623, abs=0.000009), + 2: approx(0.3095782697200775, abs=0.000009), + 3: approx(-2.781409740447998, abs=0.000009), + 4: approx(-0.4492073655128479, abs=0.000009), + 5: approx(-1.7794851064682007, abs=0.000009), + 6: approx(-0.3115033507347107, abs=0.000009), + 7: approx(-2.0755014419555664, abs=0.000009), + 8: approx(-0.8829556107521057, abs=0.000009), + }, + { + 0: approx(7.968824863433838, abs=0.000009), + 1: approx(-2.0212578773498535, abs=0.000009), + 2: approx(-0.43740716576576233, abs=0.000009), + 3: approx(-3.6762948036193848, abs=0.000009), + 4: approx(-0.012759938836097717, abs=0.000009), + 5: approx(-2.320978879928589, abs=0.000009), + 6: approx(0.6871926784515381, abs=0.000009), + 7: approx(-2.541991949081421, abs=0.000009), + 8: approx(0.32606029510498047, abs=0.000009), + }, + ] + ], + [ + [ + { + 0: approx(10.125612258911133, abs=0.000009), + 1: approx(-1.818464756011963, abs=0.000009), + 2: approx(-1.3191171884536743, abs=0.000009), + 3: approx(-1.9324339628219604, abs=0.000009), + 4: approx(-1.4850239753723145, abs=0.000009), + 5: approx(-1.69266676902771, abs=0.000009), + 6: approx(-0.898107647895813, abs=0.000009), + 7: approx(-1.725127935409546, abs=0.000009), + 8: approx(0.32057392597198486, abs=0.000009), + }, + { + 0: approx(9.647306442260742, abs=0.000009), + 1: approx(-2.112745523452759, abs=0.000009), + 2: approx(-0.8831668496131897, abs=0.000009), + 3: approx(-2.719135046005249, abs=0.000009), + 4: approx(-0.47473397850990295, abs=0.000009), + 5: approx(-2.2424018383026123, abs=0.000009), + 6: approx(0.6101505160331726, abs=0.000009), + 7: approx(-2.2192084789276123, abs=0.000009), + 8: approx(-0.654518187046051, abs=0.000009), + }, + { + 0: approx(10.364561080932617, abs=0.000009), + 1: approx(-2.240158796310425, abs=0.000009), + 2: approx(-0.9236820340156555, abs=0.000009), + 3: approx(-2.623302936553955, abs=0.000009), + 4: approx(-0.501063346862793, abs=0.000009), + 5: approx(-1.9418426752090454, abs=0.000009), + 6: approx(-0.041013482958078384, abs=0.000009), + 7: approx(-2.12089204788208, abs=0.000009), + 8: approx(-1.2565152645111084, abs=0.000009), + }, + { + 0: approx(9.21961784362793, abs=0.000009), + 1: approx(-2.1359012126922607, abs=0.000009), + 2: approx(-0.1689995676279068, abs=0.000009), + 3: approx(-3.0277929306030273, abs=0.000009), + 4: approx(0.2589835822582245, abs=0.000009), + 5: approx(-2.4426753520965576, abs=0.000009), + 6: approx(0.4815778136253357, abs=0.000009), + 7: approx(-2.3223936557769775, abs=0.000009), + 8: approx(-0.23837946355342865, abs=0.000009), + }, + { + 0: approx(11.023712158203125, abs=0.000009), + 1: approx(-2.0757784843444824, abs=0.000009), + 2: approx(-0.8648976683616638, abs=0.000009), + 3: approx(-2.6088907718658447, abs=0.000009), + 4: approx(-0.781069278717041, abs=0.000009), + 5: approx(-1.7040152549743652, abs=0.000009), + 6: approx(-0.5265535712242126, abs=0.000009), + 7: approx(-1.7141871452331543, abs=0.000009), + 8: approx(-1.0127886533737183, abs=0.000009), + }, + { + 0: approx(9.288057327270508, abs=0.000009), + 1: approx(-1.9795234203338623, abs=0.000009), + 2: approx(0.3095782697200775, abs=0.000009), + 3: approx(-2.781409740447998, abs=0.000009), + 4: approx(-0.4492073655128479, abs=0.000009), + 5: approx(-1.7794851064682007, abs=0.000009), + 6: approx(-0.3115033507347107, abs=0.000009), + 7: approx(-2.0755014419555664, abs=0.000009), + 8: approx(-0.8829556107521057, abs=0.000009), + }, + { + 0: approx(7.968824863433838, abs=0.000009), + 1: approx(-2.0212578773498535, abs=0.000009), + 2: approx(-0.43740716576576233, abs=0.000009), + 3: approx(-3.6762948036193848, abs=0.000009), + 4: approx(-0.012759938836097717, abs=0.000009), + 5: approx(-2.320978879928589, abs=0.000009), + 6: approx(0.6871926784515381, abs=0.000009), + 7: approx(-2.541991949081421, abs=0.000009), + 8: approx(0.32606029510498047, abs=0.000009), + }, + ] + ], + ] +} diff --git a/python/huggingfaceserver/tests/test_vllm_model.py b/python/huggingfaceserver/tests/test_vllm_model.py new file mode 100644 index 0000000000..67af0357c2 --- /dev/null +++ b/python/huggingfaceserver/tests/test_vllm_model.py @@ -0,0 +1,2821 @@ +# Copyright 2024 The KServe Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from typing import AsyncIterator +from unittest import mock + +import pytest +from _pytest.monkeypatch import MonkeyPatch +from vllm import AsyncLLMEngine, AsyncEngineArgs, RequestOutput +from vllm.config import ModelConfig + +from huggingfaceserver.vllm.vllm_completions import OpenAIServingCompletion +from huggingfaceserver.vllm.vllm_model import VLLMModel +from kserve.logging import logger +from kserve.protocol.rest.openai import ChatCompletionRequest, CompletionRequest +from kserve.protocol.rest.openai.errors import OpenAIError +from kserve.protocol.rest.openai.types import ( + CreateChatCompletionRequest, + CreateCompletionRequest, + ChatCompletionChoice, + CompletionUsage, + ChatCompletionResponseMessage, + ChatCompletionChoiceLogprobs, + CompletionChoice, + Logprobs, +) +from kserve.protocol.rest.openai.types.openapi import ( + CreateChatCompletionResponse, + ChatCompletionTokenLogprob, + TopLogprob, + CreateCompletionResponse, + Choice, +) +from vllm_mock_outputs import ( + opt_chat_cmpl_chunks, + opt_chat_cmpl_chunks_with_logprobs, + opt_cmpl_chunks, + opt_cmpl_chunks_with_logprobs, + opt_cmpl_chunks_with_two_prompts, + opt_cmpl_chunks_with_two_prompts_log_probs, + opt_cmpl_chunks_with_n_2, + opt_cmpl_chunks_with_n_3, + opt_cmpl_chunks_with_logit_bias, + opt_chat_cmpl_chunks_with_logit_bias, + opt_cmpl_chunks_with_echo_logprobs, +) + + +@pytest.fixture(scope="module") +def vllm_opt_model(): + model_id = "facebook/opt-125m" + dtype = "float32" + max_model_len = 512 + + async def mock_get_model_config(): + return ModelConfig( + model=model_id, + tokenizer=model_id, + tokenizer_mode="auto", + trust_remote_code=False, + seed=0, + dtype=dtype, + max_model_len=max_model_len, + ) + + mock_vllm_engine = mock.AsyncMock(spec=AsyncLLMEngine) + mock_vllm_engine.get_model_config = mock_get_model_config + + def mock_load(self) -> bool: + self.vllm_engine = mock_vllm_engine + self.openai_serving_completion = OpenAIServingCompletion(mock_vllm_engine) + self.ready = True + return self.ready + + mp = MonkeyPatch() + mp.setattr(VLLMModel, "load", mock_load) + + model = VLLMModel( + "opt-125m", + engine_args=AsyncEngineArgs( + model=model_id, dtype=dtype, max_model_len=max_model_len + ), + ) + model.load() + yield model, mock_vllm_engine + model.stop() + mp.undo() + + +def compare_response_to_expected(actual, expected, fields_to_compare=None) -> bool: + if fields_to_compare is None: + fields_to_compare = [ + "id", + "choices", + "system_fingerprint", + "object", + "usage", + "model", + "created", + ] + for field in fields_to_compare: + if field == "created": + if not isinstance(getattr(actual, field), int): + logger.error( + "expected: %s\n got: %s", "int", type(getattr(actual, field)) + ) + return False + elif not getattr(actual, field) == getattr(expected, field): + logger.error( + "expected: %s\n got: %s", + getattr(expected, field), + getattr(actual, field), + ) + return False + return True + + +@pytest.mark.asyncio() +class TestChatCompletions: + + async def test_vllm_chat_completion_facebook_opt_model_without_request_id( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = None + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + nonlocal request_id + request_id = args[2] + request_id = request_id.rsplit("-", 1)[0] + for cmpl_chunk in opt_chat_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + messages = [ + { + "role": "system", + "content": "You are a friendly chatbot who always responds in the style of a pirate", + }, + { + "role": "user", + "content": "How many helicopters can a human eat in one sitting?", + }, + ] + params = CreateChatCompletionRequest( + model="opt-125m", + messages=messages, + stream=False, + max_tokens=10, + ) + request = ChatCompletionRequest(params=params, context={}) + response = await opt_model.create_chat_completion(request) + expected = CreateChatCompletionResponse( + id=request_id, + choices=[ + ChatCompletionChoice( + finish_reason="length", + index=0, + message=ChatCompletionResponseMessage( + content="Most redditors know the tiny difference between Frogling", + tool_calls=None, + role="assistant", + function_call=None, + ), + logprobs=None, + ) + ], + created=1719498299, + model="opt-125m", + system_fingerprint=None, + object="chat.completion", + usage=CompletionUsage( + completion_tokens=10, prompt_tokens=29, total_tokens=39 + ), + ) + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_chat_completion_facebook_opt_model_with_max_token( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_chat_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + messages = [ + { + "role": "system", + "content": "You are a friendly chatbot who always responds in the style of a pirate", + }, + { + "role": "user", + "content": "How many helicopters can a human eat in one sitting?", + }, + ] + params = CreateChatCompletionRequest( + model="opt-125m", + messages=messages, + stream=False, + max_tokens=10, + ) + request = ChatCompletionRequest( + request_id=request_id, params=params, context={} + ) + response = await opt_model.create_chat_completion(request) + expected = CreateChatCompletionResponse( + id=request_id, + choices=[ + ChatCompletionChoice( + finish_reason="length", + index=0, + message=ChatCompletionResponseMessage( + content="Most redditors know the tiny difference between Frogling", + tool_calls=None, + role="assistant", + function_call=None, + ), + logprobs=None, + ) + ], + created=1719498299, + model="opt-125m", + system_fingerprint=None, + object="chat.completion", + usage=CompletionUsage( + completion_tokens=10, prompt_tokens=29, total_tokens=39 + ), + ) + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_chat_completion_facebook_opt_model_with_max_token_stream( + self, vllm_opt_model + ): + model_name = "opt-125m" + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_chat_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + messages = [ + { + "role": "system", + "content": "You are a friendly chatbot who always responds in the style of a pirate", + }, + { + "role": "user", + "content": "How many helicopters can a human eat in one sitting?", + }, + ] + params = CreateChatCompletionRequest( + model=model_name, + messages=messages, + stream=True, + max_tokens=10, + ) + request = ChatCompletionRequest( + request_id=request_id, params=params, context={} + ) + response_iterator = await opt_model.create_chat_completion(request) + completion = "" + async for resp in response_iterator: + assert len(resp.choices) == 1 + completion += resp.choices[0].delta.content + assert resp.choices[0].logprobs is None + assert resp.model == model_name + assert resp.id == request_id + assert isinstance(resp.id, str) + assert resp.object == "chat.completion.chunk" + assert resp.system_fingerprint is None + assert isinstance(resp.created, int) + + assert completion == "Most redditors know the tiny difference between Frogling" + + async def test_vllm_chat_completion_facebook_opt_model_with_logprobs( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + model_name = "opt-125m" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_chat_cmpl_chunks_with_logprobs: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + messages = [ + { + "role": "system", + "content": "You are a friendly chatbot who always responds in the style of a pirate", + }, + { + "role": "user", + "content": "How many helicopters can a human eat in one sitting?", + }, + ] + params = CreateChatCompletionRequest( + model=model_name, + messages=messages, + stream=False, + max_tokens=10, + log_probs=True, + top_logprobs=2, + ) + request = ChatCompletionRequest( + request_id=request_id, params=params, context={} + ) + response = await opt_model.create_chat_completion(request) + expected = CreateChatCompletionResponse( + id=request_id, + choices=[ + ChatCompletionChoice( + finish_reason="length", + index=0, + message=ChatCompletionResponseMessage( + content="Most redditors know the tiny difference between Frogling", + tool_calls=None, + role="assistant", + function_call=None, + ), + logprobs=ChatCompletionChoiceLogprobs( + content=[ + ChatCompletionTokenLogprob( + token="Most", + logprob=-6.909554481506348, + bytes=[77, 111, 115, 116], + top_logprobs=[ + TopLogprob( + token="Most", + logprob=-6.909554481506348, + bytes=[77, 111, 115, 116], + ), + TopLogprob( + token="I", + logprob=-2.197445869445801, + bytes=[73], + ), + TopLogprob( + token="The", + logprob=-3.4867753982543945, + bytes=[84, 104, 101], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" redd", + logprob=-7.630484580993652, + bytes=[32, 114, 101, 100, 100], + top_logprobs=[ + TopLogprob( + token=" redd", + logprob=-7.630484580993652, + bytes=[32, 114, 101, 100, 100], + ), + TopLogprob( + token=" of", + logprob=-1.8084166049957275, + bytes=[32, 111, 102], + ), + TopLogprob( + token=" people", + logprob=-2.3389289379119873, + bytes=[32, 112, 101, 111, 112, 108, 101], + ), + ], + ), + ChatCompletionTokenLogprob( + token="itors", + logprob=-0.039746206253767014, + bytes=[105, 116, 111, 114, 115], + top_logprobs=[ + TopLogprob( + token="itors", + logprob=-0.039746206253767014, + bytes=[105, 116, 111, 114, 115], + ), + TopLogprob( + token="itor", + logprob=-4.065564155578613, + bytes=[105, 116, 111, 114], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" know", + logprob=-4.415658473968506, + bytes=[32, 107, 110, 111, 119], + top_logprobs=[ + TopLogprob( + token=" know", + logprob=-4.415658473968506, + bytes=[32, 107, 110, 111, 119], + ), + TopLogprob( + token=" are", + logprob=-1.5063375234603882, + bytes=[32, 97, 114, 101], + ), + TopLogprob( + token=" don", + logprob=-2.7589268684387207, + bytes=[32, 100, 111, 110], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" the", + logprob=-2.7328412532806396, + bytes=[32, 116, 104, 101], + top_logprobs=[ + TopLogprob( + token=" the", + logprob=-2.7328412532806396, + bytes=[32, 116, 104, 101], + ), + TopLogprob( + token=" that", + logprob=-1.2675859928131104, + bytes=[32, 116, 104, 97, 116], + ), + TopLogprob( + token=" this", + logprob=-2.295158624649048, + bytes=[32, 116, 104, 105, 115], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" tiny", + logprob=-9.554351806640625, + bytes=[32, 116, 105, 110, 121], + top_logprobs=[ + TopLogprob( + token=" tiny", + logprob=-9.554351806640625, + bytes=[32, 116, 105, 110, 121], + ), + TopLogprob( + token=" answer", + logprob=-1.7232582569122314, + bytes=[32, 97, 110, 115, 119, 101, 114], + ), + TopLogprob( + token=" difference", + logprob=-3.347280740737915, + bytes=[ + 32, + 100, + 105, + 102, + 102, + 101, + 114, + 101, + 110, + 99, + 101, + ], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" difference", + logprob=-4.9500274658203125, + bytes=[ + 32, + 100, + 105, + 102, + 102, + 101, + 114, + 101, + 110, + 99, + 101, + ], + top_logprobs=[ + TopLogprob( + token=" difference", + logprob=-4.9500274658203125, + bytes=[ + 32, + 100, + 105, + 102, + 102, + 101, + 114, + 101, + 110, + 99, + 101, + ], + ), + TopLogprob( + token=" amount", + logprob=-3.1549720764160156, + bytes=[32, 97, 109, 111, 117, 110, 116], + ), + TopLogprob( + token=" little", + logprob=-3.626887798309326, + bytes=[32, 108, 105, 116, 116, 108, 101], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" between", + logprob=-0.08497463166713715, + bytes=[32, 98, 101, 116, 119, 101, 101, 110], + top_logprobs=[ + TopLogprob( + token=" between", + logprob=-0.08497463166713715, + bytes=[32, 98, 101, 116, 119, 101, 101, 110], + ), + TopLogprob( + token=" in", + logprob=-3.210397958755493, + bytes=[32, 105, 110], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" Frog", + logprob=-12.07158374786377, + bytes=[32, 70, 114, 111, 103], + top_logprobs=[ + TopLogprob( + token=" Frog", + logprob=-12.07158374786377, + bytes=[32, 70, 114, 111, 103], + ), + TopLogprob( + token=" a", + logprob=-1.4436050653457642, + bytes=[32, 97], + ), + TopLogprob( + token=" the", + logprob=-2.731874942779541, + bytes=[32, 116, 104, 101], + ), + ], + ), + ChatCompletionTokenLogprob( + token="ling", + logprob=-6.787796497344971, + bytes=[108, 105, 110, 103], + top_logprobs=[ + TopLogprob( + token="ling", + logprob=-6.787796497344971, + bytes=[108, 105, 110, 103], + ), + TopLogprob( + token=" and", + logprob=-1.6513729095458984, + bytes=[32, 97, 110, 100], + ), + TopLogprob( + token="s", + logprob=-1.7453670501708984, + bytes=[115], + ), + ], + ), + ] + ), + ) + ], + created=1719498299, + model=model_name, + system_fingerprint=None, + object="chat.completion", + usage=CompletionUsage( + completion_tokens=10, prompt_tokens=29, total_tokens=39 + ), + ) + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_chat_completion_facebook_opt_model_with_logprobs_stream( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + model_name = "opt-125m" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_chat_cmpl_chunks_with_logprobs: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + messages = [ + { + "role": "system", + "content": "You are a friendly chatbot who always responds in the style of a pirate", + }, + { + "role": "user", + "content": "How many helicopters can a human eat in one sitting?", + }, + ] + params = CreateChatCompletionRequest( + model=model_name, + messages=messages, + stream=True, + max_tokens=10, + log_probs=True, + top_logprobs=2, + ) + request = ChatCompletionRequest( + request_id=request_id, params=params, context={} + ) + response_iterator = await opt_model.create_chat_completion(request) + completion = "" + log_probs = ChatCompletionChoiceLogprobs( + content=[], + ) + async for resp in response_iterator: + assert len(resp.choices) == 1 + completion += resp.choices[0].delta.content + assert resp.choices[0].logprobs is not None + log_probs.content += resp.choices[0].logprobs.content + assert resp.model == model_name + assert resp.id == request_id + assert isinstance(resp.id, str) + assert resp.object == "chat.completion.chunk" + assert resp.system_fingerprint is None + assert isinstance(resp.created, int) + + assert completion == "Most redditors know the tiny difference between Frogling" + assert log_probs == ChatCompletionChoiceLogprobs( + content=[ + ChatCompletionTokenLogprob( + token="Most", + logprob=-6.909554481506348, + bytes=[77, 111, 115, 116], + top_logprobs=[ + TopLogprob( + token="Most", + logprob=-6.909554481506348, + bytes=[77, 111, 115, 116], + ), + TopLogprob(token="I", logprob=-2.197445869445801, bytes=[73]), + TopLogprob( + token="The", + logprob=-3.4867753982543945, + bytes=[84, 104, 101], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" redd", + logprob=-7.630484580993652, + bytes=[32, 114, 101, 100, 100], + top_logprobs=[ + TopLogprob( + token=" redd", + logprob=-7.630484580993652, + bytes=[32, 114, 101, 100, 100], + ), + TopLogprob( + token=" of", + logprob=-1.8084166049957275, + bytes=[32, 111, 102], + ), + TopLogprob( + token=" people", + logprob=-2.3389289379119873, + bytes=[32, 112, 101, 111, 112, 108, 101], + ), + ], + ), + ChatCompletionTokenLogprob( + token="itors", + logprob=-0.039746206253767014, + bytes=[105, 116, 111, 114, 115], + top_logprobs=[ + TopLogprob( + token="itors", + logprob=-0.039746206253767014, + bytes=[105, 116, 111, 114, 115], + ), + TopLogprob( + token="itor", + logprob=-4.065564155578613, + bytes=[105, 116, 111, 114], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" know", + logprob=-4.415658473968506, + bytes=[32, 107, 110, 111, 119], + top_logprobs=[ + TopLogprob( + token=" know", + logprob=-4.415658473968506, + bytes=[32, 107, 110, 111, 119], + ), + TopLogprob( + token=" are", + logprob=-1.5063375234603882, + bytes=[32, 97, 114, 101], + ), + TopLogprob( + token=" don", + logprob=-2.7589268684387207, + bytes=[32, 100, 111, 110], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" the", + logprob=-2.7328412532806396, + bytes=[32, 116, 104, 101], + top_logprobs=[ + TopLogprob( + token=" the", + logprob=-2.7328412532806396, + bytes=[32, 116, 104, 101], + ), + TopLogprob( + token=" that", + logprob=-1.2675859928131104, + bytes=[32, 116, 104, 97, 116], + ), + TopLogprob( + token=" this", + logprob=-2.295158624649048, + bytes=[32, 116, 104, 105, 115], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" tiny", + logprob=-9.554351806640625, + bytes=[32, 116, 105, 110, 121], + top_logprobs=[ + TopLogprob( + token=" tiny", + logprob=-9.554351806640625, + bytes=[32, 116, 105, 110, 121], + ), + TopLogprob( + token=" answer", + logprob=-1.7232582569122314, + bytes=[32, 97, 110, 115, 119, 101, 114], + ), + TopLogprob( + token=" difference", + logprob=-3.347280740737915, + bytes=[32, 100, 105, 102, 102, 101, 114, 101, 110, 99, 101], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" difference", + logprob=-4.9500274658203125, + bytes=[32, 100, 105, 102, 102, 101, 114, 101, 110, 99, 101], + top_logprobs=[ + TopLogprob( + token=" difference", + logprob=-4.9500274658203125, + bytes=[32, 100, 105, 102, 102, 101, 114, 101, 110, 99, 101], + ), + TopLogprob( + token=" amount", + logprob=-3.1549720764160156, + bytes=[32, 97, 109, 111, 117, 110, 116], + ), + TopLogprob( + token=" little", + logprob=-3.626887798309326, + bytes=[32, 108, 105, 116, 116, 108, 101], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" between", + logprob=-0.08497463166713715, + bytes=[32, 98, 101, 116, 119, 101, 101, 110], + top_logprobs=[ + TopLogprob( + token=" between", + logprob=-0.08497463166713715, + bytes=[32, 98, 101, 116, 119, 101, 101, 110], + ), + TopLogprob( + token=" in", + logprob=-3.210397958755493, + bytes=[32, 105, 110], + ), + ], + ), + ChatCompletionTokenLogprob( + token=" Frog", + logprob=-12.07158374786377, + bytes=[32, 70, 114, 111, 103], + top_logprobs=[ + TopLogprob( + token=" Frog", + logprob=-12.07158374786377, + bytes=[32, 70, 114, 111, 103], + ), + TopLogprob( + token=" a", logprob=-1.4436050653457642, bytes=[32, 97] + ), + TopLogprob( + token=" the", + logprob=-2.731874942779541, + bytes=[32, 116, 104, 101], + ), + ], + ), + ChatCompletionTokenLogprob( + token="ling", + logprob=-6.787796497344971, + bytes=[108, 105, 110, 103], + top_logprobs=[ + TopLogprob( + token="ling", + logprob=-6.787796497344971, + bytes=[108, 105, 110, 103], + ), + TopLogprob( + token=" and", + logprob=-1.6513729095458984, + bytes=[32, 97, 110, 100], + ), + TopLogprob(token="s", logprob=-1.7453670501708984, bytes=[115]), + ], + ), + ] + ) + + async def test_vllm_chat_completion_facebook_opt_model_with_max_tokens_exceed_model_len( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_chat_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + messages = [ + { + "role": "system", + "content": "You are a friendly chatbot who always responds in the style of a pirate", + }, + { + "role": "user", + "content": "How many helicopters can a human eat in one sitting?", + }, + ] + params = CreateChatCompletionRequest( + model="opt-125m", + messages=messages, + stream=True, + max_tokens=2048, + ) + request = ChatCompletionRequest( + request_id=request_id, params=params, context={} + ) + with pytest.raises(OpenAIError): + await opt_model.create_chat_completion(request) + + async def test_vllm_chat_completion_facebook_opt_model_with_logit_bias( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_chat_cmpl_chunks_with_logit_bias: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + messages = [ + { + "role": "system", + "content": "You are a friendly chatbot who always responds in the style of a pirate", + }, + { + "role": "user", + "content": "How many helicopters can a human eat in one sitting?", + }, + ] + params = CreateChatCompletionRequest( + model="opt-125m", + messages=messages, + stream=False, + max_tokens=10, + logit_bias={"1527": 50, "27449": 100}, + ) + request = ChatCompletionRequest( + request_id=request_id, params=params, context={} + ) + response = await opt_model.create_chat_completion(request) + expected = CreateChatCompletionResponse( + id=request_id, + choices=[ + ChatCompletionChoice( + finish_reason="length", + index=0, + message=ChatCompletionResponseMessage( + content=" Frog Frog Frog Frog Frog Frog Frog Frog Frog Frog", + tool_calls=None, + role="assistant", + function_call=None, + ), + logprobs=None, + ) + ], + created=1719660998, + model="opt-125m", + system_fingerprint=None, + object="chat.completion", + usage=CompletionUsage( + completion_tokens=10, prompt_tokens=29, total_tokens=39 + ), + ) + assert compare_response_to_expected(response, expected) is True + + +@pytest.mark.asyncio() +class TestCompletions: + + async def test_vllm_completion_facebook_opt_model_without_request_id( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = None + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + nonlocal request_id + request_id = args[2] + request_id = request_id.rsplit("-", 1)[0] + for cmpl_chunk in opt_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model="opt-125m", + prompt=prompt, + stream=False, + max_tokens=10, + ) + request = CompletionRequest(params=params, context={}) + response = await opt_model.create_completion(request) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + CompletionChoice( + finish_reason="length", + index=0, + logprobs=None, + text="- Labrador! He has tiny ears with fluffy white", + ) + ], + created=1719569921, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=10, prompt_tokens=7, total_tokens=17 + ), + ) + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_completion_facebook_opt_model_with_max_token( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model="opt-125m", + prompt=prompt, + stream=False, + max_tokens=10, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response = await opt_model.create_completion(request) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + CompletionChoice( + finish_reason="length", + index=0, + logprobs=None, + text="- Labrador! He has tiny ears with fluffy white", + ) + ], + created=1719569921, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=10, prompt_tokens=7, total_tokens=17 + ), + ) + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_completion_facebook_opt_model_with_max_token_stream( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + model_name = "opt-125m" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model=model_name, + prompt=prompt, + stream=True, + max_tokens=10, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response_iterator = await opt_model.create_completion(request) + completion = "" + async for resp in response_iterator: + assert resp.id == request_id + assert len(resp.choices) == 1 + completion += resp.choices[0].text + assert resp.choices[0].logprobs is None + assert resp.model == model_name + assert resp.object == "text_completion" + assert resp.system_fingerprint is None + assert isinstance(resp.created, int) + assert completion == "- Labrador! He has tiny ears with fluffy white" + + async def test_vllm_completion_facebook_opt_model_with_logprobs( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks_with_logprobs: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model="opt-125m", + prompt=prompt, + stream=False, + max_tokens=10, + logprobs=2, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response = await opt_model.create_completion(request) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + CompletionChoice( + finish_reason="length", + index=0, + logprobs=Logprobs( + text_offset=[0, 1, 10, 11, 14, 18, 23, 28, 33, 40], + token_logprobs=[ + -5.968788146972656, + -11.009231567382812, + -3.1531941890716553, + -1.4167277812957764, + -2.766524314880371, + -6.9396467208862305, + -1.3619931936264038, + -4.619960308074951, + -5.6248779296875, + -2.2152767181396484, + ], + tokens=[ + "-", + " Labrador", + "!", + " He", + " has", + " tiny", + " ears", + " with", + " fluffy", + " white", + ], + top_logprobs=[ + { + "-": -5.968788146972656, + ".": -1.4537553787231445, + ",": -1.8416948318481445, + }, + { + " Labrador": -11.009231567382812, + " I": -1.754422903060913, + " she": -3.075488328933716, + }, + { + "!": -3.1531941890716553, + " mix": -1.0394361019134521, + ".": -2.1872146129608154, + }, + {" He": -1.4167277812957764, "\n": -2.0672662258148193}, + { + " has": -2.766524314880371, + "'s": -1.0847474336624146, + " is": -1.547521710395813, + }, + { + " tiny": -6.9396467208862305, + " a": -1.3877270221710205, + " been": -2.3109371662139893, + }, + { + " ears": -1.3619931936264038, + " paws": -2.2743258476257324, + }, + { + " with": -4.619960308074951, + " and": -0.805719792842865, + ",": -1.6155686378479004, + }, + { + " fluffy": -5.6248779296875, + " a": -1.4977400302886963, + " tiny": -3.006150484085083, + }, + { + " white": -2.2152767181396484, + " fur": -1.9012728929519653, + }, + ], + ), + text="- Labrador! He has tiny ears with fluffy white", + ) + ], + created=1719569921, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=10, prompt_tokens=7, total_tokens=17 + ), + ) + + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_completion_facebook_opt_model_with_logprobs_stream( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + model_name = "opt-125m" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks_with_logprobs: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model=model_name, + prompt=prompt, + stream=True, + max_tokens=10, + logprobs=2, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response_iterator = await opt_model.create_completion(request) + completion = "" + log_probs = Logprobs( + text_offset=[], token_logprobs=[], tokens=[], top_logprobs=[] + ) + async for resp in response_iterator: + assert resp.id == request_id + assert len(resp.choices) == 1 + completion += resp.choices[0].text + assert resp.choices[0].logprobs is not None + log_probs.text_offset += resp.choices[0].logprobs.text_offset + log_probs.token_logprobs += resp.choices[0].logprobs.token_logprobs + log_probs.tokens += resp.choices[0].logprobs.tokens + log_probs.top_logprobs += resp.choices[0].logprobs.top_logprobs + assert resp.model == model_name + assert resp.object == "text_completion" + assert resp.system_fingerprint is None + assert isinstance(resp.created, int) + assert completion == "- Labrador! He has tiny ears with fluffy white" + assert log_probs == Logprobs( + text_offset=[0, 1, 10, 11, 14, 18, 23, 28, 33, 40], + token_logprobs=[ + -5.968788146972656, + -11.009231567382812, + -3.1531941890716553, + -1.4167277812957764, + -2.766524314880371, + -6.9396467208862305, + -1.3619931936264038, + -4.619960308074951, + -5.6248779296875, + -2.2152767181396484, + ], + tokens=[ + "-", + " Labrador", + "!", + " He", + " has", + " tiny", + " ears", + " with", + " fluffy", + " white", + ], + top_logprobs=[ + { + "-": -5.968788146972656, + ".": -1.4537553787231445, + ",": -1.8416948318481445, + }, + { + " Labrador": -11.009231567382812, + " I": -1.754422903060913, + " she": -3.075488328933716, + }, + { + "!": -3.1531941890716553, + " mix": -1.0394361019134521, + ".": -2.1872146129608154, + }, + {" He": -1.4167277812957764, "\n": -2.0672662258148193}, + { + " has": -2.766524314880371, + "'s": -1.0847474336624146, + " is": -1.547521710395813, + }, + { + " tiny": -6.9396467208862305, + " a": -1.3877270221710205, + " been": -2.3109371662139893, + }, + {" ears": -1.3619931936264038, " paws": -2.2743258476257324}, + { + " with": -4.619960308074951, + " and": -0.805719792842865, + ",": -1.6155686378479004, + }, + { + " fluffy": -5.6248779296875, + " a": -1.4977400302886963, + " tiny": -3.006150484085083, + }, + {" white": -2.2152767181396484, " fur": -1.9012728929519653}, + ], + ) + + async def test_vllm_completion_facebook_opt_model_with_echo(self, vllm_opt_model): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model="opt-125m", + prompt=prompt, + stream=False, + max_tokens=10, + echo=True, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response = await opt_model.create_completion(request) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + CompletionChoice( + finish_reason="length", + index=0, + logprobs=None, + text="Hi, I love my cat- Labrador! He has tiny ears with fluffy white", + ) + ], + created=1719569921, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=10, prompt_tokens=7, total_tokens=17 + ), + ) + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_completion_facebook_opt_model_with_echo_stream( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + model_name = "opt-125m" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model=model_name, + prompt=prompt, + stream=True, + max_tokens=10, + echo=True, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response_iterator = await opt_model.create_completion(request) + completion = "" + async for resp in response_iterator: + assert resp.id == request_id + completion += resp.choices[0].text + assert len(resp.choices) == 1 + assert resp.choices[0].logprobs is None + assert resp.model == model_name + assert resp.object == "text_completion" + assert resp.system_fingerprint is None + assert isinstance(resp.created, int) + assert ( + completion + == "Hi, I love my cat- Labrador! He has tiny ears with fluffy white" + ) + + async def test_vllm_completion_facebook_opt_model_with_echo_and_logprobs( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks_with_echo_logprobs: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model="opt-125m", + prompt=prompt, + stream=False, + max_tokens=10, + echo=True, + logprobs=2, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response = await opt_model.create_completion(request) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + Choice( + finish_reason="length", + index=0, + logprobs=Logprobs( + text_offset=[ + 0, + 4, + 6, + 7, + 9, + 14, + 17, + 21, + 22, + 31, + 32, + 35, + 39, + 44, + 49, + 54, + 61, + ], + token_logprobs=None, + tokens=[ + "", + "Hi", + ",", + " I", + " love", + " my", + " cat", + "-", + " Labrador", + "!", + " He", + " has", + " tiny", + " ears", + " with", + " fluffy", + " white", + ], + top_logprobs=None, + ), + text="Hi, I love my cat- Labrador! He has tiny ears with fluffy white", + ) + ], + created=1719815937, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=10, prompt_tokens=7, total_tokens=17 + ), + ) + # FixMe: pydantic does not allows adding None to the token_logrobs list. We should fix the type definition. + expected.choices[0].logprobs.token_logprobs = [ + None, + -9.352765083312988, + -1.4278249740600586, + -0.976689338684082, + -5.6148481369018555, + -4.214991569519043, + -4.99854040145874, + -5.968787670135498, + -11.009231567382812, + -3.1531941890716553, + -1.4167277812957764, + -2.766524314880371, + -6.9396467208862305, + -1.3619931936264038, + -4.619960308074951, + -5.6248779296875, + -2.2152767181396484, + ] + # FixMe: pydantic does not allows adding None to the top_logrobs list. We should fix the type definition. + expected.choices[0].logprobs.top_logprobs = [ + None, + { + "Hi": -9.352765083312988, + "I": -1.4278708696365356, + "The": -2.4365129470825195, + }, + {",": -1.4278249740600586, "!": -1.934173583984375}, + {" I": -0.976689338684082, " ": -2.723400115966797}, + { + " love": -5.6148481369018555, + "'m": -1.015452265739441, + " have": -1.9374703168869019, + }, + { + " my": -4.214991569519043, + " your": -1.7619359493255615, + " the": -1.999145269393921, + }, + { + " cat": -4.99854040145874, + " new": -3.4642574787139893, + " old": -4.73804235458374, + }, + {"-": -5.968787670135498, ".": -1.453755497932434, ",": -1.841694951057434}, + { + " Labrador": -11.009231567382812, + " I": -1.754422903060913, + " she": -3.075488328933716, + }, + { + "!": -3.1531941890716553, + " mix": -1.0394361019134521, + ".": -2.1872146129608154, + }, + {" He": -1.4167277812957764, "\n": -2.0672662258148193}, + { + " has": -2.766524314880371, + "'s": -1.0847474336624146, + " is": -1.547521710395813, + }, + { + " tiny": -6.9396467208862305, + " a": -1.3877270221710205, + " been": -2.3109371662139893, + }, + {" ears": -1.3619931936264038, " paws": -2.2743258476257324}, + { + " with": -4.619960308074951, + " and": -0.805719792842865, + ",": -1.6155686378479004, + }, + { + " fluffy": -5.6248779296875, + " a": -1.4977400302886963, + " tiny": -3.006150484085083, + }, + {" white": -2.2152767181396484, " fur": -1.9012728929519653}, + ] + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_completion_facebook_opt_model_with_echo_and_logprobs_stream( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + model_name = "opt-125m" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks_with_echo_logprobs: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model=model_name, + prompt=prompt, + stream=True, + max_tokens=10, + echo=True, + logprobs=2, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response_iterator = await opt_model.create_completion(request) + completion = "" + log_probs = Logprobs( + text_offset=[], token_logprobs=[], tokens=[], top_logprobs=[] + ) + expected_logprobs = Logprobs( + # FixMe: text_offset resets for generated tokens if echo is True and stream is True. vLLM also behaves + # this way. Is this the expected behavior? + text_offset=[0, 4, 6, 7, 9, 14, 17, 21, 1, 10, 11, 14, 18, 23, 28, 33, 40], + token_logprobs=None, + tokens=[ + "", + "Hi", + ",", + " I", + " love", + " my", + " cat", + "-", + " Labrador", + "!", + " He", + " has", + " tiny", + " ears", + " with", + " fluffy", + " white", + ], + top_logprobs=None, + ) + # FixMe: pydantic does not allows adding None to the token_logrobs list. We should fix the type definition. + expected_logprobs.token_logprobs = [ + None, + -9.352765083312988, + -1.4278249740600586, + -0.976689338684082, + -5.6148481369018555, + -4.214991569519043, + -4.99854040145874, + -5.968787670135498, + -11.009231567382812, + -3.1531941890716553, + -1.4167277812957764, + -2.766524314880371, + -6.9396467208862305, + -1.3619931936264038, + -4.619960308074951, + -5.6248779296875, + -2.2152767181396484, + ] + # FixMe: pydantic does not allows adding None to the top_logrobs list. We should fix the type definition. + expected_logprobs.top_logprobs = [ + None, + { + "Hi": -9.352765083312988, + "I": -1.4278708696365356, + "The": -2.4365129470825195, + }, + {",": -1.4278249740600586, "!": -1.934173583984375}, + {" I": -0.976689338684082, " ": -2.723400115966797}, + { + " love": -5.6148481369018555, + "'m": -1.015452265739441, + " have": -1.9374703168869019, + }, + { + " my": -4.214991569519043, + " your": -1.7619359493255615, + " the": -1.999145269393921, + }, + { + " cat": -4.99854040145874, + " new": -3.4642574787139893, + " old": -4.73804235458374, + }, + {"-": -5.968787670135498, ".": -1.453755497932434, ",": -1.841694951057434}, + { + " Labrador": -11.009231567382812, + " I": -1.754422903060913, + " she": -3.075488328933716, + }, + { + "!": -3.1531941890716553, + " mix": -1.0394361019134521, + ".": -2.1872146129608154, + }, + {" He": -1.4167277812957764, "\n": -2.0672662258148193}, + { + " has": -2.766524314880371, + "'s": -1.0847474336624146, + " is": -1.547521710395813, + }, + { + " tiny": -6.9396467208862305, + " a": -1.3877270221710205, + " been": -2.3109371662139893, + }, + {" ears": -1.3619931936264038, " paws": -2.2743258476257324}, + { + " with": -4.619960308074951, + " and": -0.805719792842865, + ",": -1.6155686378479004, + }, + { + " fluffy": -5.6248779296875, + " a": -1.4977400302886963, + " tiny": -3.006150484085083, + }, + {" white": -2.2152767181396484, " fur": -1.9012728929519653}, + ] + async for resp in response_iterator: + assert resp.id == request_id + assert len(resp.choices) == 1 + completion += resp.choices[0].text + assert resp.choices[0].logprobs is not None + log_probs.text_offset += resp.choices[0].logprobs.text_offset + log_probs.token_logprobs += resp.choices[0].logprobs.token_logprobs + log_probs.tokens += resp.choices[0].logprobs.tokens + log_probs.top_logprobs += resp.choices[0].logprobs.top_logprobs + assert resp.model == model_name + assert resp.object == "text_completion" + assert resp.system_fingerprint is None + assert isinstance(resp.created, int) + assert ( + completion + == "Hi, I love my cat- Labrador! He has tiny ears with fluffy white" + ) + assert log_probs == expected_logprobs + + async def test_vllm_completion_facebook_opt_model_with_two_prompts( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + prompts = ["Hi, I love my cat", "The sky is blue"] + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + if args[0]["prompt_token_ids"] == [2, 30086, 6, 38, 657, 127, 4758]: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts[0]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + else: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts[1]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + params = CreateCompletionRequest( + model="opt-125m", + prompt=prompts, + stream=False, + max_tokens=10, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response = await opt_model.create_completion(request) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + Choice( + finish_reason="length", + index=0, + logprobs=None, + text="- Labrador! He has tiny ears with fluffy white", + ), + Choice( + finish_reason="length", + index=1, + logprobs=None, + text=" and no one is going to notice. You don", + ), + ], + created=1719584168, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=20, prompt_tokens=12, total_tokens=32 + ), + ) + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_completion_facebook_opt_model_with_two_prompts_stream( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + model_name = "opt-125m" + prompts = ["Hi, I love my cat", "The sky is blue"] + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + if args[0]["prompt_token_ids"] == [2, 30086, 6, 38, 657, 127, 4758]: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts[0]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + else: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts[1]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + params = CreateCompletionRequest( + model=model_name, + prompt=prompts, + stream=True, + max_tokens=10, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response_iterator = await opt_model.create_completion(request) + completions = [""] * 2 + async for resp in response_iterator: + assert resp.id == request_id + assert len(resp.choices) == 1 + assert resp.choices[0].logprobs is None + if resp.choices[0].index == 0: + completions[0] += resp.choices[0].text + + elif resp.choices[0].index == 1: + completions[1] += resp.choices[0].text + assert resp.model == model_name + assert resp.object == "text_completion" + assert resp.system_fingerprint is None + assert isinstance(resp.created, int) + assert completions == [ + "- Labrador! He has tiny ears with fluffy white", + " and no one is going to notice. You don", + ] + + async def test_vllm_completion_facebook_opt_model_with_two_prompts_echo( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + prompts = ["Hi, I love my cat", "The sky is blue"] + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + if args[0]["prompt_token_ids"] == [2, 30086, 6, 38, 657, 127, 4758]: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts[0]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + else: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts[1]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + params = CreateCompletionRequest( + model="opt-125m", + prompt=prompts, + stream=False, + max_tokens=10, + echo=True, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response = await opt_model.create_completion(request) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + Choice( + finish_reason="length", + index=0, + logprobs=None, + text="Hi, I love my cat- Labrador! He has tiny ears with fluffy white", + ), + Choice( + finish_reason="length", + index=1, + logprobs=None, + text="The sky is blue and no one is going to notice. You don", + ), + ], + created=1719584168, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=20, prompt_tokens=12, total_tokens=32 + ), + ) + assert compare_response_to_expected(response, expected) is True + + # FixMe: completion with echo true and stream fails + async def test_vllm_completion_facebook_opt_model_with_two_prompts_echo_stream( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + model_name = "opt-125m" + prompts = ["Hi, I love my cat", "The sky is blue"] + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + if args[0]["prompt_token_ids"] == [2, 30086, 6, 38, 657, 127, 4758]: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts[0]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + else: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts[1]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + params = CreateCompletionRequest( + model=model_name, + prompt=prompts, + stream=True, + max_tokens=10, + echo=True, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response_iterator = await opt_model.create_completion(request) + completions = [""] * 2 + async for resp in response_iterator: + assert resp.id == request_id + assert len(resp.choices) == 1 + assert resp.choices[0].logprobs is None + if resp.choices[0].index == 0: + completions[0] += resp.choices[0].text + + elif resp.choices[0].index == 1: + completions[1] += resp.choices[0].text + assert resp.model == model_name + assert resp.object == "text_completion" + assert resp.system_fingerprint is None + assert isinstance(resp.created, int) + assert completions == [ + "Hi, I love my cat- Labrador! He has tiny ears with fluffy white", + "The sky is blue and no one is going to notice. You don", + ] + + async def test_vllm_completion_facebook_opt_model_with_two_prompts_logprobs( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + model_name = "opt-125m" + prompts = ["Hi, I love my cat", "The sky is blue"] + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + if args[0]["prompt_token_ids"] == [2, 30086, 6, 38, 657, 127, 4758]: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts_log_probs[0]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + else: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts_log_probs[1]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + params = CreateCompletionRequest( + model=model_name, + prompt=prompts, + stream=False, + max_tokens=10, + logprobs=2, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + Choice( + finish_reason="length", + index=0, + logprobs=Logprobs( + text_offset=[0, 1, 10, 11, 14, 18, 23, 28, 33, 40], + token_logprobs=[ + -5.968789577484131, + -11.009230613708496, + -3.1531925201416016, + -1.4167288541793823, + -2.7665247917175293, + -6.939647674560547, + -1.3619911670684814, + -4.619960784912109, + -5.624878883361816, + -2.215275764465332, + ], + tokens=[ + "-", + " Labrador", + "!", + " He", + " has", + " tiny", + " ears", + " with", + " fluffy", + " white", + ], + top_logprobs=[ + { + "-": -5.968789577484131, + ".": -1.4537543058395386, + ",": -1.8416975736618042, + }, + { + " Labrador": -11.009230613708496, + " I": -1.7544232606887817, + " she": -3.0754880905151367, + }, + { + "!": -3.1531925201416016, + " mix": -1.0394372940063477, + ".": -2.187213897705078, + }, + {" He": -1.4167288541793823, "\n": -2.067265510559082}, + { + " has": -2.7665247917175293, + "'s": -1.0847479104995728, + " is": -1.5475212335586548, + }, + { + " tiny": -6.939647674560547, + " a": -1.3877274990081787, + " been": -2.3109357357025146, + }, + { + " ears": -1.3619911670684814, + " paws": -2.2743265628814697, + }, + { + " with": -4.619960784912109, + " and": -0.8057191371917725, + ",": -1.615569829940796, + }, + { + " fluffy": -5.624878883361816, + " a": -1.4977388381958008, + " tiny": -3.0061492919921875, + }, + {" white": -2.215275764465332, " fur": -1.901274561882019}, + ], + ), + text="- Labrador! He has tiny ears with fluffy white", + ), + Choice( + finish_reason="length", + index=1, + logprobs=Logprobs( + text_offset=[0, 4, 7, 11, 14, 20, 23, 30, 31, 35], + token_logprobs=[ + -2.4368906021118164, + -5.254100799560547, + -0.42237523198127747, + -1.1646629571914673, + -2.8208425045013428, + -0.08860369771718979, + -2.0382237434387207, + -1.2939914464950562, + -4.5231032371521, + -3.299767017364502, + ], + tokens=[ + " and", + " no", + " one", + " is", + " going", + " to", + " notice", + ".", + " You", + " don", + ], + top_logprobs=[ + { + " and": -2.4368906021118164, + ",": -1.4933549165725708, + ".": -1.4948359727859497, + }, + { + " no": -5.254100799560547, + " the": -1.2720444202423096, + " I": -2.4218027591705322, + }, + { + " one": -0.42237523198127747, + " clouds": -4.17390775680542, + }, + {" is": -1.1646629571914673, " can": -2.5355124473571777}, + { + " going": -2.8208425045013428, + " watching": -2.0994670391082764, + " looking": -2.5881574153900146, + }, + { + " to": -0.08860369771718979, + " anywhere": -3.895568609237671, + }, + { + " notice": -2.0382237434387207, + " see": -2.475170612335205, + }, + {".": -1.2939914464950562, " it": -1.670294165611267}, + { + " You": -4.5231032371521, + "\n": -0.5480296015739441, + " ": -2.24289870262146, + }, + { + " don": -3.299767017364502, + " can": -2.143829822540283, + "'re": -2.1697640419006348, + }, + ], + ), + text=" and no one is going to notice. You don", + ), + ], + created=1719589967, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=20, prompt_tokens=12, total_tokens=32 + ), + ) + + response = await opt_model.create_completion(request) + + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_completion_facebook_opt_model_with_two_prompts_logprobs_stream( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + model_name = "opt-125m" + prompts = ["Hi, I love my cat", "The sky is blue"] + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + if args[0]["prompt_token_ids"] == [2, 30086, 6, 38, 657, 127, 4758]: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts_log_probs[0]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + else: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts_log_probs[1]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + params = CreateCompletionRequest( + model=model_name, + prompt=prompts, + stream=True, + max_tokens=10, + logprobs=2, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + + response_iterator = await opt_model.create_completion(request) + completions = [""] * 2 + log_probs_list = [ + Logprobs(text_offset=[], token_logprobs=[], tokens=[], top_logprobs=[]), + Logprobs(text_offset=[], token_logprobs=[], tokens=[], top_logprobs=[]), + ] + async for resp in response_iterator: + assert resp.id == request_id + assert len(resp.choices) == 1 + if resp.choices[0].index == 0: + completions[0] += resp.choices[0].text + assert resp.choices[0].logprobs is not None + log_probs_list[0].text_offset += resp.choices[0].logprobs.text_offset + log_probs_list[0].token_logprobs += resp.choices[ + 0 + ].logprobs.token_logprobs + log_probs_list[0].tokens += resp.choices[0].logprobs.tokens + log_probs_list[0].top_logprobs += resp.choices[0].logprobs.top_logprobs + elif resp.choices[0].index == 1: + completions[1] += resp.choices[0].text + assert resp.choices[0].logprobs is not None + log_probs_list[1].text_offset += resp.choices[0].logprobs.text_offset + log_probs_list[1].token_logprobs += resp.choices[ + 0 + ].logprobs.token_logprobs + log_probs_list[1].tokens += resp.choices[0].logprobs.tokens + log_probs_list[1].top_logprobs += resp.choices[0].logprobs.top_logprobs + assert resp.model == model_name + assert resp.object == "text_completion" + assert resp.system_fingerprint is None + assert isinstance(resp.created, int) + assert completions == [ + "- Labrador! He has tiny ears with fluffy white", + " and no one is going to notice. You don", + ] + assert log_probs_list == [ + Logprobs( + text_offset=[0, 1, 10, 11, 14, 18, 23, 28, 33, 40], + token_logprobs=[ + -5.968789577484131, + -11.009230613708496, + -3.1531925201416016, + -1.4167288541793823, + -2.7665247917175293, + -6.939647674560547, + -1.3619911670684814, + -4.619960784912109, + -5.624878883361816, + -2.215275764465332, + ], + tokens=[ + "-", + " Labrador", + "!", + " He", + " has", + " tiny", + " ears", + " with", + " fluffy", + " white", + ], + top_logprobs=[ + { + "-": -5.968789577484131, + ".": -1.4537543058395386, + ",": -1.8416975736618042, + }, + { + " Labrador": -11.009230613708496, + " I": -1.7544232606887817, + " she": -3.0754880905151367, + }, + { + "!": -3.1531925201416016, + " mix": -1.0394372940063477, + ".": -2.187213897705078, + }, + {" He": -1.4167288541793823, "\n": -2.067265510559082}, + { + " has": -2.7665247917175293, + "'s": -1.0847479104995728, + " is": -1.5475212335586548, + }, + { + " tiny": -6.939647674560547, + " a": -1.3877274990081787, + " been": -2.3109357357025146, + }, + {" ears": -1.3619911670684814, " paws": -2.2743265628814697}, + { + " with": -4.619960784912109, + " and": -0.8057191371917725, + ",": -1.615569829940796, + }, + { + " fluffy": -5.624878883361816, + " a": -1.4977388381958008, + " tiny": -3.0061492919921875, + }, + {" white": -2.215275764465332, " fur": -1.901274561882019}, + ], + ), + Logprobs( + text_offset=[0, 4, 7, 11, 14, 20, 23, 30, 31, 35], + token_logprobs=[ + -2.4368906021118164, + -5.254100799560547, + -0.42237523198127747, + -1.1646629571914673, + -2.8208425045013428, + -0.08860369771718979, + -2.0382237434387207, + -1.2939914464950562, + -4.5231032371521, + -3.299767017364502, + ], + tokens=[ + " and", + " no", + " one", + " is", + " going", + " to", + " notice", + ".", + " You", + " don", + ], + top_logprobs=[ + { + " and": -2.4368906021118164, + ",": -1.4933549165725708, + ".": -1.4948359727859497, + }, + { + " no": -5.254100799560547, + " the": -1.2720444202423096, + " I": -2.4218027591705322, + }, + {" one": -0.42237523198127747, " clouds": -4.17390775680542}, + {" is": -1.1646629571914673, " can": -2.5355124473571777}, + { + " going": -2.8208425045013428, + " watching": -2.0994670391082764, + " looking": -2.5881574153900146, + }, + {" to": -0.08860369771718979, " anywhere": -3.895568609237671}, + {" notice": -2.0382237434387207, " see": -2.475170612335205}, + {".": -1.2939914464950562, " it": -1.670294165611267}, + { + " You": -4.5231032371521, + "\n": -0.5480296015739441, + " ": -2.24289870262146, + }, + { + " don": -3.299767017364502, + " can": -2.143829822540283, + "'re": -2.1697640419006348, + }, + ], + ), + ] + + async def test_vllm_completion_facebook_opt_model_with_suffix(self, vllm_opt_model): + opt_model, mock_vllm_engine = vllm_opt_model + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model="opt-125m", + prompt=prompt, + stream=False, + max_tokens=10, + suffix="Thank You!", + ) + request = CompletionRequest(params=params, context={}) + with pytest.raises(OpenAIError, match="suffix is not currently supported"): + await opt_model.create_completion(request) + + async def test_vllm_completion_facebook_opt_model_with_best_of_and_n_not_equal( + self, vllm_opt_model + ): + """ + When best_of != n, the result should not be streamed even if stream=True is set + """ + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks_with_n_2: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model="opt-125m", + prompt=prompt, + stream=True, + max_tokens=10, + best_of=3, + n=2, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + Choice( + finish_reason="length", + index=0, + logprobs=None, + text=", so I know how much you guys are needing", + ), + Choice( + finish_reason="length", + index=1, + logprobs=None, + text=" and myself. Sometimes I try to pick my", + ), + ], + created=1719640772, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=20, prompt_tokens=7, total_tokens=27 + ), + ) + response = await opt_model.create_completion(request) + + assert not isinstance(response, AsyncIterator) + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_completion_facebook_opt_model_with_best_of_and_n_equal( + self, vllm_opt_model + ): + """ + When best_of == n, the result can be streamed when stream=True is set + """ + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + model_name = "ot-125m" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks_with_n_3: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model=model_name, + prompt=prompt, + stream=True, + max_tokens=10, + best_of=3, + n=3, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response_iterator = await opt_model.create_completion(request) + assert isinstance(response_iterator, AsyncIterator) + completions = [""] * 3 + async for resp in response_iterator: + assert resp.id == request_id + assert len(resp.choices) == 1 + if resp.choices[0].index == 0: + completions[0] += resp.choices[0].text + elif resp.choices[0].index == 1: + completions[1] += resp.choices[0].text + elif resp.choices[0].index == 2: + completions[2] += resp.choices[0].text + assert len(resp.choices) == 1 + assert resp.choices[0].logprobs is None + assert resp.model == model_name + assert resp.object == "text_completion" + assert resp.system_fingerprint is None + assert isinstance(resp.created, int) + assert completions == [ + ", so I know how much you guys are needing", + "-newbie and don't generally seek it out", + " and myself. Sometimes I try to pick my", + ] + + async def test_vllm_completion_facebook_opt_model_with_best_of_and_n_and_echo( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks_with_n_2: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model="opt-125m", + prompt=prompt, + stream=False, + echo=True, + max_tokens=10, + best_of=3, + n=2, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + Choice( + finish_reason="length", + index=0, + logprobs=None, + text="Hi, I love my cat, so I know how much you guys are needing", + ), + Choice( + finish_reason="length", + index=1, + logprobs=None, + text="Hi, I love my cat and myself. Sometimes I try to pick my", + ), + ], + created=1719640772, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=20, prompt_tokens=7, total_tokens=27 + ), + ) + response = await opt_model.create_completion(request) + + assert not isinstance(response, AsyncIterator) + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_completion_facebook_opt_model_with_best_of_and_n_and_echo_stream( + self, vllm_opt_model + ): + """ + When best_of == n, the result can be streamed when stream=True is set + """ + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + model_name = "ot-125m" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks_with_n_3: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model=model_name, + prompt=prompt, + stream=True, + max_tokens=10, + best_of=3, + n=3, + echo=True, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response_iterator = await opt_model.create_completion(request) + assert isinstance(response_iterator, AsyncIterator) + completions = [""] * 3 + async for resp in response_iterator: + assert resp.id == request_id + assert len(resp.choices) == 1 + if resp.choices[0].index == 0: + completions[0] += resp.choices[0].text + elif resp.choices[0].index == 1: + completions[1] += resp.choices[0].text + elif resp.choices[0].index == 2: + completions[2] += resp.choices[0].text + assert len(resp.choices) == 1 + assert resp.choices[0].logprobs is None + assert resp.model == model_name + assert resp.object == "text_completion" + assert resp.system_fingerprint is None + assert isinstance(resp.created, int) + assert completions == [ + "Hi, I love my cat, so I know how much you guys are needing", + "Hi, I love my cat-newbie and don't generally seek it out", + "Hi, I love my cat and myself. Sometimes I try to pick my", + ] + + async def test_vllm_completion_facebook_opt_model_with_max_tokens_exceed_model_len( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model="opt-125m", + prompt=prompt, + stream=False, + max_tokens=2048, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + with pytest.raises(OpenAIError): + await opt_model.create_completion(request) + + async def test_vllm_completion_facebook_opt_model_with_token_ids( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + token_ids = [2, 30086, 6, 38, 657, 127, 4758] + params = CreateCompletionRequest( + model="opt-125m", + prompt=token_ids, + stream=False, + max_tokens=10, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response = await opt_model.create_completion(request) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + Choice( + finish_reason="length", + index=0, + logprobs=None, + text="- Labrador! He has tiny ears with fluffy white", + ) + ], + created=1719646396, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=10, prompt_tokens=7, total_tokens=17 + ), + ) + + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_completion_facebook_opt_model_with_token_ids_and_echo( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + token_ids = [2, 30086, 6, 38, 657, 127, 4758] + params = CreateCompletionRequest( + model="opt-125m", + prompt=token_ids, + stream=False, + max_tokens=10, + echo=True, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response = await opt_model.create_completion(request) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + Choice( + finish_reason="length", + index=0, + logprobs=None, + text="Hi, I love my cat- Labrador! He has tiny ears with fluffy white", + ) + ], + created=1719646396, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=10, prompt_tokens=7, total_tokens=17 + ), + ) + + assert response.id == expected.id + assert response.choices == expected.choices + assert response.system_fingerprint == expected.system_fingerprint + assert response.object == expected.object + assert response.usage == expected.usage + assert response.model == expected.model + assert isinstance(response.created, int) + + async def test_vllm_completion_facebook_opt_model_with_batch_token_ids( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + token_ids = [[2, 30086, 6, 38, 657, 127, 4758], [2, 133, 6360, 16, 2440]] + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + if args[0]["prompt_token_ids"] == token_ids[0]: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts_log_probs[0]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + else: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts_log_probs[1]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + params = CreateCompletionRequest( + model="opt-125m", + prompt=token_ids, + stream=False, + max_tokens=10, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response = await opt_model.create_completion(request) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + Choice( + finish_reason="length", + index=0, + logprobs=None, + text="- Labrador! He has tiny ears with fluffy white", + ), + Choice( + finish_reason="length", + index=1, + logprobs=None, + text=" and no one is going to notice. You don", + ), + ], + created=1719646549, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=20, prompt_tokens=12, total_tokens=32 + ), + ) + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_completion_facebook_opt_model_with_batch_token_ids_with_echo( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + token_ids = [[2, 30086, 6, 38, 657, 127, 4758], [2, 133, 6360, 16, 2440]] + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + if args[0]["prompt_token_ids"] == token_ids[0]: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts_log_probs[0]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + else: + for cmpl_chunk in opt_cmpl_chunks_with_two_prompts_log_probs[1]: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + params = CreateCompletionRequest( + model="opt-125m", + prompt=token_ids, + stream=False, + max_tokens=10, + echo=True, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response = await opt_model.create_completion(request) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + Choice( + finish_reason="length", + index=0, + logprobs=None, + text="Hi, I love my cat- Labrador! He has tiny ears with fluffy white", + ), + Choice( + finish_reason="length", + index=1, + logprobs=None, + text="The sky is blue and no one is going to notice. You don", + ), + ], + created=1719646549, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=20, prompt_tokens=12, total_tokens=32 + ), + ) + + assert compare_response_to_expected(response, expected) is True + + async def test_vllm_completion_facebook_opt_model_with_logit_bias( + self, vllm_opt_model + ): + opt_model, mock_vllm_engine = vllm_opt_model + request_id = "cmpl-d771287a234c44498e345f0a429d6691" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + for cmpl_chunk in opt_cmpl_chunks_with_logit_bias: + cmpl_chunk.request_id = args[2] + yield cmpl_chunk + + mock_vllm_engine.generate = mock_generate + + prompt = "Hi, I love my cat" + params = CreateCompletionRequest( + model="opt-125m", + prompt=prompt, + stream=False, + max_tokens=10, + logit_bias={"33564": -50}, + ) + request = CompletionRequest(request_id=request_id, params=params, context={}) + response = await opt_model.create_completion(request) + expected = CreateCompletionResponse( + id=request_id, + choices=[ + Choice( + finish_reason="length", + index=0, + logprobs=None, + text="- Labrador! He has tiny ears with red hair", + ) + ], + created=1719659778, + model="opt-125m", + system_fingerprint=None, + object="text_completion", + usage=CompletionUsage( + completion_tokens=10, prompt_tokens=7, total_tokens=17 + ), + ) + assert compare_response_to_expected(response, expected) is True + + +class TestOpenAIServingCompletion: + + def test_validate_input_with_max_tokens_exceeding_model_limit(self, vllm_opt_model): + opt_model, mock_vllm_engine = vllm_opt_model + prompt = "Hi, I love my cat" + + async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]: + pass + + mock_vllm_engine.generate = mock_generate + request = CreateCompletionRequest( + model="opt-125m", + prompt=prompt, + max_tokens=opt_model.openai_serving_completion.max_model_len + 1, + ) + with pytest.raises(OpenAIError): + opt_model.openai_serving_completion._validate_input( + request, + input_text=prompt, + input_ids=[2, 30086, 6, 38, 657, 127, 4758], + ) diff --git a/python/huggingfaceserver/tests/vllm_mock_outputs.py b/python/huggingfaceserver/tests/vllm_mock_outputs.py new file mode 100644 index 0000000000..8e2f7b1efe --- /dev/null +++ b/python/huggingfaceserver/tests/vllm_mock_outputs.py @@ -0,0 +1,8310 @@ +# Copyright 2024 The KServe Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from vllm import RequestOutput, CompletionOutput +from vllm.sequence import RequestMetrics, Logprob + +# Chat Completion mocks + +opt_chat_cmpl_chunks = [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most", + token_ids=(2895,), + cumulative_logprob=-6.909554481506348, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719560628.8399613, + last_token_time=1719560628.89679, + first_scheduled_time=1719560628.8405166, + first_token_time=1719560628.8966174, + time_in_queue=0.0005552768707275391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redd", + token_ids=(2895, 39275), + cumulative_logprob=-14.5400390625, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719560628.8399613, + last_token_time=1719560628.9308233, + first_scheduled_time=1719560628.8405166, + first_token_time=1719560628.8966174, + time_in_queue=0.0005552768707275391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors", + token_ids=(2895, 39275, 9314), + cumulative_logprob=-14.579785268753767, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719560628.8399613, + last_token_time=1719560628.9634433, + first_scheduled_time=1719560628.8405166, + first_token_time=1719560628.8966174, + time_in_queue=0.0005552768707275391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know", + token_ids=(2895, 39275, 9314, 216), + cumulative_logprob=-18.995443742722273, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719560628.8399613, + last_token_time=1719560628.995936, + first_scheduled_time=1719560628.8405166, + first_token_time=1719560628.8966174, + time_in_queue=0.0005552768707275391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know the", + token_ids=(2895, 39275, 9314, 216, 5), + cumulative_logprob=-21.728284996002913, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719560628.8399613, + last_token_time=1719560629.0290582, + first_scheduled_time=1719560628.8405166, + first_token_time=1719560628.8966174, + time_in_queue=0.0005552768707275391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know the tiny", + token_ids=(2895, 39275, 9314, 216, 5, 5262), + cumulative_logprob=-31.282636802643538, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719560628.8399613, + last_token_time=1719560629.062661, + first_scheduled_time=1719560628.8405166, + first_token_time=1719560628.8966174, + time_in_queue=0.0005552768707275391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know the tiny difference", + token_ids=(2895, 39275, 9314, 216, 5, 5262, 2249), + cumulative_logprob=-36.23266426846385, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719560628.8399613, + last_token_time=1719560629.0953364, + first_scheduled_time=1719560628.8405166, + first_token_time=1719560628.8966174, + time_in_queue=0.0005552768707275391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know the tiny difference between", + token_ids=(2895, 39275, 9314, 216, 5, 5262, 2249, 227), + cumulative_logprob=-36.31763890013099, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719560628.8399613, + last_token_time=1719560629.128082, + first_scheduled_time=1719560628.8405166, + first_token_time=1719560628.8966174, + time_in_queue=0.0005552768707275391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know the tiny difference between Frog", + token_ids=(2895, 39275, 9314, 216, 5, 5262, 2249, 227, 27449), + cumulative_logprob=-48.38922264799476, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719560628.8399613, + last_token_time=1719560629.160765, + first_scheduled_time=1719560628.8405166, + first_token_time=1719560628.8966174, + time_in_queue=0.0005552768707275391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know the tiny difference between Frogling", + token_ids=(2895, 39275, 9314, 216, 5, 5262, 2249, 227, 27449, 1527), + cumulative_logprob=-55.17701914533973, + logprobs=None, + finish_reason="length", + stop_reason=None, + ) + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719560628.8399613, + last_token_time=1719560629.1936603, + first_scheduled_time=1719560628.8405166, + first_token_time=1719560628.8966174, + time_in_queue=0.0005552768707275391, + finished_time=1719566665.8268993, + ), + lora_request=None, + ), +] + + +opt_chat_cmpl_chunks_with_logprobs = [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most", + token_ids=(2895,), + cumulative_logprob=-6.909554481506348, + logprobs=[ + { + 2895: Logprob( + logprob=-6.909554481506348, rank=143, decoded_token="Most" + ), + 100: Logprob( + logprob=-2.197445869445801, rank=1, decoded_token="I" + ), + 133: Logprob( + logprob=-3.4867753982543945, rank=2, decoded_token="The" + ), + } + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719562089.4807153, + last_token_time=1719562089.5377755, + first_scheduled_time=1719562089.4812138, + first_token_time=1719562089.5375597, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redd", + token_ids=(2895, 39275), + cumulative_logprob=-14.5400390625, + logprobs=[ + { + 2895: Logprob( + logprob=-6.909554481506348, rank=143, decoded_token="Most" + ), + 100: Logprob( + logprob=-2.197445869445801, rank=1, decoded_token="I" + ), + 133: Logprob( + logprob=-3.4867753982543945, rank=2, decoded_token="The" + ), + }, + { + 39275: Logprob( + logprob=-7.630484580993652, rank=148, decoded_token=" redd" + ), + 9: Logprob( + logprob=-1.8084166049957275, rank=1, decoded_token=" of" + ), + 82: Logprob( + logprob=-2.3389289379119873, rank=2, decoded_token=" people" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719562089.4807153, + last_token_time=1719562089.571781, + first_scheduled_time=1719562089.4812138, + first_token_time=1719562089.5375597, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors", + token_ids=(2895, 39275, 9314), + cumulative_logprob=-14.579785268753767, + logprobs=[ + { + 2895: Logprob( + logprob=-6.909554481506348, rank=143, decoded_token="Most" + ), + 100: Logprob( + logprob=-2.197445869445801, rank=1, decoded_token="I" + ), + 133: Logprob( + logprob=-3.4867753982543945, rank=2, decoded_token="The" + ), + }, + { + 39275: Logprob( + logprob=-7.630484580993652, rank=148, decoded_token=" redd" + ), + 9: Logprob( + logprob=-1.8084166049957275, rank=1, decoded_token=" of" + ), + 82: Logprob( + logprob=-2.3389289379119873, rank=2, decoded_token=" people" + ), + }, + { + 9314: Logprob( + logprob=-0.039746206253767014, rank=1, decoded_token="itors" + ), + 7852: Logprob( + logprob=-4.065564155578613, rank=2, decoded_token="itor" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719562089.4807153, + last_token_time=1719562089.6046839, + first_scheduled_time=1719562089.4812138, + first_token_time=1719562089.5375597, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know", + token_ids=(2895, 39275, 9314, 216), + cumulative_logprob=-18.995443742722273, + logprobs=[ + { + 2895: Logprob( + logprob=-6.909554481506348, rank=143, decoded_token="Most" + ), + 100: Logprob( + logprob=-2.197445869445801, rank=1, decoded_token="I" + ), + 133: Logprob( + logprob=-3.4867753982543945, rank=2, decoded_token="The" + ), + }, + { + 39275: Logprob( + logprob=-7.630484580993652, rank=148, decoded_token=" redd" + ), + 9: Logprob( + logprob=-1.8084166049957275, rank=1, decoded_token=" of" + ), + 82: Logprob( + logprob=-2.3389289379119873, rank=2, decoded_token=" people" + ), + }, + { + 9314: Logprob( + logprob=-0.039746206253767014, rank=1, decoded_token="itors" + ), + 7852: Logprob( + logprob=-4.065564155578613, rank=2, decoded_token="itor" + ), + }, + { + 216: Logprob( + logprob=-4.415658473968506, rank=15, decoded_token=" know" + ), + 32: Logprob( + logprob=-1.5063375234603882, rank=1, decoded_token=" are" + ), + 218: Logprob( + logprob=-2.7589268684387207, rank=2, decoded_token=" don" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719562089.4807153, + last_token_time=1719562089.6375127, + first_scheduled_time=1719562089.4812138, + first_token_time=1719562089.5375597, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know the", + token_ids=(2895, 39275, 9314, 216, 5), + cumulative_logprob=-21.728284996002913, + logprobs=[ + { + 2895: Logprob( + logprob=-6.909554481506348, rank=143, decoded_token="Most" + ), + 100: Logprob( + logprob=-2.197445869445801, rank=1, decoded_token="I" + ), + 133: Logprob( + logprob=-3.4867753982543945, rank=2, decoded_token="The" + ), + }, + { + 39275: Logprob( + logprob=-7.630484580993652, rank=148, decoded_token=" redd" + ), + 9: Logprob( + logprob=-1.8084166049957275, rank=1, decoded_token=" of" + ), + 82: Logprob( + logprob=-2.3389289379119873, rank=2, decoded_token=" people" + ), + }, + { + 9314: Logprob( + logprob=-0.039746206253767014, rank=1, decoded_token="itors" + ), + 7852: Logprob( + logprob=-4.065564155578613, rank=2, decoded_token="itor" + ), + }, + { + 216: Logprob( + logprob=-4.415658473968506, rank=15, decoded_token=" know" + ), + 32: Logprob( + logprob=-1.5063375234603882, rank=1, decoded_token=" are" + ), + 218: Logprob( + logprob=-2.7589268684387207, rank=2, decoded_token=" don" + ), + }, + { + 5: Logprob( + logprob=-2.7328412532806396, rank=3, decoded_token=" the" + ), + 14: Logprob( + logprob=-1.2675859928131104, rank=1, decoded_token=" that" + ), + 42: Logprob( + logprob=-2.295158624649048, rank=2, decoded_token=" this" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719562089.4807153, + last_token_time=1719562089.6698928, + first_scheduled_time=1719562089.4812138, + first_token_time=1719562089.5375597, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know the tiny", + token_ids=(2895, 39275, 9314, 216, 5, 5262), + cumulative_logprob=-31.282636802643538, + logprobs=[ + { + 2895: Logprob( + logprob=-6.909554481506348, rank=143, decoded_token="Most" + ), + 100: Logprob( + logprob=-2.197445869445801, rank=1, decoded_token="I" + ), + 133: Logprob( + logprob=-3.4867753982543945, rank=2, decoded_token="The" + ), + }, + { + 39275: Logprob( + logprob=-7.630484580993652, rank=148, decoded_token=" redd" + ), + 9: Logprob( + logprob=-1.8084166049957275, rank=1, decoded_token=" of" + ), + 82: Logprob( + logprob=-2.3389289379119873, rank=2, decoded_token=" people" + ), + }, + { + 9314: Logprob( + logprob=-0.039746206253767014, rank=1, decoded_token="itors" + ), + 7852: Logprob( + logprob=-4.065564155578613, rank=2, decoded_token="itor" + ), + }, + { + 216: Logprob( + logprob=-4.415658473968506, rank=15, decoded_token=" know" + ), + 32: Logprob( + logprob=-1.5063375234603882, rank=1, decoded_token=" are" + ), + 218: Logprob( + logprob=-2.7589268684387207, rank=2, decoded_token=" don" + ), + }, + { + 5: Logprob( + logprob=-2.7328412532806396, rank=3, decoded_token=" the" + ), + 14: Logprob( + logprob=-1.2675859928131104, rank=1, decoded_token=" that" + ), + 42: Logprob( + logprob=-2.295158624649048, rank=2, decoded_token=" this" + ), + }, + { + 5262: Logprob( + logprob=-9.554351806640625, rank=1370, decoded_token=" tiny" + ), + 1948: Logprob( + logprob=-1.7232582569122314, rank=1, decoded_token=" answer" + ), + 2249: Logprob( + logprob=-3.347280740737915, + rank=2, + decoded_token=" difference", + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719562089.4807153, + last_token_time=1719562089.7028728, + first_scheduled_time=1719562089.4812138, + first_token_time=1719562089.5375597, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know the tiny difference", + token_ids=(2895, 39275, 9314, 216, 5, 5262, 2249), + cumulative_logprob=-36.23266426846385, + logprobs=[ + { + 2895: Logprob( + logprob=-6.909554481506348, rank=143, decoded_token="Most" + ), + 100: Logprob( + logprob=-2.197445869445801, rank=1, decoded_token="I" + ), + 133: Logprob( + logprob=-3.4867753982543945, rank=2, decoded_token="The" + ), + }, + { + 39275: Logprob( + logprob=-7.630484580993652, rank=148, decoded_token=" redd" + ), + 9: Logprob( + logprob=-1.8084166049957275, rank=1, decoded_token=" of" + ), + 82: Logprob( + logprob=-2.3389289379119873, rank=2, decoded_token=" people" + ), + }, + { + 9314: Logprob( + logprob=-0.039746206253767014, rank=1, decoded_token="itors" + ), + 7852: Logprob( + logprob=-4.065564155578613, rank=2, decoded_token="itor" + ), + }, + { + 216: Logprob( + logprob=-4.415658473968506, rank=15, decoded_token=" know" + ), + 32: Logprob( + logprob=-1.5063375234603882, rank=1, decoded_token=" are" + ), + 218: Logprob( + logprob=-2.7589268684387207, rank=2, decoded_token=" don" + ), + }, + { + 5: Logprob( + logprob=-2.7328412532806396, rank=3, decoded_token=" the" + ), + 14: Logprob( + logprob=-1.2675859928131104, rank=1, decoded_token=" that" + ), + 42: Logprob( + logprob=-2.295158624649048, rank=2, decoded_token=" this" + ), + }, + { + 5262: Logprob( + logprob=-9.554351806640625, rank=1370, decoded_token=" tiny" + ), + 1948: Logprob( + logprob=-1.7232582569122314, rank=1, decoded_token=" answer" + ), + 2249: Logprob( + logprob=-3.347280740737915, + rank=2, + decoded_token=" difference", + ), + }, + { + 2249: Logprob( + logprob=-4.9500274658203125, + rank=8, + decoded_token=" difference", + ), + 1280: Logprob( + logprob=-3.1549720764160156, rank=1, decoded_token=" amount" + ), + 410: Logprob( + logprob=-3.626887798309326, rank=2, decoded_token=" little" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719562089.4807153, + last_token_time=1719562089.735481, + first_scheduled_time=1719562089.4812138, + first_token_time=1719562089.5375597, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know the tiny difference between", + token_ids=(2895, 39275, 9314, 216, 5, 5262, 2249, 227), + cumulative_logprob=-36.31763890013099, + logprobs=[ + { + 2895: Logprob( + logprob=-6.909554481506348, rank=143, decoded_token="Most" + ), + 100: Logprob( + logprob=-2.197445869445801, rank=1, decoded_token="I" + ), + 133: Logprob( + logprob=-3.4867753982543945, rank=2, decoded_token="The" + ), + }, + { + 39275: Logprob( + logprob=-7.630484580993652, rank=148, decoded_token=" redd" + ), + 9: Logprob( + logprob=-1.8084166049957275, rank=1, decoded_token=" of" + ), + 82: Logprob( + logprob=-2.3389289379119873, rank=2, decoded_token=" people" + ), + }, + { + 9314: Logprob( + logprob=-0.039746206253767014, rank=1, decoded_token="itors" + ), + 7852: Logprob( + logprob=-4.065564155578613, rank=2, decoded_token="itor" + ), + }, + { + 216: Logprob( + logprob=-4.415658473968506, rank=15, decoded_token=" know" + ), + 32: Logprob( + logprob=-1.5063375234603882, rank=1, decoded_token=" are" + ), + 218: Logprob( + logprob=-2.7589268684387207, rank=2, decoded_token=" don" + ), + }, + { + 5: Logprob( + logprob=-2.7328412532806396, rank=3, decoded_token=" the" + ), + 14: Logprob( + logprob=-1.2675859928131104, rank=1, decoded_token=" that" + ), + 42: Logprob( + logprob=-2.295158624649048, rank=2, decoded_token=" this" + ), + }, + { + 5262: Logprob( + logprob=-9.554351806640625, rank=1370, decoded_token=" tiny" + ), + 1948: Logprob( + logprob=-1.7232582569122314, rank=1, decoded_token=" answer" + ), + 2249: Logprob( + logprob=-3.347280740737915, + rank=2, + decoded_token=" difference", + ), + }, + { + 2249: Logprob( + logprob=-4.9500274658203125, + rank=8, + decoded_token=" difference", + ), + 1280: Logprob( + logprob=-3.1549720764160156, rank=1, decoded_token=" amount" + ), + 410: Logprob( + logprob=-3.626887798309326, rank=2, decoded_token=" little" + ), + }, + { + 227: Logprob( + logprob=-0.08497463166713715, + rank=1, + decoded_token=" between", + ), + 11: Logprob( + logprob=-3.210397958755493, rank=2, decoded_token=" in" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719562089.4807153, + last_token_time=1719562089.768718, + first_scheduled_time=1719562089.4812138, + first_token_time=1719562089.5375597, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know the tiny difference between Frog", + token_ids=(2895, 39275, 9314, 216, 5, 5262, 2249, 227, 27449), + cumulative_logprob=-48.38922264799476, + logprobs=[ + { + 2895: Logprob( + logprob=-6.909554481506348, rank=143, decoded_token="Most" + ), + 100: Logprob( + logprob=-2.197445869445801, rank=1, decoded_token="I" + ), + 133: Logprob( + logprob=-3.4867753982543945, rank=2, decoded_token="The" + ), + }, + { + 39275: Logprob( + logprob=-7.630484580993652, rank=148, decoded_token=" redd" + ), + 9: Logprob( + logprob=-1.8084166049957275, rank=1, decoded_token=" of" + ), + 82: Logprob( + logprob=-2.3389289379119873, rank=2, decoded_token=" people" + ), + }, + { + 9314: Logprob( + logprob=-0.039746206253767014, rank=1, decoded_token="itors" + ), + 7852: Logprob( + logprob=-4.065564155578613, rank=2, decoded_token="itor" + ), + }, + { + 216: Logprob( + logprob=-4.415658473968506, rank=15, decoded_token=" know" + ), + 32: Logprob( + logprob=-1.5063375234603882, rank=1, decoded_token=" are" + ), + 218: Logprob( + logprob=-2.7589268684387207, rank=2, decoded_token=" don" + ), + }, + { + 5: Logprob( + logprob=-2.7328412532806396, rank=3, decoded_token=" the" + ), + 14: Logprob( + logprob=-1.2675859928131104, rank=1, decoded_token=" that" + ), + 42: Logprob( + logprob=-2.295158624649048, rank=2, decoded_token=" this" + ), + }, + { + 5262: Logprob( + logprob=-9.554351806640625, rank=1370, decoded_token=" tiny" + ), + 1948: Logprob( + logprob=-1.7232582569122314, rank=1, decoded_token=" answer" + ), + 2249: Logprob( + logprob=-3.347280740737915, + rank=2, + decoded_token=" difference", + ), + }, + { + 2249: Logprob( + logprob=-4.9500274658203125, + rank=8, + decoded_token=" difference", + ), + 1280: Logprob( + logprob=-3.1549720764160156, rank=1, decoded_token=" amount" + ), + 410: Logprob( + logprob=-3.626887798309326, rank=2, decoded_token=" little" + ), + }, + { + 227: Logprob( + logprob=-0.08497463166713715, + rank=1, + decoded_token=" between", + ), + 11: Logprob( + logprob=-3.210397958755493, rank=2, decoded_token=" in" + ), + }, + { + 27449: Logprob( + logprob=-12.07158374786377, + rank=11151, + decoded_token=" Frog", + ), + 10: Logprob( + logprob=-1.4436050653457642, rank=1, decoded_token=" a" + ), + 5: Logprob( + logprob=-2.731874942779541, rank=2, decoded_token=" the" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719562089.4807153, + last_token_time=1719562089.8011742, + first_scheduled_time=1719562089.4812138, + first_token_time=1719562089.5375597, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="Most redditors know the tiny difference between Frogling", + token_ids=(2895, 39275, 9314, 216, 5, 5262, 2249, 227, 27449, 1527), + cumulative_logprob=-55.17701914533973, + logprobs=[ + { + 2895: Logprob( + logprob=-6.909554481506348, rank=143, decoded_token="Most" + ), + 100: Logprob( + logprob=-2.197445869445801, rank=1, decoded_token="I" + ), + 133: Logprob( + logprob=-3.4867753982543945, rank=2, decoded_token="The" + ), + }, + { + 39275: Logprob( + logprob=-7.630484580993652, rank=148, decoded_token=" redd" + ), + 9: Logprob( + logprob=-1.8084166049957275, rank=1, decoded_token=" of" + ), + 82: Logprob( + logprob=-2.3389289379119873, rank=2, decoded_token=" people" + ), + }, + { + 9314: Logprob( + logprob=-0.039746206253767014, rank=1, decoded_token="itors" + ), + 7852: Logprob( + logprob=-4.065564155578613, rank=2, decoded_token="itor" + ), + }, + { + 216: Logprob( + logprob=-4.415658473968506, rank=15, decoded_token=" know" + ), + 32: Logprob( + logprob=-1.5063375234603882, rank=1, decoded_token=" are" + ), + 218: Logprob( + logprob=-2.7589268684387207, rank=2, decoded_token=" don" + ), + }, + { + 5: Logprob( + logprob=-2.7328412532806396, rank=3, decoded_token=" the" + ), + 14: Logprob( + logprob=-1.2675859928131104, rank=1, decoded_token=" that" + ), + 42: Logprob( + logprob=-2.295158624649048, rank=2, decoded_token=" this" + ), + }, + { + 5262: Logprob( + logprob=-9.554351806640625, rank=1370, decoded_token=" tiny" + ), + 1948: Logprob( + logprob=-1.7232582569122314, rank=1, decoded_token=" answer" + ), + 2249: Logprob( + logprob=-3.347280740737915, + rank=2, + decoded_token=" difference", + ), + }, + { + 2249: Logprob( + logprob=-4.9500274658203125, + rank=8, + decoded_token=" difference", + ), + 1280: Logprob( + logprob=-3.1549720764160156, rank=1, decoded_token=" amount" + ), + 410: Logprob( + logprob=-3.626887798309326, rank=2, decoded_token=" little" + ), + }, + { + 227: Logprob( + logprob=-0.08497463166713715, + rank=1, + decoded_token=" between", + ), + 11: Logprob( + logprob=-3.210397958755493, rank=2, decoded_token=" in" + ), + }, + { + 27449: Logprob( + logprob=-12.07158374786377, + rank=11151, + decoded_token=" Frog", + ), + 10: Logprob( + logprob=-1.4436050653457642, rank=1, decoded_token=" a" + ), + 5: Logprob( + logprob=-2.731874942779541, rank=2, decoded_token=" the" + ), + }, + { + 1527: Logprob( + logprob=-6.787796497344971, rank=69, decoded_token="ling" + ), + 8: Logprob( + logprob=-1.6513729095458984, rank=1, decoded_token=" and" + ), + 29: Logprob( + logprob=-1.7453670501708984, rank=2, decoded_token="s" + ), + }, + ], + finish_reason="length", + stop_reason=None, + ) + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719562089.4807153, + last_token_time=1719562089.83397, + first_scheduled_time=1719562089.4812138, + first_token_time=1719562089.5375597, + time_in_queue=0.0004985332489013672, + finished_time=1719566665.8268993, + ), + lora_request=None, + ), +] + +opt_chat_cmpl_chunks_with_logit_bias = [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" Frog", + token_ids=(27449,), + cumulative_logprob=0.0, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719660998.9662814, + last_token_time=1719660999.0457416, + first_scheduled_time=1719660998.9670365, + first_token_time=1719660999.0454147, + time_in_queue=0.0007550716400146484, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" Frog Frog", + token_ids=(27449, 27449), + cumulative_logprob=0.0, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719660998.9662814, + last_token_time=1719660999.0881808, + first_scheduled_time=1719660998.9670365, + first_token_time=1719660999.0454147, + time_in_queue=0.0007550716400146484, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" Frog Frog Frog", + token_ids=(27449, 27449, 27449), + cumulative_logprob=0.0, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719660998.9662814, + last_token_time=1719660999.1315076, + first_scheduled_time=1719660998.9670365, + first_token_time=1719660999.0454147, + time_in_queue=0.0007550716400146484, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" Frog Frog Frog Frog", + token_ids=(27449, 27449, 27449, 27449), + cumulative_logprob=0.0, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719660998.9662814, + last_token_time=1719660999.171964, + first_scheduled_time=1719660998.9670365, + first_token_time=1719660999.0454147, + time_in_queue=0.0007550716400146484, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" Frog Frog Frog Frog Frog", + token_ids=(27449, 27449, 27449, 27449, 27449), + cumulative_logprob=0.0, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719660998.9662814, + last_token_time=1719660999.2129953, + first_scheduled_time=1719660998.9670365, + first_token_time=1719660999.0454147, + time_in_queue=0.0007550716400146484, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" Frog Frog Frog Frog Frog Frog", + token_ids=(27449, 27449, 27449, 27449, 27449, 27449), + cumulative_logprob=0.0, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719660998.9662814, + last_token_time=1719660999.2545228, + first_scheduled_time=1719660998.9670365, + first_token_time=1719660999.0454147, + time_in_queue=0.0007550716400146484, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" Frog Frog Frog Frog Frog Frog Frog", + token_ids=(27449, 27449, 27449, 27449, 27449, 27449, 27449), + cumulative_logprob=0.0, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719660998.9662814, + last_token_time=1719660999.2973335, + first_scheduled_time=1719660998.9670365, + first_token_time=1719660999.0454147, + time_in_queue=0.0007550716400146484, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" Frog Frog Frog Frog Frog Frog Frog Frog", + token_ids=(27449, 27449, 27449, 27449, 27449, 27449, 27449, 27449), + cumulative_logprob=0.0, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719660998.9662814, + last_token_time=1719660999.340904, + first_scheduled_time=1719660998.9670365, + first_token_time=1719660999.0454147, + time_in_queue=0.0007550716400146484, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" Frog Frog Frog Frog Frog Frog Frog Frog Frog", + token_ids=( + 27449, + 27449, + 27449, + 27449, + 27449, + 27449, + 27449, + 27449, + 27449, + ), + cumulative_logprob=0.0, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719660998.9662814, + last_token_time=1719660999.3833568, + first_scheduled_time=1719660998.9670365, + first_token_time=1719660999.0454147, + time_in_queue=0.0007550716400146484, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[ + 2, + 1185, + 32, + 10, + 5192, + 7359, + 12749, + 54, + 460, + 17904, + 11, + 5, + 2496, + 9, + 10, + 34687, + 2, + 6179, + 171, + 13845, + 64, + 10, + 1050, + 3529, + 11, + 65, + 2828, + 116, + 2, + ], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" Frog Frog Frog Frog Frog Frog Frog Frog Frog Frog", + token_ids=( + 27449, + 27449, + 27449, + 27449, + 27449, + 27449, + 27449, + 27449, + 27449, + 27449, + ), + cumulative_logprob=0.0, + logprobs=None, + finish_reason="length", + stop_reason=None, + ) + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719660998.9662814, + last_token_time=1719660999.4252603, + first_scheduled_time=1719660998.9670365, + first_token_time=1719660999.0454147, + time_in_queue=0.0007550716400146484, + finished_time=1719660999.4252543, + ), + lora_request=None, + ), +] + +# Completion mocks + +opt_cmpl_chunks = [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="-", + token_ids=(12,), + cumulative_logprob=-5.968788146972656, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719571494.726604, + last_token_time=1719571494.7727408, + first_scheduled_time=1719571494.7271025, + first_token_time=1719571494.7725506, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador", + token_ids=(12, 26882), + cumulative_logprob=-16.97801971435547, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719571494.726604, + last_token_time=1719571494.80594, + first_scheduled_time=1719571494.7271025, + first_token_time=1719571494.7725506, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador!", + token_ids=(12, 26882, 328), + cumulative_logprob=-20.131213903427124, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719571494.726604, + last_token_time=1719571494.8386245, + first_scheduled_time=1719571494.7271025, + first_token_time=1719571494.7725506, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He", + token_ids=(12, 26882, 328, 91), + cumulative_logprob=-21.5479416847229, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719571494.726604, + last_token_time=1719571494.8719313, + first_scheduled_time=1719571494.7271025, + first_token_time=1719571494.7725506, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has", + token_ids=(12, 26882, 328, 91, 34), + cumulative_logprob=-24.31446599960327, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719571494.726604, + last_token_time=1719571494.905585, + first_scheduled_time=1719571494.7271025, + first_token_time=1719571494.7725506, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny", + token_ids=(12, 26882, 328, 91, 34, 5262), + cumulative_logprob=-31.254112720489502, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719571494.726604, + last_token_time=1719571494.9397604, + first_scheduled_time=1719571494.7271025, + first_token_time=1719571494.7725506, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137), + cumulative_logprob=-32.616105914115906, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719571494.726604, + last_token_time=1719571494.9736176, + first_scheduled_time=1719571494.7271025, + first_token_time=1719571494.7725506, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19), + cumulative_logprob=-37.23606622219086, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719571494.726604, + last_token_time=1719571495.0074778, + first_scheduled_time=1719571494.7271025, + first_token_time=1719571494.7725506, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with fluffy", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19, 33564), + cumulative_logprob=-42.86094415187836, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719571494.726604, + last_token_time=1719571495.0404558, + first_scheduled_time=1719571494.7271025, + first_token_time=1719571494.7725506, + time_in_queue=0.0004985332489013672, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with fluffy white", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19, 33564, 1104), + cumulative_logprob=-45.076220870018005, + logprobs=None, + finish_reason="length", + stop_reason=None, + ) + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719571494.726604, + last_token_time=1719571495.0741613, + first_scheduled_time=1719571494.7271025, + first_token_time=1719571494.7725506, + time_in_queue=0.0004985332489013672, + finished_time=1719571495.0741584, + ), + lora_request=None, + ), +] + +opt_cmpl_chunks_with_logprobs = [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="-", + token_ids=(12,), + cumulative_logprob=-5.968788146972656, + logprobs=[ + { + 12: Logprob( + logprob=-5.968788146972656, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537553787231445, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416948318481445, rank=2, decoded_token="," + ), + } + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719573407.7665198, + last_token_time=1719573407.8125467, + first_scheduled_time=1719573407.7670705, + first_token_time=1719573407.8123348, + time_in_queue=0.0005507469177246094, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador", + token_ids=(12, 26882), + cumulative_logprob=-16.97801971435547, + logprobs=[ + { + 12: Logprob( + logprob=-5.968788146972656, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537553787231445, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416948318481445, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719573407.7665198, + last_token_time=1719573407.8460371, + first_scheduled_time=1719573407.7670705, + first_token_time=1719573407.8123348, + time_in_queue=0.0005507469177246094, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador!", + token_ids=(12, 26882, 328), + cumulative_logprob=-20.131213903427124, + logprobs=[ + { + 12: Logprob( + logprob=-5.968788146972656, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537553787231445, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416948318481445, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719573407.7665198, + last_token_time=1719573407.8782697, + first_scheduled_time=1719573407.7670705, + first_token_time=1719573407.8123348, + time_in_queue=0.0005507469177246094, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He", + token_ids=(12, 26882, 328, 91), + cumulative_logprob=-21.5479416847229, + logprobs=[ + { + 12: Logprob( + logprob=-5.968788146972656, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537553787231445, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416948318481445, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719573407.7665198, + last_token_time=1719573407.9108856, + first_scheduled_time=1719573407.7670705, + first_token_time=1719573407.8123348, + time_in_queue=0.0005507469177246094, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has", + token_ids=(12, 26882, 328, 91, 34), + cumulative_logprob=-24.31446599960327, + logprobs=[ + { + 12: Logprob( + logprob=-5.968788146972656, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537553787231445, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416948318481445, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.766524314880371, rank=3, decoded_token=" has" + ), + 18: Logprob( + logprob=-1.0847474336624146, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.547521710395813, rank=2, decoded_token=" is" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719573407.7665198, + last_token_time=1719573407.9432268, + first_scheduled_time=1719573407.7670705, + first_token_time=1719573407.8123348, + time_in_queue=0.0005507469177246094, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny", + token_ids=(12, 26882, 328, 91, 34, 5262), + cumulative_logprob=-31.254112720489502, + logprobs=[ + { + 12: Logprob( + logprob=-5.968788146972656, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537553787231445, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416948318481445, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.766524314880371, rank=3, decoded_token=" has" + ), + 18: Logprob( + logprob=-1.0847474336624146, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.547521710395813, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.9396467208862305, rank=90, decoded_token=" tiny" + ), + 10: Logprob( + logprob=-1.3877270221710205, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109371662139893, rank=2, decoded_token=" been" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719573407.7665198, + last_token_time=1719573407.9753387, + first_scheduled_time=1719573407.7670705, + first_token_time=1719573407.8123348, + time_in_queue=0.0005507469177246094, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137), + cumulative_logprob=-32.616105914115906, + logprobs=[ + { + 12: Logprob( + logprob=-5.968788146972656, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537553787231445, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416948318481445, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.766524314880371, rank=3, decoded_token=" has" + ), + 18: Logprob( + logprob=-1.0847474336624146, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.547521710395813, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.9396467208862305, rank=90, decoded_token=" tiny" + ), + 10: Logprob( + logprob=-1.3877270221710205, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109371662139893, rank=2, decoded_token=" been" + ), + }, + { + 12137: Logprob( + logprob=-1.3619931936264038, rank=1, decoded_token=" ears" + ), + 40844: Logprob( + logprob=-2.2743258476257324, rank=2, decoded_token=" paws" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719573407.7665198, + last_token_time=1719573408.0083814, + first_scheduled_time=1719573407.7670705, + first_token_time=1719573407.8123348, + time_in_queue=0.0005507469177246094, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19), + cumulative_logprob=-37.23606622219086, + logprobs=[ + { + 12: Logprob( + logprob=-5.968788146972656, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537553787231445, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416948318481445, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.766524314880371, rank=3, decoded_token=" has" + ), + 18: Logprob( + logprob=-1.0847474336624146, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.547521710395813, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.9396467208862305, rank=90, decoded_token=" tiny" + ), + 10: Logprob( + logprob=-1.3877270221710205, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109371662139893, rank=2, decoded_token=" been" + ), + }, + { + 12137: Logprob( + logprob=-1.3619931936264038, rank=1, decoded_token=" ears" + ), + 40844: Logprob( + logprob=-2.2743258476257324, rank=2, decoded_token=" paws" + ), + }, + { + 19: Logprob( + logprob=-4.619960308074951, rank=10, decoded_token=" with" + ), + 8: Logprob( + logprob=-0.805719792842865, rank=1, decoded_token=" and" + ), + 6: Logprob( + logprob=-1.6155686378479004, rank=2, decoded_token="," + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719573407.7665198, + last_token_time=1719573408.0417943, + first_scheduled_time=1719573407.7670705, + first_token_time=1719573407.8123348, + time_in_queue=0.0005507469177246094, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with fluffy", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19, 33564), + cumulative_logprob=-42.86094415187836, + logprobs=[ + { + 12: Logprob( + logprob=-5.968788146972656, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537553787231445, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416948318481445, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.766524314880371, rank=3, decoded_token=" has" + ), + 18: Logprob( + logprob=-1.0847474336624146, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.547521710395813, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.9396467208862305, rank=90, decoded_token=" tiny" + ), + 10: Logprob( + logprob=-1.3877270221710205, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109371662139893, rank=2, decoded_token=" been" + ), + }, + { + 12137: Logprob( + logprob=-1.3619931936264038, rank=1, decoded_token=" ears" + ), + 40844: Logprob( + logprob=-2.2743258476257324, rank=2, decoded_token=" paws" + ), + }, + { + 19: Logprob( + logprob=-4.619960308074951, rank=10, decoded_token=" with" + ), + 8: Logprob( + logprob=-0.805719792842865, rank=1, decoded_token=" and" + ), + 6: Logprob( + logprob=-1.6155686378479004, rank=2, decoded_token="," + ), + }, + { + 33564: Logprob( + logprob=-5.6248779296875, rank=38, decoded_token=" fluffy" + ), + 10: Logprob( + logprob=-1.4977400302886963, rank=1, decoded_token=" a" + ), + 5262: Logprob( + logprob=-3.006150484085083, rank=2, decoded_token=" tiny" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719573407.7665198, + last_token_time=1719573408.0741389, + first_scheduled_time=1719573407.7670705, + first_token_time=1719573407.8123348, + time_in_queue=0.0005507469177246094, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with fluffy white", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19, 33564, 1104), + cumulative_logprob=-45.076220870018005, + logprobs=[ + { + 12: Logprob( + logprob=-5.968788146972656, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537553787231445, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416948318481445, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.766524314880371, rank=3, decoded_token=" has" + ), + 18: Logprob( + logprob=-1.0847474336624146, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.547521710395813, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.9396467208862305, rank=90, decoded_token=" tiny" + ), + 10: Logprob( + logprob=-1.3877270221710205, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109371662139893, rank=2, decoded_token=" been" + ), + }, + { + 12137: Logprob( + logprob=-1.3619931936264038, rank=1, decoded_token=" ears" + ), + 40844: Logprob( + logprob=-2.2743258476257324, rank=2, decoded_token=" paws" + ), + }, + { + 19: Logprob( + logprob=-4.619960308074951, rank=10, decoded_token=" with" + ), + 8: Logprob( + logprob=-0.805719792842865, rank=1, decoded_token=" and" + ), + 6: Logprob( + logprob=-1.6155686378479004, rank=2, decoded_token="," + ), + }, + { + 33564: Logprob( + logprob=-5.6248779296875, rank=38, decoded_token=" fluffy" + ), + 10: Logprob( + logprob=-1.4977400302886963, rank=1, decoded_token=" a" + ), + 5262: Logprob( + logprob=-3.006150484085083, rank=2, decoded_token=" tiny" + ), + }, + { + 1104: Logprob( + logprob=-2.2152767181396484, rank=2, decoded_token=" white" + ), + 15503: Logprob( + logprob=-1.9012728929519653, rank=1, decoded_token=" fur" + ), + }, + ], + finish_reason="length", + stop_reason=None, + ) + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719573407.7665198, + last_token_time=1719573408.1068144, + first_scheduled_time=1719573407.7670705, + first_token_time=1719573407.8123348, + time_in_queue=0.0005507469177246094, + finished_time=1719573408.1068113, + ), + lora_request=None, + ), +] + +opt_cmpl_chunks_with_two_prompts = [ + [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="-", + token_ids=(12,), + cumulative_logprob=-5.968789577484131, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.5240715, + last_token_time=1719584168.5717702, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0007481575012207031, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador", + token_ids=(12, 26882), + cumulative_logprob=-16.978020191192627, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.5240715, + last_token_time=1719584168.6119769, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0007481575012207031, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador!", + token_ids=(12, 26882, 328), + cumulative_logprob=-20.13121271133423, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.5240715, + last_token_time=1719584168.6512127, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0007481575012207031, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He", + token_ids=(12, 26882, 328, 91), + cumulative_logprob=-21.54794156551361, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.5240715, + last_token_time=1719584168.6903815, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0007481575012207031, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has", + token_ids=(12, 26882, 328, 91, 34), + cumulative_logprob=-24.31446635723114, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.5240715, + last_token_time=1719584168.729316, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0007481575012207031, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny", + token_ids=(12, 26882, 328, 91, 34, 5262), + cumulative_logprob=-31.254114031791687, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.5240715, + last_token_time=1719584168.7692664, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0007481575012207031, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137), + cumulative_logprob=-32.61610519886017, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.5240715, + last_token_time=1719584168.8083556, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0007481575012207031, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19), + cumulative_logprob=-37.23606598377228, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.5240715, + last_token_time=1719584168.8476195, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0007481575012207031, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with fluffy", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19, 33564), + cumulative_logprob=-42.860944867134094, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.5240715, + last_token_time=1719584168.8882418, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0007481575012207031, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with fluffy white", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19, 33564, 1104), + cumulative_logprob=-45.076220631599426, + logprobs=None, + finish_reason="length", + stop_reason=None, + ) + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719584168.5240715, + last_token_time=1719584168.9272976, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0007481575012207031, + finished_time=1719584168.9272888, + ), + lora_request=None, + ), + ], + [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and", + token_ids=(8,), + cumulative_logprob=-2.4368906021118164, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.524312, + last_token_time=1719584168.5717702, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0005075931549072266, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no", + token_ids=(8, 117), + cumulative_logprob=-7.690991401672363, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.524312, + last_token_time=1719584168.6119769, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0005075931549072266, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one", + token_ids=(8, 117, 65), + cumulative_logprob=-8.11336663365364, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.524312, + last_token_time=1719584168.6512127, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0005075931549072266, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is", + token_ids=(8, 117, 65, 16), + cumulative_logprob=-9.278029590845108, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.524312, + last_token_time=1719584168.6903815, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0005075931549072266, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is going", + token_ids=(8, 117, 65, 16, 164), + cumulative_logprob=-12.09887209534645, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.524312, + last_token_time=1719584168.729316, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0005075931549072266, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is going to", + token_ids=(8, 117, 65, 16, 164, 7), + cumulative_logprob=-12.18747579306364, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.524312, + last_token_time=1719584168.7692664, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0005075931549072266, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is going to notice", + token_ids=(8, 117, 65, 16, 164, 7, 3120), + cumulative_logprob=-14.225699536502361, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.524312, + last_token_time=1719584168.8083556, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0005075931549072266, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is going to notice.", + token_ids=(8, 117, 65, 16, 164, 7, 3120, 4), + cumulative_logprob=-15.519690982997417, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.524312, + last_token_time=1719584168.8476195, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0005075931549072266, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is going to notice. You", + token_ids=(8, 117, 65, 16, 164, 7, 3120, 4, 370), + cumulative_logprob=-20.042794220149517, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719584168.524312, + last_token_time=1719584168.8882418, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0005075931549072266, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is going to notice. You don", + token_ids=(8, 117, 65, 16, 164, 7, 3120, 4, 370, 218), + cumulative_logprob=-23.34256123751402, + logprobs=None, + finish_reason="length", + stop_reason=None, + ) + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719584168.524312, + last_token_time=1719584168.9272976, + first_scheduled_time=1719584168.5248196, + first_token_time=1719584168.5715034, + time_in_queue=0.0005075931549072266, + finished_time=1719584168.9272954, + ), + lora_request=None, + ), + ], +] + +opt_cmpl_chunks_with_two_prompts_log_probs = [ + [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="-", + token_ids=(12,), + cumulative_logprob=-5.968789577484131, + logprobs=[ + { + 12: Logprob( + logprob=-5.968789577484131, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537543058395386, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416975736618042, rank=2, decoded_token="," + ), + } + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.687916, + last_token_time=1719589967.7971866, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0038802623748779297, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador", + token_ids=(12, 26882), + cumulative_logprob=-16.978020191192627, + logprobs=[ + { + 12: Logprob( + logprob=-5.968789577484131, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537543058395386, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416975736618042, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009230613708496, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.7544232606887817, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.0754880905151367, + rank=2, + decoded_token=" she", + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.687916, + last_token_time=1719589967.8479855, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0038802623748779297, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador!", + token_ids=(12, 26882, 328), + cumulative_logprob=-20.13121271133423, + logprobs=[ + { + 12: Logprob( + logprob=-5.968789577484131, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537543058395386, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416975736618042, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009230613708496, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.7544232606887817, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.0754880905151367, + rank=2, + decoded_token=" she", + ), + }, + { + 328: Logprob( + logprob=-3.1531925201416016, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394372940063477, + rank=1, + decoded_token=" mix", + ), + 4: Logprob( + logprob=-2.187213897705078, rank=2, decoded_token="." + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.687916, + last_token_time=1719589967.8971055, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0038802623748779297, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He", + token_ids=(12, 26882, 328, 91), + cumulative_logprob=-21.54794156551361, + logprobs=[ + { + 12: Logprob( + logprob=-5.968789577484131, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537543058395386, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416975736618042, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009230613708496, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.7544232606887817, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.0754880905151367, + rank=2, + decoded_token=" she", + ), + }, + { + 328: Logprob( + logprob=-3.1531925201416016, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394372940063477, + rank=1, + decoded_token=" mix", + ), + 4: Logprob( + logprob=-2.187213897705078, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167288541793823, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.067265510559082, rank=2, decoded_token="\n" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.687916, + last_token_time=1719589967.9417195, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0038802623748779297, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has", + token_ids=(12, 26882, 328, 91, 34), + cumulative_logprob=-24.31446635723114, + logprobs=[ + { + 12: Logprob( + logprob=-5.968789577484131, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537543058395386, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416975736618042, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009230613708496, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.7544232606887817, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.0754880905151367, + rank=2, + decoded_token=" she", + ), + }, + { + 328: Logprob( + logprob=-3.1531925201416016, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394372940063477, + rank=1, + decoded_token=" mix", + ), + 4: Logprob( + logprob=-2.187213897705078, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167288541793823, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.067265510559082, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.7665247917175293, + rank=3, + decoded_token=" has", + ), + 18: Logprob( + logprob=-1.0847479104995728, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.5475212335586548, rank=2, decoded_token=" is" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.687916, + last_token_time=1719589967.9892497, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0038802623748779297, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny", + token_ids=(12, 26882, 328, 91, 34, 5262), + cumulative_logprob=-31.254114031791687, + logprobs=[ + { + 12: Logprob( + logprob=-5.968789577484131, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537543058395386, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416975736618042, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009230613708496, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.7544232606887817, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.0754880905151367, + rank=2, + decoded_token=" she", + ), + }, + { + 328: Logprob( + logprob=-3.1531925201416016, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394372940063477, + rank=1, + decoded_token=" mix", + ), + 4: Logprob( + logprob=-2.187213897705078, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167288541793823, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.067265510559082, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.7665247917175293, + rank=3, + decoded_token=" has", + ), + 18: Logprob( + logprob=-1.0847479104995728, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.5475212335586548, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.939647674560547, + rank=90, + decoded_token=" tiny", + ), + 10: Logprob( + logprob=-1.3877274990081787, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109357357025146, + rank=2, + decoded_token=" been", + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.687916, + last_token_time=1719589968.0347881, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0038802623748779297, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137), + cumulative_logprob=-32.61610519886017, + logprobs=[ + { + 12: Logprob( + logprob=-5.968789577484131, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537543058395386, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416975736618042, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009230613708496, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.7544232606887817, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.0754880905151367, + rank=2, + decoded_token=" she", + ), + }, + { + 328: Logprob( + logprob=-3.1531925201416016, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394372940063477, + rank=1, + decoded_token=" mix", + ), + 4: Logprob( + logprob=-2.187213897705078, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167288541793823, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.067265510559082, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.7665247917175293, + rank=3, + decoded_token=" has", + ), + 18: Logprob( + logprob=-1.0847479104995728, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.5475212335586548, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.939647674560547, + rank=90, + decoded_token=" tiny", + ), + 10: Logprob( + logprob=-1.3877274990081787, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109357357025146, + rank=2, + decoded_token=" been", + ), + }, + { + 12137: Logprob( + logprob=-1.3619911670684814, + rank=1, + decoded_token=" ears", + ), + 40844: Logprob( + logprob=-2.2743265628814697, + rank=2, + decoded_token=" paws", + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.687916, + last_token_time=1719589968.0797527, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0038802623748779297, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19), + cumulative_logprob=-37.23606598377228, + logprobs=[ + { + 12: Logprob( + logprob=-5.968789577484131, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537543058395386, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416975736618042, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009230613708496, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.7544232606887817, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.0754880905151367, + rank=2, + decoded_token=" she", + ), + }, + { + 328: Logprob( + logprob=-3.1531925201416016, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394372940063477, + rank=1, + decoded_token=" mix", + ), + 4: Logprob( + logprob=-2.187213897705078, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167288541793823, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.067265510559082, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.7665247917175293, + rank=3, + decoded_token=" has", + ), + 18: Logprob( + logprob=-1.0847479104995728, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.5475212335586548, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.939647674560547, + rank=90, + decoded_token=" tiny", + ), + 10: Logprob( + logprob=-1.3877274990081787, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109357357025146, + rank=2, + decoded_token=" been", + ), + }, + { + 12137: Logprob( + logprob=-1.3619911670684814, + rank=1, + decoded_token=" ears", + ), + 40844: Logprob( + logprob=-2.2743265628814697, + rank=2, + decoded_token=" paws", + ), + }, + { + 19: Logprob( + logprob=-4.619960784912109, + rank=10, + decoded_token=" with", + ), + 8: Logprob( + logprob=-0.8057191371917725, + rank=1, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.615569829940796, rank=2, decoded_token="," + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.687916, + last_token_time=1719589968.1252568, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0038802623748779297, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with fluffy", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19, 33564), + cumulative_logprob=-42.860944867134094, + logprobs=[ + { + 12: Logprob( + logprob=-5.968789577484131, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537543058395386, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416975736618042, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009230613708496, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.7544232606887817, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.0754880905151367, + rank=2, + decoded_token=" she", + ), + }, + { + 328: Logprob( + logprob=-3.1531925201416016, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394372940063477, + rank=1, + decoded_token=" mix", + ), + 4: Logprob( + logprob=-2.187213897705078, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167288541793823, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.067265510559082, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.7665247917175293, + rank=3, + decoded_token=" has", + ), + 18: Logprob( + logprob=-1.0847479104995728, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.5475212335586548, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.939647674560547, + rank=90, + decoded_token=" tiny", + ), + 10: Logprob( + logprob=-1.3877274990081787, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109357357025146, + rank=2, + decoded_token=" been", + ), + }, + { + 12137: Logprob( + logprob=-1.3619911670684814, + rank=1, + decoded_token=" ears", + ), + 40844: Logprob( + logprob=-2.2743265628814697, + rank=2, + decoded_token=" paws", + ), + }, + { + 19: Logprob( + logprob=-4.619960784912109, + rank=10, + decoded_token=" with", + ), + 8: Logprob( + logprob=-0.8057191371917725, + rank=1, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.615569829940796, rank=2, decoded_token="," + ), + }, + { + 33564: Logprob( + logprob=-5.624878883361816, + rank=38, + decoded_token=" fluffy", + ), + 10: Logprob( + logprob=-1.4977388381958008, rank=1, decoded_token=" a" + ), + 5262: Logprob( + logprob=-3.0061492919921875, + rank=2, + decoded_token=" tiny", + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.687916, + last_token_time=1719589968.1702635, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0038802623748779297, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with fluffy white", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19, 33564, 1104), + cumulative_logprob=-45.076220631599426, + logprobs=[ + { + 12: Logprob( + logprob=-5.968789577484131, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.4537543058395386, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.8416975736618042, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009230613708496, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.7544232606887817, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.0754880905151367, + rank=2, + decoded_token=" she", + ), + }, + { + 328: Logprob( + logprob=-3.1531925201416016, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394372940063477, + rank=1, + decoded_token=" mix", + ), + 4: Logprob( + logprob=-2.187213897705078, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167288541793823, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.067265510559082, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.7665247917175293, + rank=3, + decoded_token=" has", + ), + 18: Logprob( + logprob=-1.0847479104995728, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.5475212335586548, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.939647674560547, + rank=90, + decoded_token=" tiny", + ), + 10: Logprob( + logprob=-1.3877274990081787, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109357357025146, + rank=2, + decoded_token=" been", + ), + }, + { + 12137: Logprob( + logprob=-1.3619911670684814, + rank=1, + decoded_token=" ears", + ), + 40844: Logprob( + logprob=-2.2743265628814697, + rank=2, + decoded_token=" paws", + ), + }, + { + 19: Logprob( + logprob=-4.619960784912109, + rank=10, + decoded_token=" with", + ), + 8: Logprob( + logprob=-0.8057191371917725, + rank=1, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.615569829940796, rank=2, decoded_token="," + ), + }, + { + 33564: Logprob( + logprob=-5.624878883361816, + rank=38, + decoded_token=" fluffy", + ), + 10: Logprob( + logprob=-1.4977388381958008, rank=1, decoded_token=" a" + ), + 5262: Logprob( + logprob=-3.0061492919921875, + rank=2, + decoded_token=" tiny", + ), + }, + { + 1104: Logprob( + logprob=-2.215275764465332, + rank=2, + decoded_token=" white", + ), + 15503: Logprob( + logprob=-1.901274561882019, rank=1, decoded_token=" fur" + ), + }, + ], + finish_reason="length", + stop_reason=None, + ) + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719589967.687916, + last_token_time=1719589968.2152452, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0038802623748779297, + finished_time=1719589968.215228, + ), + lora_request=None, + ), + ], + [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and", + token_ids=(8,), + cumulative_logprob=-2.4368906021118164, + logprobs=[ + { + 8: Logprob( + logprob=-2.4368906021118164, + rank=4, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.4933549165725708, rank=1, decoded_token="," + ), + 4: Logprob( + logprob=-1.4948359727859497, rank=2, decoded_token="." + ), + } + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.6889987, + last_token_time=1719589967.7971866, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0027976036071777344, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no", + token_ids=(8, 117), + cumulative_logprob=-7.690991401672363, + logprobs=[ + { + 8: Logprob( + logprob=-2.4368906021118164, + rank=4, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.4933549165725708, rank=1, decoded_token="," + ), + 4: Logprob( + logprob=-1.4948359727859497, rank=2, decoded_token="." + ), + }, + { + 117: Logprob( + logprob=-5.254100799560547, rank=25, decoded_token=" no" + ), + 5: Logprob( + logprob=-1.2720444202423096, + rank=1, + decoded_token=" the", + ), + 38: Logprob( + logprob=-2.4218027591705322, rank=2, decoded_token=" I" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.6889987, + last_token_time=1719589967.8479855, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0027976036071777344, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one", + token_ids=(8, 117, 65), + cumulative_logprob=-8.11336663365364, + logprobs=[ + { + 8: Logprob( + logprob=-2.4368906021118164, + rank=4, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.4933549165725708, rank=1, decoded_token="," + ), + 4: Logprob( + logprob=-1.4948359727859497, rank=2, decoded_token="." + ), + }, + { + 117: Logprob( + logprob=-5.254100799560547, rank=25, decoded_token=" no" + ), + 5: Logprob( + logprob=-1.2720444202423096, + rank=1, + decoded_token=" the", + ), + 38: Logprob( + logprob=-2.4218027591705322, rank=2, decoded_token=" I" + ), + }, + { + 65: Logprob( + logprob=-0.42237523198127747, + rank=1, + decoded_token=" one", + ), + 10722: Logprob( + logprob=-4.17390775680542, + rank=2, + decoded_token=" clouds", + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.6889987, + last_token_time=1719589967.8971055, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0027976036071777344, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is", + token_ids=(8, 117, 65, 16), + cumulative_logprob=-9.278029590845108, + logprobs=[ + { + 8: Logprob( + logprob=-2.4368906021118164, + rank=4, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.4933549165725708, rank=1, decoded_token="," + ), + 4: Logprob( + logprob=-1.4948359727859497, rank=2, decoded_token="." + ), + }, + { + 117: Logprob( + logprob=-5.254100799560547, rank=25, decoded_token=" no" + ), + 5: Logprob( + logprob=-1.2720444202423096, + rank=1, + decoded_token=" the", + ), + 38: Logprob( + logprob=-2.4218027591705322, rank=2, decoded_token=" I" + ), + }, + { + 65: Logprob( + logprob=-0.42237523198127747, + rank=1, + decoded_token=" one", + ), + 10722: Logprob( + logprob=-4.17390775680542, + rank=2, + decoded_token=" clouds", + ), + }, + { + 16: Logprob( + logprob=-1.1646629571914673, rank=1, decoded_token=" is" + ), + 64: Logprob( + logprob=-2.5355124473571777, + rank=2, + decoded_token=" can", + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.6889987, + last_token_time=1719589967.9417195, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0027976036071777344, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is going", + token_ids=(8, 117, 65, 16, 164), + cumulative_logprob=-12.09887209534645, + logprobs=[ + { + 8: Logprob( + logprob=-2.4368906021118164, + rank=4, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.4933549165725708, rank=1, decoded_token="," + ), + 4: Logprob( + logprob=-1.4948359727859497, rank=2, decoded_token="." + ), + }, + { + 117: Logprob( + logprob=-5.254100799560547, rank=25, decoded_token=" no" + ), + 5: Logprob( + logprob=-1.2720444202423096, + rank=1, + decoded_token=" the", + ), + 38: Logprob( + logprob=-2.4218027591705322, rank=2, decoded_token=" I" + ), + }, + { + 65: Logprob( + logprob=-0.42237523198127747, + rank=1, + decoded_token=" one", + ), + 10722: Logprob( + logprob=-4.17390775680542, + rank=2, + decoded_token=" clouds", + ), + }, + { + 16: Logprob( + logprob=-1.1646629571914673, rank=1, decoded_token=" is" + ), + 64: Logprob( + logprob=-2.5355124473571777, + rank=2, + decoded_token=" can", + ), + }, + { + 164: Logprob( + logprob=-2.8208425045013428, + rank=4, + decoded_token=" going", + ), + 2494: Logprob( + logprob=-2.0994670391082764, + rank=1, + decoded_token=" watching", + ), + 546: Logprob( + logprob=-2.5881574153900146, + rank=2, + decoded_token=" looking", + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.6889987, + last_token_time=1719589967.9892497, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0027976036071777344, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is going to", + token_ids=(8, 117, 65, 16, 164, 7), + cumulative_logprob=-12.18747579306364, + logprobs=[ + { + 8: Logprob( + logprob=-2.4368906021118164, + rank=4, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.4933549165725708, rank=1, decoded_token="," + ), + 4: Logprob( + logprob=-1.4948359727859497, rank=2, decoded_token="." + ), + }, + { + 117: Logprob( + logprob=-5.254100799560547, rank=25, decoded_token=" no" + ), + 5: Logprob( + logprob=-1.2720444202423096, + rank=1, + decoded_token=" the", + ), + 38: Logprob( + logprob=-2.4218027591705322, rank=2, decoded_token=" I" + ), + }, + { + 65: Logprob( + logprob=-0.42237523198127747, + rank=1, + decoded_token=" one", + ), + 10722: Logprob( + logprob=-4.17390775680542, + rank=2, + decoded_token=" clouds", + ), + }, + { + 16: Logprob( + logprob=-1.1646629571914673, rank=1, decoded_token=" is" + ), + 64: Logprob( + logprob=-2.5355124473571777, + rank=2, + decoded_token=" can", + ), + }, + { + 164: Logprob( + logprob=-2.8208425045013428, + rank=4, + decoded_token=" going", + ), + 2494: Logprob( + logprob=-2.0994670391082764, + rank=1, + decoded_token=" watching", + ), + 546: Logprob( + logprob=-2.5881574153900146, + rank=2, + decoded_token=" looking", + ), + }, + { + 7: Logprob( + logprob=-0.08860369771718979, + rank=1, + decoded_token=" to", + ), + 4558: Logprob( + logprob=-3.895568609237671, + rank=2, + decoded_token=" anywhere", + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.6889987, + last_token_time=1719589968.0347881, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0027976036071777344, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is going to notice", + token_ids=(8, 117, 65, 16, 164, 7, 3120), + cumulative_logprob=-14.225699536502361, + logprobs=[ + { + 8: Logprob( + logprob=-2.4368906021118164, + rank=4, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.4933549165725708, rank=1, decoded_token="," + ), + 4: Logprob( + logprob=-1.4948359727859497, rank=2, decoded_token="." + ), + }, + { + 117: Logprob( + logprob=-5.254100799560547, rank=25, decoded_token=" no" + ), + 5: Logprob( + logprob=-1.2720444202423096, + rank=1, + decoded_token=" the", + ), + 38: Logprob( + logprob=-2.4218027591705322, rank=2, decoded_token=" I" + ), + }, + { + 65: Logprob( + logprob=-0.42237523198127747, + rank=1, + decoded_token=" one", + ), + 10722: Logprob( + logprob=-4.17390775680542, + rank=2, + decoded_token=" clouds", + ), + }, + { + 16: Logprob( + logprob=-1.1646629571914673, rank=1, decoded_token=" is" + ), + 64: Logprob( + logprob=-2.5355124473571777, + rank=2, + decoded_token=" can", + ), + }, + { + 164: Logprob( + logprob=-2.8208425045013428, + rank=4, + decoded_token=" going", + ), + 2494: Logprob( + logprob=-2.0994670391082764, + rank=1, + decoded_token=" watching", + ), + 546: Logprob( + logprob=-2.5881574153900146, + rank=2, + decoded_token=" looking", + ), + }, + { + 7: Logprob( + logprob=-0.08860369771718979, + rank=1, + decoded_token=" to", + ), + 4558: Logprob( + logprob=-3.895568609237671, + rank=2, + decoded_token=" anywhere", + ), + }, + { + 3120: Logprob( + logprob=-2.0382237434387207, + rank=1, + decoded_token=" notice", + ), + 192: Logprob( + logprob=-2.475170612335205, rank=2, decoded_token=" see" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.6889987, + last_token_time=1719589968.0797527, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0027976036071777344, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is going to notice.", + token_ids=(8, 117, 65, 16, 164, 7, 3120, 4), + cumulative_logprob=-15.519690982997417, + logprobs=[ + { + 8: Logprob( + logprob=-2.4368906021118164, + rank=4, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.4933549165725708, rank=1, decoded_token="," + ), + 4: Logprob( + logprob=-1.4948359727859497, rank=2, decoded_token="." + ), + }, + { + 117: Logprob( + logprob=-5.254100799560547, rank=25, decoded_token=" no" + ), + 5: Logprob( + logprob=-1.2720444202423096, + rank=1, + decoded_token=" the", + ), + 38: Logprob( + logprob=-2.4218027591705322, rank=2, decoded_token=" I" + ), + }, + { + 65: Logprob( + logprob=-0.42237523198127747, + rank=1, + decoded_token=" one", + ), + 10722: Logprob( + logprob=-4.17390775680542, + rank=2, + decoded_token=" clouds", + ), + }, + { + 16: Logprob( + logprob=-1.1646629571914673, rank=1, decoded_token=" is" + ), + 64: Logprob( + logprob=-2.5355124473571777, + rank=2, + decoded_token=" can", + ), + }, + { + 164: Logprob( + logprob=-2.8208425045013428, + rank=4, + decoded_token=" going", + ), + 2494: Logprob( + logprob=-2.0994670391082764, + rank=1, + decoded_token=" watching", + ), + 546: Logprob( + logprob=-2.5881574153900146, + rank=2, + decoded_token=" looking", + ), + }, + { + 7: Logprob( + logprob=-0.08860369771718979, + rank=1, + decoded_token=" to", + ), + 4558: Logprob( + logprob=-3.895568609237671, + rank=2, + decoded_token=" anywhere", + ), + }, + { + 3120: Logprob( + logprob=-2.0382237434387207, + rank=1, + decoded_token=" notice", + ), + 192: Logprob( + logprob=-2.475170612335205, rank=2, decoded_token=" see" + ), + }, + { + 4: Logprob( + logprob=-1.2939914464950562, rank=1, decoded_token="." + ), + 24: Logprob( + logprob=-1.670294165611267, rank=2, decoded_token=" it" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.6889987, + last_token_time=1719589968.1252568, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0027976036071777344, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is going to notice. You", + token_ids=(8, 117, 65, 16, 164, 7, 3120, 4, 370), + cumulative_logprob=-20.042794220149517, + logprobs=[ + { + 8: Logprob( + logprob=-2.4368906021118164, + rank=4, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.4933549165725708, rank=1, decoded_token="," + ), + 4: Logprob( + logprob=-1.4948359727859497, rank=2, decoded_token="." + ), + }, + { + 117: Logprob( + logprob=-5.254100799560547, rank=25, decoded_token=" no" + ), + 5: Logprob( + logprob=-1.2720444202423096, + rank=1, + decoded_token=" the", + ), + 38: Logprob( + logprob=-2.4218027591705322, rank=2, decoded_token=" I" + ), + }, + { + 65: Logprob( + logprob=-0.42237523198127747, + rank=1, + decoded_token=" one", + ), + 10722: Logprob( + logprob=-4.17390775680542, + rank=2, + decoded_token=" clouds", + ), + }, + { + 16: Logprob( + logprob=-1.1646629571914673, rank=1, decoded_token=" is" + ), + 64: Logprob( + logprob=-2.5355124473571777, + rank=2, + decoded_token=" can", + ), + }, + { + 164: Logprob( + logprob=-2.8208425045013428, + rank=4, + decoded_token=" going", + ), + 2494: Logprob( + logprob=-2.0994670391082764, + rank=1, + decoded_token=" watching", + ), + 546: Logprob( + logprob=-2.5881574153900146, + rank=2, + decoded_token=" looking", + ), + }, + { + 7: Logprob( + logprob=-0.08860369771718979, + rank=1, + decoded_token=" to", + ), + 4558: Logprob( + logprob=-3.895568609237671, + rank=2, + decoded_token=" anywhere", + ), + }, + { + 3120: Logprob( + logprob=-2.0382237434387207, + rank=1, + decoded_token=" notice", + ), + 192: Logprob( + logprob=-2.475170612335205, rank=2, decoded_token=" see" + ), + }, + { + 4: Logprob( + logprob=-1.2939914464950562, rank=1, decoded_token="." + ), + 24: Logprob( + logprob=-1.670294165611267, rank=2, decoded_token=" it" + ), + }, + { + 370: Logprob( + logprob=-4.5231032371521, rank=6, decoded_token=" You" + ), + 50118: Logprob( + logprob=-0.5480296015739441, rank=1, decoded_token="\n" + ), + 1437: Logprob( + logprob=-2.24289870262146, rank=2, decoded_token=" " + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719589967.6889987, + last_token_time=1719589968.1702635, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0027976036071777344, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-1", + prompt=None, + prompt_token_ids=[2, 133, 6360, 16, 2440], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=" and no one is going to notice. You don", + token_ids=(8, 117, 65, 16, 164, 7, 3120, 4, 370, 218), + cumulative_logprob=-23.34256123751402, + logprobs=[ + { + 8: Logprob( + logprob=-2.4368906021118164, + rank=4, + decoded_token=" and", + ), + 6: Logprob( + logprob=-1.4933549165725708, rank=1, decoded_token="," + ), + 4: Logprob( + logprob=-1.4948359727859497, rank=2, decoded_token="." + ), + }, + { + 117: Logprob( + logprob=-5.254100799560547, rank=25, decoded_token=" no" + ), + 5: Logprob( + logprob=-1.2720444202423096, + rank=1, + decoded_token=" the", + ), + 38: Logprob( + logprob=-2.4218027591705322, rank=2, decoded_token=" I" + ), + }, + { + 65: Logprob( + logprob=-0.42237523198127747, + rank=1, + decoded_token=" one", + ), + 10722: Logprob( + logprob=-4.17390775680542, + rank=2, + decoded_token=" clouds", + ), + }, + { + 16: Logprob( + logprob=-1.1646629571914673, rank=1, decoded_token=" is" + ), + 64: Logprob( + logprob=-2.5355124473571777, + rank=2, + decoded_token=" can", + ), + }, + { + 164: Logprob( + logprob=-2.8208425045013428, + rank=4, + decoded_token=" going", + ), + 2494: Logprob( + logprob=-2.0994670391082764, + rank=1, + decoded_token=" watching", + ), + 546: Logprob( + logprob=-2.5881574153900146, + rank=2, + decoded_token=" looking", + ), + }, + { + 7: Logprob( + logprob=-0.08860369771718979, + rank=1, + decoded_token=" to", + ), + 4558: Logprob( + logprob=-3.895568609237671, + rank=2, + decoded_token=" anywhere", + ), + }, + { + 3120: Logprob( + logprob=-2.0382237434387207, + rank=1, + decoded_token=" notice", + ), + 192: Logprob( + logprob=-2.475170612335205, rank=2, decoded_token=" see" + ), + }, + { + 4: Logprob( + logprob=-1.2939914464950562, rank=1, decoded_token="." + ), + 24: Logprob( + logprob=-1.670294165611267, rank=2, decoded_token=" it" + ), + }, + { + 370: Logprob( + logprob=-4.5231032371521, rank=6, decoded_token=" You" + ), + 50118: Logprob( + logprob=-0.5480296015739441, rank=1, decoded_token="\n" + ), + 1437: Logprob( + logprob=-2.24289870262146, rank=2, decoded_token=" " + ), + }, + { + 218: Logprob( + logprob=-3.299767017364502, rank=6, decoded_token=" don" + ), + 64: Logprob( + logprob=-2.143829822540283, rank=1, decoded_token=" can" + ), + 214: Logprob( + logprob=-2.1697640419006348, rank=2, decoded_token="'re" + ), + }, + ], + finish_reason="length", + stop_reason=None, + ) + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719589967.6889987, + last_token_time=1719589968.2152452, + first_scheduled_time=1719589967.6917963, + first_token_time=1719589967.796725, + time_in_queue=0.0027976036071777344, + finished_time=1719589968.2152417, + ), + lora_request=None, + ), + ], +] + +opt_cmpl_chunks_with_n_2 = [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=",", + token_ids=(6,), + cumulative_logprob=-1.8416948318481445, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and", + token_ids=(8,), + cumulative_logprob=-2.2421159744262695, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719640772.0308266, + last_token_time=1719640772.1047966, + first_scheduled_time=1719640772.0334153, + first_token_time=1719640772.1039727, + time_in_queue=0.0025887489318847656, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so", + token_ids=(6, 98), + cumulative_logprob=-5.305910110473633, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself", + token_ids=(8, 2185), + cumulative_logprob=-9.334444522857666, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719640772.0308266, + last_token_time=1719640772.1524968, + first_scheduled_time=1719640772.0334153, + first_token_time=1719640772.1039727, + time_in_queue=0.0025887489318847656, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I", + token_ids=(6, 98, 38), + cumulative_logprob=-6.166063189506531, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself.", + token_ids=(8, 2185, 4), + cumulative_logprob=-11.079005599021912, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719640772.0308266, + last_token_time=1719640772.1984475, + first_scheduled_time=1719640772.0334153, + first_token_time=1719640772.1039727, + time_in_queue=0.0025887489318847656, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know", + token_ids=(6, 98, 38, 216), + cumulative_logprob=-10.287340998649597, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. ", + token_ids=(8, 2185, 4, 1437), + cumulative_logprob=-13.231551051139832, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719640772.0308266, + last_token_time=1719640772.2463255, + first_scheduled_time=1719640772.0334153, + first_token_time=1719640772.1039727, + time_in_queue=0.0025887489318847656, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know how", + token_ids=(6, 98, 38, 216, 141), + cumulative_logprob=-12.755180716514587, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. Sometimes", + token_ids=(8, 2185, 4, 1437, 7411), + cumulative_logprob=-19.232725024223328, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719640772.0308266, + last_token_time=1719640772.2914917, + first_scheduled_time=1719640772.0334153, + first_token_time=1719640772.1039727, + time_in_queue=0.0025887489318847656, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know how much", + token_ids=(6, 98, 38, 216, 141, 203), + cumulative_logprob=-14.936209082603455, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. Sometimes I", + token_ids=(8, 2185, 4, 1437, 7411, 38), + cumulative_logprob=-19.991046369075775, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719640772.0308266, + last_token_time=1719640772.336993, + first_scheduled_time=1719640772.0334153, + first_token_time=1719640772.1039727, + time_in_queue=0.0025887489318847656, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know how much you", + token_ids=(6, 98, 38, 216, 141, 203, 47), + cumulative_logprob=-16.388848900794983, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. Sometimes I try", + token_ids=(8, 2185, 4, 1437, 7411, 38, 860), + cumulative_logprob=-23.83206480741501, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719640772.0308266, + last_token_time=1719640772.383404, + first_scheduled_time=1719640772.0334153, + first_token_time=1719640772.1039727, + time_in_queue=0.0025887489318847656, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know how much you guys", + token_ids=(6, 98, 38, 216, 141, 203, 47, 1669), + cumulative_logprob=-19.739151120185852, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. Sometimes I try to", + token_ids=(8, 2185, 4, 1437, 7411, 38, 860, 7), + cumulative_logprob=-23.989818647503853, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719640772.0308266, + last_token_time=1719640772.4289408, + first_scheduled_time=1719640772.0334153, + first_token_time=1719640772.1039727, + time_in_queue=0.0025887489318847656, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know how much you guys are", + token_ids=(6, 98, 38, 216, 141, 203, 47, 1669, 32), + cumulative_logprob=-22.317527890205383, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. Sometimes I try to pick", + token_ids=(8, 2185, 4, 1437, 7411, 38, 860, 7, 1339), + cumulative_logprob=-28.86552245914936, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719640772.0308266, + last_token_time=1719640772.4743848, + first_scheduled_time=1719640772.0334153, + first_token_time=1719640772.1039727, + time_in_queue=0.0025887489318847656, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know how much you guys are needing", + token_ids=(6, 98, 38, 216, 141, 203, 47, 1669, 32, 12075), + cumulative_logprob=-28.802258610725403, + logprobs=None, + finish_reason="length", + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. Sometimes I try to pick my", + token_ids=(8, 2185, 4, 1437, 7411, 38, 860, 7, 1339, 127), + cumulative_logprob=-32.67578609287739, + logprobs=None, + finish_reason="length", + stop_reason=None, + ), + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719640772.0308266, + last_token_time=1719640772.5209877, + first_scheduled_time=1719640772.0334153, + first_token_time=1719640772.1039727, + time_in_queue=0.0025887489318847656, + finished_time=1719640772.5209823, + ), + lora_request=None, + ), +] + +opt_cmpl_chunks_with_n_3 = [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=",", + token_ids=(6,), + cumulative_logprob=-1.8416948318481445, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and", + token_ids=(8,), + cumulative_logprob=-2.2421159744262695, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=1, + text="-", + token_ids=(12,), + cumulative_logprob=-5.968788146972656, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719641806.1763275, + last_token_time=1719641806.256669, + first_scheduled_time=1719641806.1789184, + first_token_time=1719641806.2558353, + time_in_queue=0.0025908946990966797, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so", + token_ids=(6, 98), + cumulative_logprob=-5.305910110473633, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself", + token_ids=(8, 2185), + cumulative_logprob=-9.334444522857666, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=1, + text="-new", + token_ids=(12, 4651), + cumulative_logprob=-15.287845611572266, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719641806.1763275, + last_token_time=1719641806.3042936, + first_scheduled_time=1719641806.1789184, + first_token_time=1719641806.2558353, + time_in_queue=0.0025908946990966797, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I", + token_ids=(6, 98, 38), + cumulative_logprob=-6.166063189506531, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself.", + token_ids=(8, 2185, 4), + cumulative_logprob=-11.079005599021912, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=1, + text="-newbie", + token_ids=(12, 4651, 12750), + cumulative_logprob=-17.796749114990234, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719641806.1763275, + last_token_time=1719641806.3501604, + first_scheduled_time=1719641806.1789184, + first_token_time=1719641806.2558353, + time_in_queue=0.0025908946990966797, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know", + token_ids=(6, 98, 38, 216), + cumulative_logprob=-10.287340998649597, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. ", + token_ids=(8, 2185, 4, 1437), + cumulative_logprob=-13.231551051139832, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=1, + text="-newbie and", + token_ids=(12, 4651, 12750, 8), + cumulative_logprob=-20.89390254020691, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719641806.1763275, + last_token_time=1719641806.3966303, + first_scheduled_time=1719641806.1789184, + first_token_time=1719641806.2558353, + time_in_queue=0.0025908946990966797, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know how", + token_ids=(6, 98, 38, 216, 141), + cumulative_logprob=-12.755180716514587, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. Sometimes", + token_ids=(8, 2185, 4, 1437, 7411), + cumulative_logprob=-19.232725024223328, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=1, + text="-newbie and don", + token_ids=(12, 4651, 12750, 8, 218), + cumulative_logprob=-25.38681435585022, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719641806.1763275, + last_token_time=1719641806.4434476, + first_scheduled_time=1719641806.1789184, + first_token_time=1719641806.2558353, + time_in_queue=0.0025908946990966797, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know how much", + token_ids=(6, 98, 38, 216, 141, 203), + cumulative_logprob=-14.936209082603455, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. Sometimes I", + token_ids=(8, 2185, 4, 1437, 7411, 38), + cumulative_logprob=-19.991046369075775, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=1, + text="-newbie and don't", + token_ids=(12, 4651, 12750, 8, 218, 75), + cumulative_logprob=-25.490039318799973, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719641806.1763275, + last_token_time=1719641806.4952884, + first_scheduled_time=1719641806.1789184, + first_token_time=1719641806.2558353, + time_in_queue=0.0025908946990966797, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know how much you", + token_ids=(6, 98, 38, 216, 141, 203, 47), + cumulative_logprob=-16.388848900794983, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. Sometimes I try", + token_ids=(8, 2185, 4, 1437, 7411, 38, 860), + cumulative_logprob=-23.83206480741501, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=1, + text="-newbie and don't generally", + token_ids=(12, 4651, 12750, 8, 218, 75, 3489), + cumulative_logprob=-33.25731226801872, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719641806.1763275, + last_token_time=1719641806.547046, + first_scheduled_time=1719641806.1789184, + first_token_time=1719641806.2558353, + time_in_queue=0.0025908946990966797, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know how much you guys", + token_ids=(6, 98, 38, 216, 141, 203, 47, 1669), + cumulative_logprob=-19.739151120185852, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. Sometimes I try to", + token_ids=(8, 2185, 4, 1437, 7411, 38, 860, 7), + cumulative_logprob=-23.989818647503853, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=1, + text="-newbie and don't generally seek", + token_ids=(12, 4651, 12750, 8, 218, 75, 3489, 2639), + cumulative_logprob=-39.63435980677605, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719641806.1763275, + last_token_time=1719641806.5982373, + first_scheduled_time=1719641806.1789184, + first_token_time=1719641806.2558353, + time_in_queue=0.0025908946990966797, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know how much you guys are", + token_ids=(6, 98, 38, 216, 141, 203, 47, 1669, 32), + cumulative_logprob=-22.317527890205383, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. Sometimes I try to pick", + token_ids=(8, 2185, 4, 1437, 7411, 38, 860, 7, 1339), + cumulative_logprob=-28.86552245914936, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + CompletionOutput( + index=1, + text="-newbie and don't generally seek it", + token_ids=(12, 4651, 12750, 8, 218, 75, 3489, 2639, 24), + cumulative_logprob=-45.03968760371208, + logprobs=None, + finish_reason=None, + stop_reason=None, + ), + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719641806.1763275, + last_token_time=1719641806.6489444, + first_scheduled_time=1719641806.1789184, + first_token_time=1719641806.2558353, + time_in_queue=0.0025908946990966797, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text=", so I know how much you guys are needing", + token_ids=(6, 98, 38, 216, 141, 203, 47, 1669, 32, 12075), + cumulative_logprob=-28.802258610725403, + logprobs=None, + finish_reason="length", + stop_reason=None, + ), + CompletionOutput( + index=2, + text=" and myself. Sometimes I try to pick my", + token_ids=(8, 2185, 4, 1437, 7411, 38, 860, 7, 1339, 127), + cumulative_logprob=-32.67578609287739, + logprobs=None, + finish_reason="length", + stop_reason=None, + ), + CompletionOutput( + index=1, + text="-newbie and don't generally seek it out", + token_ids=(12, 4651, 12750, 8, 218, 75, 3489, 2639, 24, 66), + cumulative_logprob=-45.20532666146755, + logprobs=None, + finish_reason="length", + stop_reason=None, + ), + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719641806.1763275, + last_token_time=1719641806.7002027, + first_scheduled_time=1719641806.1789184, + first_token_time=1719641806.2558353, + time_in_queue=0.0025908946990966797, + finished_time=1719641806.7001975, + ), + lora_request=None, + ), +] + +opt_cmpl_chunks_with_logit_bias = [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="-", + token_ids=(12,), + cumulative_logprob=-5.96877384185791, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719659778.9400077, + last_token_time=1719659779.0637863, + first_scheduled_time=1719659778.9423137, + first_token_time=1719659779.0626233, + time_in_queue=0.0023059844970703125, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador", + token_ids=(12, 26882), + cumulative_logprob=-16.977975845336914, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719659778.9400077, + last_token_time=1719659779.1451252, + first_scheduled_time=1719659778.9423137, + first_token_time=1719659779.0626233, + time_in_queue=0.0023059844970703125, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador!", + token_ids=(12, 26882, 328), + cumulative_logprob=-20.131160736083984, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719659778.9400077, + last_token_time=1719659779.222749, + first_scheduled_time=1719659778.9423137, + first_token_time=1719659779.0626233, + time_in_queue=0.0023059844970703125, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He", + token_ids=(12, 26882, 328, 91), + cumulative_logprob=-21.547887325286865, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719659778.9400077, + last_token_time=1719659779.2765543, + first_scheduled_time=1719659778.9423137, + first_token_time=1719659779.0626233, + time_in_queue=0.0023059844970703125, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has", + token_ids=(12, 26882, 328, 91, 34), + cumulative_logprob=-24.31441068649292, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719659778.9400077, + last_token_time=1719659779.3302877, + first_scheduled_time=1719659778.9423137, + first_token_time=1719659779.0626233, + time_in_queue=0.0023059844970703125, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny", + token_ids=(12, 26882, 328, 91, 34, 5262), + cumulative_logprob=-31.253928184509277, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719659778.9400077, + last_token_time=1719659779.3823342, + first_scheduled_time=1719659778.9423137, + first_token_time=1719659779.0626233, + time_in_queue=0.0023059844970703125, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137), + cumulative_logprob=-32.61497759819031, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719659778.9400077, + last_token_time=1719659779.4363637, + first_scheduled_time=1719659778.9423137, + first_token_time=1719659779.0626233, + time_in_queue=0.0023059844970703125, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19), + cumulative_logprob=-37.2349374294281, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719659778.9400077, + last_token_time=1719659779.4887528, + first_scheduled_time=1719659778.9423137, + first_token_time=1719659779.0626233, + time_in_queue=0.0023059844970703125, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with red", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19, 1275), + cumulative_logprob=-41.17036414146423, + logprobs=None, + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719659778.9400077, + last_token_time=1719659779.541681, + first_scheduled_time=1719659778.9423137, + first_token_time=1719659779.0626233, + time_in_queue=0.0023059844970703125, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=None, + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with red hair", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19, 1275, 2549), + cumulative_logprob=-43.83025312423706, + logprobs=None, + finish_reason="length", + stop_reason=None, + ) + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719659778.9400077, + last_token_time=1719659779.5935142, + first_scheduled_time=1719659778.9423137, + first_token_time=1719659779.0626233, + time_in_queue=0.0023059844970703125, + finished_time=1719659779.5935032, + ), + lora_request=None, + ), +] + +opt_cmpl_chunks_with_echo_logprobs = [ + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=[ + None, + { + 30086: Logprob( + logprob=-9.352765083312988, rank=369, decoded_token="Hi" + ), + 100: Logprob(logprob=-1.4278708696365356, rank=1, decoded_token="I"), + 133: Logprob(logprob=-2.4365129470825195, rank=2, decoded_token="The"), + }, + { + 6: Logprob(logprob=-1.4278249740600586, rank=1, decoded_token=","), + 328: Logprob(logprob=-1.934173583984375, rank=2, decoded_token="!"), + }, + { + 38: Logprob(logprob=-0.976689338684082, rank=1, decoded_token=" I"), + 1437: Logprob(logprob=-2.723400115966797, rank=2, decoded_token=" "), + }, + { + 657: Logprob( + logprob=-5.6148481369018555, rank=22, decoded_token=" love" + ), + 437: Logprob(logprob=-1.015452265739441, rank=1, decoded_token="'m"), + 33: Logprob(logprob=-1.9374703168869019, rank=2, decoded_token=" have"), + }, + { + 127: Logprob(logprob=-4.214991569519043, rank=9, decoded_token=" my"), + 110: Logprob( + logprob=-1.7619359493255615, rank=1, decoded_token=" your" + ), + 5: Logprob(logprob=-1.999145269393921, rank=2, decoded_token=" the"), + }, + { + 4758: Logprob(logprob=-4.99854040145874, rank=3, decoded_token=" cat"), + 92: Logprob(logprob=-3.4642574787139893, rank=1, decoded_token=" new"), + 793: Logprob(logprob=-4.73804235458374, rank=2, decoded_token=" old"), + }, + ], + outputs=[ + CompletionOutput( + index=0, + text="-", + token_ids=(12,), + cumulative_logprob=-5.968787670135498, + logprobs=[ + { + 12: Logprob( + logprob=-5.968787670135498, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.453755497932434, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.841694951057434, rank=2, decoded_token="," + ), + } + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719815937.6041, + last_token_time=1719815937.6572065, + first_scheduled_time=1719815937.604701, + first_token_time=1719815937.6568153, + time_in_queue=0.0006010532379150391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=[ + None, + { + 30086: Logprob( + logprob=-9.352765083312988, rank=369, decoded_token="Hi" + ), + 100: Logprob(logprob=-1.4278708696365356, rank=1, decoded_token="I"), + 133: Logprob(logprob=-2.4365129470825195, rank=2, decoded_token="The"), + }, + { + 6: Logprob(logprob=-1.4278249740600586, rank=1, decoded_token=","), + 328: Logprob(logprob=-1.934173583984375, rank=2, decoded_token="!"), + }, + { + 38: Logprob(logprob=-0.976689338684082, rank=1, decoded_token=" I"), + 1437: Logprob(logprob=-2.723400115966797, rank=2, decoded_token=" "), + }, + { + 657: Logprob( + logprob=-5.6148481369018555, rank=22, decoded_token=" love" + ), + 437: Logprob(logprob=-1.015452265739441, rank=1, decoded_token="'m"), + 33: Logprob(logprob=-1.9374703168869019, rank=2, decoded_token=" have"), + }, + { + 127: Logprob(logprob=-4.214991569519043, rank=9, decoded_token=" my"), + 110: Logprob( + logprob=-1.7619359493255615, rank=1, decoded_token=" your" + ), + 5: Logprob(logprob=-1.999145269393921, rank=2, decoded_token=" the"), + }, + { + 4758: Logprob(logprob=-4.99854040145874, rank=3, decoded_token=" cat"), + 92: Logprob(logprob=-3.4642574787139893, rank=1, decoded_token=" new"), + 793: Logprob(logprob=-4.73804235458374, rank=2, decoded_token=" old"), + }, + ], + outputs=[ + CompletionOutput( + index=0, + text="- Labrador", + token_ids=(12, 26882), + cumulative_logprob=-16.97801923751831, + logprobs=[ + { + 12: Logprob( + logprob=-5.968787670135498, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.453755497932434, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.841694951057434, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719815937.6041, + last_token_time=1719815937.6911924, + first_scheduled_time=1719815937.604701, + first_token_time=1719815937.6568153, + time_in_queue=0.0006010532379150391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=[ + None, + { + 30086: Logprob( + logprob=-9.352765083312988, rank=369, decoded_token="Hi" + ), + 100: Logprob(logprob=-1.4278708696365356, rank=1, decoded_token="I"), + 133: Logprob(logprob=-2.4365129470825195, rank=2, decoded_token="The"), + }, + { + 6: Logprob(logprob=-1.4278249740600586, rank=1, decoded_token=","), + 328: Logprob(logprob=-1.934173583984375, rank=2, decoded_token="!"), + }, + { + 38: Logprob(logprob=-0.976689338684082, rank=1, decoded_token=" I"), + 1437: Logprob(logprob=-2.723400115966797, rank=2, decoded_token=" "), + }, + { + 657: Logprob( + logprob=-5.6148481369018555, rank=22, decoded_token=" love" + ), + 437: Logprob(logprob=-1.015452265739441, rank=1, decoded_token="'m"), + 33: Logprob(logprob=-1.9374703168869019, rank=2, decoded_token=" have"), + }, + { + 127: Logprob(logprob=-4.214991569519043, rank=9, decoded_token=" my"), + 110: Logprob( + logprob=-1.7619359493255615, rank=1, decoded_token=" your" + ), + 5: Logprob(logprob=-1.999145269393921, rank=2, decoded_token=" the"), + }, + { + 4758: Logprob(logprob=-4.99854040145874, rank=3, decoded_token=" cat"), + 92: Logprob(logprob=-3.4642574787139893, rank=1, decoded_token=" new"), + 793: Logprob(logprob=-4.73804235458374, rank=2, decoded_token=" old"), + }, + ], + outputs=[ + CompletionOutput( + index=0, + text="- Labrador!", + token_ids=(12, 26882, 328), + cumulative_logprob=-20.131213426589966, + logprobs=[ + { + 12: Logprob( + logprob=-5.968787670135498, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.453755497932434, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.841694951057434, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719815937.6041, + last_token_time=1719815937.7240052, + first_scheduled_time=1719815937.604701, + first_token_time=1719815937.6568153, + time_in_queue=0.0006010532379150391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=[ + None, + { + 30086: Logprob( + logprob=-9.352765083312988, rank=369, decoded_token="Hi" + ), + 100: Logprob(logprob=-1.4278708696365356, rank=1, decoded_token="I"), + 133: Logprob(logprob=-2.4365129470825195, rank=2, decoded_token="The"), + }, + { + 6: Logprob(logprob=-1.4278249740600586, rank=1, decoded_token=","), + 328: Logprob(logprob=-1.934173583984375, rank=2, decoded_token="!"), + }, + { + 38: Logprob(logprob=-0.976689338684082, rank=1, decoded_token=" I"), + 1437: Logprob(logprob=-2.723400115966797, rank=2, decoded_token=" "), + }, + { + 657: Logprob( + logprob=-5.6148481369018555, rank=22, decoded_token=" love" + ), + 437: Logprob(logprob=-1.015452265739441, rank=1, decoded_token="'m"), + 33: Logprob(logprob=-1.9374703168869019, rank=2, decoded_token=" have"), + }, + { + 127: Logprob(logprob=-4.214991569519043, rank=9, decoded_token=" my"), + 110: Logprob( + logprob=-1.7619359493255615, rank=1, decoded_token=" your" + ), + 5: Logprob(logprob=-1.999145269393921, rank=2, decoded_token=" the"), + }, + { + 4758: Logprob(logprob=-4.99854040145874, rank=3, decoded_token=" cat"), + 92: Logprob(logprob=-3.4642574787139893, rank=1, decoded_token=" new"), + 793: Logprob(logprob=-4.73804235458374, rank=2, decoded_token=" old"), + }, + ], + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He", + token_ids=(12, 26882, 328, 91), + cumulative_logprob=-21.547941207885742, + logprobs=[ + { + 12: Logprob( + logprob=-5.968787670135498, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.453755497932434, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.841694951057434, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719815937.6041, + last_token_time=1719815937.7567687, + first_scheduled_time=1719815937.604701, + first_token_time=1719815937.6568153, + time_in_queue=0.0006010532379150391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=[ + None, + { + 30086: Logprob( + logprob=-9.352765083312988, rank=369, decoded_token="Hi" + ), + 100: Logprob(logprob=-1.4278708696365356, rank=1, decoded_token="I"), + 133: Logprob(logprob=-2.4365129470825195, rank=2, decoded_token="The"), + }, + { + 6: Logprob(logprob=-1.4278249740600586, rank=1, decoded_token=","), + 328: Logprob(logprob=-1.934173583984375, rank=2, decoded_token="!"), + }, + { + 38: Logprob(logprob=-0.976689338684082, rank=1, decoded_token=" I"), + 1437: Logprob(logprob=-2.723400115966797, rank=2, decoded_token=" "), + }, + { + 657: Logprob( + logprob=-5.6148481369018555, rank=22, decoded_token=" love" + ), + 437: Logprob(logprob=-1.015452265739441, rank=1, decoded_token="'m"), + 33: Logprob(logprob=-1.9374703168869019, rank=2, decoded_token=" have"), + }, + { + 127: Logprob(logprob=-4.214991569519043, rank=9, decoded_token=" my"), + 110: Logprob( + logprob=-1.7619359493255615, rank=1, decoded_token=" your" + ), + 5: Logprob(logprob=-1.999145269393921, rank=2, decoded_token=" the"), + }, + { + 4758: Logprob(logprob=-4.99854040145874, rank=3, decoded_token=" cat"), + 92: Logprob(logprob=-3.4642574787139893, rank=1, decoded_token=" new"), + 793: Logprob(logprob=-4.73804235458374, rank=2, decoded_token=" old"), + }, + ], + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has", + token_ids=(12, 26882, 328, 91, 34), + cumulative_logprob=-24.314465522766113, + logprobs=[ + { + 12: Logprob( + logprob=-5.968787670135498, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.453755497932434, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.841694951057434, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.766524314880371, rank=3, decoded_token=" has" + ), + 18: Logprob( + logprob=-1.0847474336624146, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.547521710395813, rank=2, decoded_token=" is" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719815937.6041, + last_token_time=1719815937.7901855, + first_scheduled_time=1719815937.604701, + first_token_time=1719815937.6568153, + time_in_queue=0.0006010532379150391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=[ + None, + { + 30086: Logprob( + logprob=-9.352765083312988, rank=369, decoded_token="Hi" + ), + 100: Logprob(logprob=-1.4278708696365356, rank=1, decoded_token="I"), + 133: Logprob(logprob=-2.4365129470825195, rank=2, decoded_token="The"), + }, + { + 6: Logprob(logprob=-1.4278249740600586, rank=1, decoded_token=","), + 328: Logprob(logprob=-1.934173583984375, rank=2, decoded_token="!"), + }, + { + 38: Logprob(logprob=-0.976689338684082, rank=1, decoded_token=" I"), + 1437: Logprob(logprob=-2.723400115966797, rank=2, decoded_token=" "), + }, + { + 657: Logprob( + logprob=-5.6148481369018555, rank=22, decoded_token=" love" + ), + 437: Logprob(logprob=-1.015452265739441, rank=1, decoded_token="'m"), + 33: Logprob(logprob=-1.9374703168869019, rank=2, decoded_token=" have"), + }, + { + 127: Logprob(logprob=-4.214991569519043, rank=9, decoded_token=" my"), + 110: Logprob( + logprob=-1.7619359493255615, rank=1, decoded_token=" your" + ), + 5: Logprob(logprob=-1.999145269393921, rank=2, decoded_token=" the"), + }, + { + 4758: Logprob(logprob=-4.99854040145874, rank=3, decoded_token=" cat"), + 92: Logprob(logprob=-3.4642574787139893, rank=1, decoded_token=" new"), + 793: Logprob(logprob=-4.73804235458374, rank=2, decoded_token=" old"), + }, + ], + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny", + token_ids=(12, 26882, 328, 91, 34, 5262), + cumulative_logprob=-31.254112243652344, + logprobs=[ + { + 12: Logprob( + logprob=-5.968787670135498, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.453755497932434, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.841694951057434, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.766524314880371, rank=3, decoded_token=" has" + ), + 18: Logprob( + logprob=-1.0847474336624146, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.547521710395813, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.9396467208862305, rank=90, decoded_token=" tiny" + ), + 10: Logprob( + logprob=-1.3877270221710205, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109371662139893, rank=2, decoded_token=" been" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719815937.6041, + last_token_time=1719815937.8231184, + first_scheduled_time=1719815937.604701, + first_token_time=1719815937.6568153, + time_in_queue=0.0006010532379150391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=[ + None, + { + 30086: Logprob( + logprob=-9.352765083312988, rank=369, decoded_token="Hi" + ), + 100: Logprob(logprob=-1.4278708696365356, rank=1, decoded_token="I"), + 133: Logprob(logprob=-2.4365129470825195, rank=2, decoded_token="The"), + }, + { + 6: Logprob(logprob=-1.4278249740600586, rank=1, decoded_token=","), + 328: Logprob(logprob=-1.934173583984375, rank=2, decoded_token="!"), + }, + { + 38: Logprob(logprob=-0.976689338684082, rank=1, decoded_token=" I"), + 1437: Logprob(logprob=-2.723400115966797, rank=2, decoded_token=" "), + }, + { + 657: Logprob( + logprob=-5.6148481369018555, rank=22, decoded_token=" love" + ), + 437: Logprob(logprob=-1.015452265739441, rank=1, decoded_token="'m"), + 33: Logprob(logprob=-1.9374703168869019, rank=2, decoded_token=" have"), + }, + { + 127: Logprob(logprob=-4.214991569519043, rank=9, decoded_token=" my"), + 110: Logprob( + logprob=-1.7619359493255615, rank=1, decoded_token=" your" + ), + 5: Logprob(logprob=-1.999145269393921, rank=2, decoded_token=" the"), + }, + { + 4758: Logprob(logprob=-4.99854040145874, rank=3, decoded_token=" cat"), + 92: Logprob(logprob=-3.4642574787139893, rank=1, decoded_token=" new"), + 793: Logprob(logprob=-4.73804235458374, rank=2, decoded_token=" old"), + }, + ], + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137), + cumulative_logprob=-32.61610543727875, + logprobs=[ + { + 12: Logprob( + logprob=-5.968787670135498, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.453755497932434, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.841694951057434, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.766524314880371, rank=3, decoded_token=" has" + ), + 18: Logprob( + logprob=-1.0847474336624146, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.547521710395813, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.9396467208862305, rank=90, decoded_token=" tiny" + ), + 10: Logprob( + logprob=-1.3877270221710205, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109371662139893, rank=2, decoded_token=" been" + ), + }, + { + 12137: Logprob( + logprob=-1.3619931936264038, rank=1, decoded_token=" ears" + ), + 40844: Logprob( + logprob=-2.2743258476257324, rank=2, decoded_token=" paws" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719815937.6041, + last_token_time=1719815937.8558471, + first_scheduled_time=1719815937.604701, + first_token_time=1719815937.6568153, + time_in_queue=0.0006010532379150391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=[ + None, + { + 30086: Logprob( + logprob=-9.352765083312988, rank=369, decoded_token="Hi" + ), + 100: Logprob(logprob=-1.4278708696365356, rank=1, decoded_token="I"), + 133: Logprob(logprob=-2.4365129470825195, rank=2, decoded_token="The"), + }, + { + 6: Logprob(logprob=-1.4278249740600586, rank=1, decoded_token=","), + 328: Logprob(logprob=-1.934173583984375, rank=2, decoded_token="!"), + }, + { + 38: Logprob(logprob=-0.976689338684082, rank=1, decoded_token=" I"), + 1437: Logprob(logprob=-2.723400115966797, rank=2, decoded_token=" "), + }, + { + 657: Logprob( + logprob=-5.6148481369018555, rank=22, decoded_token=" love" + ), + 437: Logprob(logprob=-1.015452265739441, rank=1, decoded_token="'m"), + 33: Logprob(logprob=-1.9374703168869019, rank=2, decoded_token=" have"), + }, + { + 127: Logprob(logprob=-4.214991569519043, rank=9, decoded_token=" my"), + 110: Logprob( + logprob=-1.7619359493255615, rank=1, decoded_token=" your" + ), + 5: Logprob(logprob=-1.999145269393921, rank=2, decoded_token=" the"), + }, + { + 4758: Logprob(logprob=-4.99854040145874, rank=3, decoded_token=" cat"), + 92: Logprob(logprob=-3.4642574787139893, rank=1, decoded_token=" new"), + 793: Logprob(logprob=-4.73804235458374, rank=2, decoded_token=" old"), + }, + ], + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19), + cumulative_logprob=-37.2360657453537, + logprobs=[ + { + 12: Logprob( + logprob=-5.968787670135498, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.453755497932434, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.841694951057434, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.766524314880371, rank=3, decoded_token=" has" + ), + 18: Logprob( + logprob=-1.0847474336624146, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.547521710395813, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.9396467208862305, rank=90, decoded_token=" tiny" + ), + 10: Logprob( + logprob=-1.3877270221710205, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109371662139893, rank=2, decoded_token=" been" + ), + }, + { + 12137: Logprob( + logprob=-1.3619931936264038, rank=1, decoded_token=" ears" + ), + 40844: Logprob( + logprob=-2.2743258476257324, rank=2, decoded_token=" paws" + ), + }, + { + 19: Logprob( + logprob=-4.619960308074951, rank=10, decoded_token=" with" + ), + 8: Logprob( + logprob=-0.805719792842865, rank=1, decoded_token=" and" + ), + 6: Logprob( + logprob=-1.6155686378479004, rank=2, decoded_token="," + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719815937.6041, + last_token_time=1719815937.8884614, + first_scheduled_time=1719815937.604701, + first_token_time=1719815937.6568153, + time_in_queue=0.0006010532379150391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=[ + None, + { + 30086: Logprob( + logprob=-9.352765083312988, rank=369, decoded_token="Hi" + ), + 100: Logprob(logprob=-1.4278708696365356, rank=1, decoded_token="I"), + 133: Logprob(logprob=-2.4365129470825195, rank=2, decoded_token="The"), + }, + { + 6: Logprob(logprob=-1.4278249740600586, rank=1, decoded_token=","), + 328: Logprob(logprob=-1.934173583984375, rank=2, decoded_token="!"), + }, + { + 38: Logprob(logprob=-0.976689338684082, rank=1, decoded_token=" I"), + 1437: Logprob(logprob=-2.723400115966797, rank=2, decoded_token=" "), + }, + { + 657: Logprob( + logprob=-5.6148481369018555, rank=22, decoded_token=" love" + ), + 437: Logprob(logprob=-1.015452265739441, rank=1, decoded_token="'m"), + 33: Logprob(logprob=-1.9374703168869019, rank=2, decoded_token=" have"), + }, + { + 127: Logprob(logprob=-4.214991569519043, rank=9, decoded_token=" my"), + 110: Logprob( + logprob=-1.7619359493255615, rank=1, decoded_token=" your" + ), + 5: Logprob(logprob=-1.999145269393921, rank=2, decoded_token=" the"), + }, + { + 4758: Logprob(logprob=-4.99854040145874, rank=3, decoded_token=" cat"), + 92: Logprob(logprob=-3.4642574787139893, rank=1, decoded_token=" new"), + 793: Logprob(logprob=-4.73804235458374, rank=2, decoded_token=" old"), + }, + ], + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with fluffy", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19, 33564), + cumulative_logprob=-42.8609436750412, + logprobs=[ + { + 12: Logprob( + logprob=-5.968787670135498, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.453755497932434, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.841694951057434, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.766524314880371, rank=3, decoded_token=" has" + ), + 18: Logprob( + logprob=-1.0847474336624146, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.547521710395813, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.9396467208862305, rank=90, decoded_token=" tiny" + ), + 10: Logprob( + logprob=-1.3877270221710205, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109371662139893, rank=2, decoded_token=" been" + ), + }, + { + 12137: Logprob( + logprob=-1.3619931936264038, rank=1, decoded_token=" ears" + ), + 40844: Logprob( + logprob=-2.2743258476257324, rank=2, decoded_token=" paws" + ), + }, + { + 19: Logprob( + logprob=-4.619960308074951, rank=10, decoded_token=" with" + ), + 8: Logprob( + logprob=-0.805719792842865, rank=1, decoded_token=" and" + ), + 6: Logprob( + logprob=-1.6155686378479004, rank=2, decoded_token="," + ), + }, + { + 33564: Logprob( + logprob=-5.6248779296875, rank=38, decoded_token=" fluffy" + ), + 10: Logprob( + logprob=-1.4977400302886963, rank=1, decoded_token=" a" + ), + 5262: Logprob( + logprob=-3.006150484085083, rank=2, decoded_token=" tiny" + ), + }, + ], + finish_reason=None, + stop_reason=None, + ) + ], + finished=False, + metrics=RequestMetrics( + arrival_time=1719815937.6041, + last_token_time=1719815937.9210107, + first_scheduled_time=1719815937.604701, + first_token_time=1719815937.6568153, + time_in_queue=0.0006010532379150391, + finished_time=None, + ), + lora_request=None, + ), + RequestOutput( + request_id="cmpl-d771287a234c44498e345f0a429d6691-0", + prompt=None, + prompt_token_ids=[2, 30086, 6, 38, 657, 127, 4758], + prompt_logprobs=[ + None, + { + 30086: Logprob( + logprob=-9.352765083312988, rank=369, decoded_token="Hi" + ), + 100: Logprob(logprob=-1.4278708696365356, rank=1, decoded_token="I"), + 133: Logprob(logprob=-2.4365129470825195, rank=2, decoded_token="The"), + }, + { + 6: Logprob(logprob=-1.4278249740600586, rank=1, decoded_token=","), + 328: Logprob(logprob=-1.934173583984375, rank=2, decoded_token="!"), + }, + { + 38: Logprob(logprob=-0.976689338684082, rank=1, decoded_token=" I"), + 1437: Logprob(logprob=-2.723400115966797, rank=2, decoded_token=" "), + }, + { + 657: Logprob( + logprob=-5.6148481369018555, rank=22, decoded_token=" love" + ), + 437: Logprob(logprob=-1.015452265739441, rank=1, decoded_token="'m"), + 33: Logprob(logprob=-1.9374703168869019, rank=2, decoded_token=" have"), + }, + { + 127: Logprob(logprob=-4.214991569519043, rank=9, decoded_token=" my"), + 110: Logprob( + logprob=-1.7619359493255615, rank=1, decoded_token=" your" + ), + 5: Logprob(logprob=-1.999145269393921, rank=2, decoded_token=" the"), + }, + { + 4758: Logprob(logprob=-4.99854040145874, rank=3, decoded_token=" cat"), + 92: Logprob(logprob=-3.4642574787139893, rank=1, decoded_token=" new"), + 793: Logprob(logprob=-4.73804235458374, rank=2, decoded_token=" old"), + }, + ], + outputs=[ + CompletionOutput( + index=0, + text="- Labrador! He has tiny ears with fluffy white", + token_ids=(12, 26882, 328, 91, 34, 5262, 12137, 19, 33564, 1104), + cumulative_logprob=-45.07622039318085, + logprobs=[ + { + 12: Logprob( + logprob=-5.968787670135498, rank=22, decoded_token="-" + ), + 4: Logprob( + logprob=-1.453755497932434, rank=1, decoded_token="." + ), + 6: Logprob( + logprob=-1.841694951057434, rank=2, decoded_token="," + ), + }, + { + 26882: Logprob( + logprob=-11.009231567382812, + rank=3032, + decoded_token=" Labrador", + ), + 38: Logprob( + logprob=-1.754422903060913, rank=1, decoded_token=" I" + ), + 79: Logprob( + logprob=-3.075488328933716, rank=2, decoded_token=" she" + ), + }, + { + 328: Logprob( + logprob=-3.1531941890716553, rank=5, decoded_token="!" + ), + 3344: Logprob( + logprob=-1.0394361019134521, rank=1, decoded_token=" mix" + ), + 4: Logprob( + logprob=-2.1872146129608154, rank=2, decoded_token="." + ), + }, + { + 91: Logprob( + logprob=-1.4167277812957764, rank=1, decoded_token=" He" + ), + 50118: Logprob( + logprob=-2.0672662258148193, rank=2, decoded_token="\n" + ), + }, + { + 34: Logprob( + logprob=-2.766524314880371, rank=3, decoded_token=" has" + ), + 18: Logprob( + logprob=-1.0847474336624146, rank=1, decoded_token="'s" + ), + 16: Logprob( + logprob=-1.547521710395813, rank=2, decoded_token=" is" + ), + }, + { + 5262: Logprob( + logprob=-6.9396467208862305, rank=90, decoded_token=" tiny" + ), + 10: Logprob( + logprob=-1.3877270221710205, rank=1, decoded_token=" a" + ), + 57: Logprob( + logprob=-2.3109371662139893, rank=2, decoded_token=" been" + ), + }, + { + 12137: Logprob( + logprob=-1.3619931936264038, rank=1, decoded_token=" ears" + ), + 40844: Logprob( + logprob=-2.2743258476257324, rank=2, decoded_token=" paws" + ), + }, + { + 19: Logprob( + logprob=-4.619960308074951, rank=10, decoded_token=" with" + ), + 8: Logprob( + logprob=-0.805719792842865, rank=1, decoded_token=" and" + ), + 6: Logprob( + logprob=-1.6155686378479004, rank=2, decoded_token="," + ), + }, + { + 33564: Logprob( + logprob=-5.6248779296875, rank=38, decoded_token=" fluffy" + ), + 10: Logprob( + logprob=-1.4977400302886963, rank=1, decoded_token=" a" + ), + 5262: Logprob( + logprob=-3.006150484085083, rank=2, decoded_token=" tiny" + ), + }, + { + 1104: Logprob( + logprob=-2.2152767181396484, rank=2, decoded_token=" white" + ), + 15503: Logprob( + logprob=-1.9012728929519653, rank=1, decoded_token=" fur" + ), + }, + ], + finish_reason="length", + stop_reason=None, + ) + ], + finished=True, + metrics=RequestMetrics( + arrival_time=1719815937.6041, + last_token_time=1719815937.9535863, + first_scheduled_time=1719815937.604701, + first_token_time=1719815937.6568153, + time_in_queue=0.0006010532379150391, + finished_time=1719815937.9535837, + ), + lora_request=None, + ), +] diff --git a/python/kserve/Makefile b/python/kserve/Makefile index 24741cd6ce..ec6eac26bd 100644 --- a/python/kserve/Makefile +++ b/python/kserve/Makefile @@ -1,10 +1,10 @@ .PHONY: test dev_install: - poetry install --with test --extras "storage" + poetry install --with test --extras "storage ray" install_dependencies: - poetry install --with=test --no-interaction --no-root --extras "storage" + poetry install --with=test --no-interaction --no-root --extras "storage ray" test: cd ../ && pytest -W ignore kserve/test diff --git a/python/kserve/README.md b/python/kserve/README.md index 1eb70e2dfa..c2c90e9bc7 100644 --- a/python/kserve/README.md +++ b/python/kserve/README.md @@ -82,7 +82,7 @@ Additionally, the latencies of each step are logged per request. ### Getting Started -KServe's python client interacts with KServe control plane APIs for executing operations on a remote KServe cluster, such as creating, patching and deleting of a InferenceService instance. See the [Sample for Python SDK Client](../../docs/samples/client) to get started. +KServe's python client interacts with KServe control plane APIs for executing operations on a remote KServe cluster, such as creating, patching and deleting of a InferenceService instance. See the [Sample for Python SDK Client](https://github.com/kserve/kserve/tree/master/docs/samples/client) to get started. ### Documentation for Client API @@ -90,51 +90,51 @@ Please review [KServe Client API](https://github.com/kserve/website/blob/main/do ## Documentation For Models - - [KnativeAddressable](docs/KnativeAddressable.md) - - [KnativeCondition](docs/KnativeCondition.md) - - [KnativeURL](docs/KnativeURL.md) - - [KnativeVolatileTime](docs/KnativeVolatileTime.md) - - [NetUrlUserinfo](docs/NetUrlUserinfo.md) - - [V1alpha1InferenceGraph](docs/V1alpha1InferenceGraph.md) - - [V1alpha1InferenceGraphList](docs/V1alpha1InferenceGraphList.md) - - [V1alpha1InferenceGraphSpec](docs/V1alpha1InferenceGraphSpec.md) - - [V1alpha1InferenceGraphStatus](docs/V1alpha1InferenceGraphStatus.md) - - [V1alpha1InferenceRouter](docs/V1alpha1InferenceRouter.md) - - [V1alpha1InferenceStep](docs/V1alpha1InferenceStep.md) - - [V1alpha1InferenceTarget](docs/V1alpha1InferenceTarget.md) - - [V1beta1AlibiExplainerSpec](docs/V1beta1AlibiExplainerSpec.md) - - [V1beta1Batcher](docs/V1beta1Batcher.md) - - [V1beta1ComponentExtensionSpec](docs/V1beta1ComponentExtensionSpec.md) - - [V1beta1ComponentStatusSpec](docs/V1beta1ComponentStatusSpec.md) - - [V1beta1CustomExplainer](docs/V1beta1CustomExplainer.md) - - [V1beta1CustomPredictor](docs/V1beta1CustomPredictor.md) - - [V1beta1CustomTransformer](docs/V1beta1CustomTransformer.md) - - [V1beta1ExplainerConfig](docs/V1beta1ExplainerConfig.md) - - [V1beta1ExplainerSpec](docs/V1beta1ExplainerSpec.md) - - [V1beta1ExplainersConfig](docs/V1beta1ExplainersConfig.md) - - [V1beta1InferenceService](docs/V1beta1InferenceService.md) - - [V1beta1InferenceServiceList](docs/V1beta1InferenceServiceList.md) - - [V1beta1InferenceServiceSpec](docs/V1beta1InferenceServiceSpec.md) - - [V1beta1InferenceServiceStatus](docs/V1beta1InferenceServiceStatus.md) - - [V1beta1InferenceServicesConfig](docs/V1beta1InferenceServicesConfig.md) - - [V1beta1IngressConfig](docs/V1beta1IngressConfig.md) - - [V1beta1LoggerSpec](docs/V1beta1LoggerSpec.md) - - [V1beta1ModelSpec](docs/V1beta1ModelSpec.md) - - [V1beta1ONNXRuntimeSpec](docs/V1beta1ONNXRuntimeSpec.md) - - [V1beta1PodSpec](docs/V1beta1PodSpec.md) - - [V1beta1PredictorConfig](docs/V1beta1PredictorConfig.md) - - [V1beta1PredictorExtensionSpec](docs/V1beta1PredictorExtensionSpec.md) - - [V1beta1PredictorSpec](docs/V1beta1PredictorSpec.md) - - [V1beta1PredictorsConfig](docs/V1beta1PredictorsConfig.md) - - [V1beta1SKLearnSpec](docs/V1beta1SKLearnSpec.md) - - [V1beta1TFServingSpec](docs/V1beta1TFServingSpec.md) - - [V1beta1TorchServeSpec](docs/V1beta1TorchServeSpec.md) - - [V1beta1TrainedModel](docs/V1beta1TrainedModel.md) - - [V1beta1TrainedModelList](docs/V1beta1TrainedModelList.md) - - [V1beta1TrainedModelSpec](docs/V1beta1TrainedModelSpec.md) - - [V1beta1TrainedModelStatus](docs/V1beta1TrainedModelStatus.md) - - [V1beta1TransformerConfig](docs/V1beta1TransformerConfig.md) - - [V1beta1TransformerSpec](docs/V1beta1TransformerSpec.md) - - [V1beta1TransformersConfig](docs/V1beta1TransformersConfig.md) - - [V1beta1TritonSpec](docs/V1beta1TritonSpec.md) - - [V1beta1XGBoostSpec](docs/V1beta1XGBoostSpec.md) + - [KnativeAddressable](https://github.com/kserve/kserve/blob/master/python/kserve/docs/KnativeAddressable.md) + - [KnativeCondition](https://github.com/kserve/kserve/blob/master/python/kserve/docs/KnativeCondition.md) + - [KnativeURL](https://github.com/kserve/kserve/blob/master/python/kserve/docs/KnativeURL.md) + - [KnativeVolatileTime](https://github.com/kserve/kserve/blob/master/python/kserve/docs/KnativeVolatileTime.md) + - [NetUrlUserinfo](https://github.com/kserve/kserve/blob/master/python/kserve/docs/NetUrlUserinfo.md) + - [V1alpha1InferenceGraph](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1alpha1InferenceGraph.md) + - [V1alpha1InferenceGraphList](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1alpha1InferenceGraphList.md) + - [V1alpha1InferenceGraphSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1alpha1InferenceGraphSpec.md) + - [V1alpha1InferenceGraphStatus](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1alpha1InferenceGraphStatus.md) + - [V1alpha1InferenceRouter](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1alpha1InferenceRouter.md) + - [V1alpha1InferenceStep](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1alpha1InferenceStep.md) + - [V1alpha1InferenceTarget](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1alpha1InferenceTarget.md) + - [V1beta1AlibiExplainerSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1AlibiExplainerSpec.md) + - [V1beta1Batcher](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1Batcher.md) + - [V1beta1ComponentExtensionSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1ComponentExtensionSpec.md) + - [V1beta1ComponentStatusSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1ComponentStatusSpec.md) + - [V1beta1CustomExplainer](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1CustomExplainer.md) + - [V1beta1CustomPredictor](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1CustomPredictor.md) + - [V1beta1CustomTransformer](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1CustomTransformer.md) + - [V1beta1ExplainerConfig](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1ExplainerConfig.md) + - [V1beta1ExplainerSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1ExplainerSpec.md) + - [V1beta1ExplainersConfig](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1ExplainersConfig.md) + - [V1beta1InferenceService](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1InferenceService.md) + - [V1beta1InferenceServiceList](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1InferenceServiceList.md) + - [V1beta1InferenceServiceSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1InferenceServiceSpec.md) + - [V1beta1InferenceServiceStatus](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1InferenceServiceStatus.md) + - [V1beta1InferenceServicesConfig](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1InferenceServicesConfig.md) + - [V1beta1IngressConfig](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1IngressConfig.md) + - [V1beta1LoggerSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1LoggerSpec.md) + - [V1beta1ModelSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1ModelSpec.md) + - [V1beta1ONNXRuntimeSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1ONNXRuntimeSpec.md) + - [V1beta1PodSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1PodSpec.md) + - [V1beta1PredictorConfig](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1PredictorConfig.md) + - [V1beta1PredictorExtensionSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1PredictorExtensionSpec.md) + - [V1beta1PredictorSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1PredictorSpec.md) + - [V1beta1PredictorsConfig](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1PredictorsConfig.md) + - [V1beta1SKLearnSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1SKLearnSpec.md) + - [V1beta1TFServingSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1TFServingSpec.md) + - [V1beta1TorchServeSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1TorchServeSpec.md) + - [V1beta1TrainedModel](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1TrainedModel.md) + - [V1beta1TrainedModelList](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1TrainedModelList.md) + - [V1beta1TrainedModelSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1TrainedModelSpec.md) + - [V1beta1TrainedModelStatus](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1TrainedModelStatus.md) + - [V1beta1TransformerConfig](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1TransformerConfig.md) + - [V1beta1TransformerSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1TransformerSpec.md) + - [V1beta1TransformersConfig](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1TransformersConfig.md) + - [V1beta1TritonSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1TritonSpec.md) + - [V1beta1XGBoostSpec](https://github.com/kserve/kserve/blob/master/python/kserve/docs/V1beta1XGBoostSpec.md) diff --git a/python/kserve/docs/V1beta1IngressConfig.md b/python/kserve/docs/V1beta1IngressConfig.md index cd4f247245..c54e90e754 100644 --- a/python/kserve/docs/V1beta1IngressConfig.md +++ b/python/kserve/docs/V1beta1IngressConfig.md @@ -10,7 +10,7 @@ Name | Type | Description | Notes **ingress_class_name** | **str** | | [optional] **ingress_domain** | **str** | | [optional] **ingress_gateway** | **str** | | [optional] -**ingress_service** | **str** | | [optional] +**knative_local_gateway_service** | **str** | | [optional] **local_gateway** | **str** | | [optional] **local_gateway_service** | **str** | | [optional] **path_template** | **str** | | [optional] diff --git a/python/kserve/docs/V1beta1LoggerSpec.md b/python/kserve/docs/V1beta1LoggerSpec.md index 4a98586b7a..025dbd4b59 100644 --- a/python/kserve/docs/V1beta1LoggerSpec.md +++ b/python/kserve/docs/V1beta1LoggerSpec.md @@ -4,6 +4,7 @@ LoggerSpec specifies optional payload logging available for all components ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- +**metadata_headers** | **list[str]** | Matched metadata HTTP headers for propagating to inference logger cloud events. | [optional] **mode** | **str** | Specifies the scope of the loggers. <br /> Valid values are: <br /> - \"all\" (default): log both request and response; <br /> - \"request\": log only request; <br /> - \"response\": log only response <br /> | [optional] **url** | **str** | URL to send logging events | [optional] diff --git a/python/kserve/kserve/__init__.py b/python/kserve/kserve/__init__.py index 989992cfc6..638bacbcba 100644 --- a/python/kserve/kserve/__init__.py +++ b/python/kserve/kserve/__init__.py @@ -16,7 +16,7 @@ from .model import Model from .model_server import ModelServer -from .inference_client import InferenceServerClient +from .inference_client import InferenceGRPCClient, InferenceRESTClient, RESTConfig from .protocol.infer_type import InferRequest, InferInput, InferResponse, InferOutput from .model_repository import ModelRepository from .constants import constants diff --git a/python/kserve/kserve/constants/constants.py b/python/kserve/kserve/constants/constants.py index cf1dbd95b3..0f24abdfce 100644 --- a/python/kserve/kserve/constants/constants.py +++ b/python/kserve/kserve/constants/constants.py @@ -13,6 +13,7 @@ # limitations under the License. import os +from enum import Enum # KServe K8S constants KSERVE_GROUP = "serving.kserve.io" @@ -72,5 +73,27 @@ # K8S metadata key constants GENERATION = "generation" +PREDICTOR_BASE_URL_FORMAT = "{0}://{1}" +EXPLAINER_BASE_URL_FORMAT = "{0}://{1}" + + +class PredictorProtocol(Enum): + REST_V1 = "v1" + REST_V2 = "v2" + GRPC_V2 = "grpc-v2" + + # LLM stats map key LLM_STATS_KEY = "llm-stats" + +# Default GRPC max message length +MAX_GRPC_MESSAGE_LENGTH = 8388608 + +V2_ROUTE_PREFIX = "/v2" +V1_ROUTE_PREFIX = "/v1" + +DEFAULT_HTTP_PORT = 8080 +DEFAULT_GRPC_PORT = 8081 + +# Header containing the json length in case of REST raw response. +INFERENCE_CONTENT_LENGTH_HEADER = "inference-header-content-length" diff --git a/python/kserve/kserve/errors.py b/python/kserve/kserve/errors.py index b62a07e144..e00a3523c4 100644 --- a/python/kserve/kserve/errors.py +++ b/python/kserve/kserve/errors.py @@ -88,6 +88,18 @@ def __str__(self): return self.error_msg +class UnsupportedProtocol(Exception): + """ + Exception class indicating requested protocol is not supported. + """ + + def __init__(self, protocol_version=None): + self.reason = f"Unsupported protocol {protocol_version}." + + def __str__(self): + return self.reason + + async def exception_handler(_, exc): logger.error("Exception:", exc_info=exc) return JSONResponse( @@ -132,3 +144,28 @@ async def not_implemented_error_handler(_, exc): return JSONResponse( status_code=HTTPStatus.NOT_IMPLEMENTED, content={"error": str(exc)} ) + + +async def unsupported_protocol_error_handler(_, exc): + logger.error("Exception:", exc_info=exc) + return JSONResponse( + status_code=HTTPStatus.NOT_IMPLEMENTED, content={"error": str(exc)} + ) + + +class NoModelReady(RuntimeError): + def __init__(self, models: [], detail: str = None): + self.models = models + self.detail = detail + + def __str__(self): + model_name_list = [model.name for model in self.models] + if len(model_name_list) == 1: + self.error_msg = f"Model with name {model_name_list[0]} is not ready." + else: + self.error_msg = ( + f"Models with names {','.join(model_name_list)} are not ready." + ) + if self.detail: + self.error_msg = self.error_msg + " " + self.detail + return self.error_msg diff --git a/python/kserve/kserve/inference_client.py b/python/kserve/kserve/inference_client.py index 452d20e5a4..c66c2a9f90 100644 --- a/python/kserve/kserve/inference_client.py +++ b/python/kserve/kserve/inference_client.py @@ -1,4 +1,4 @@ -# Copyright 2023 The KServe Authors. +# Copyright 2024 The KServe Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -12,40 +12,151 @@ # See the License for the specific language governing permissions and # limitations under the License. +import json +import ssl +from typing import Union, List, Tuple, Any, Optional, Sequence, Mapping, Dict + import grpc +import httpx +from orjson import orjson -from .protocol.infer_type import InferRequest +from .constants.constants import PredictorProtocol, INFERENCE_CONTENT_LENGTH_HEADER +from .errors import UnsupportedProtocol, InvalidInput +from .logging import trace_logger as logger +from .protocol.grpc.grpc_predict_v2_pb2 import ( + ServerReadyResponse, + ServerLiveResponse, + ModelReadyResponse, + ServerReadyRequest, + ServerLiveRequest, + ModelReadyRequest, +) from .protocol.grpc.grpc_predict_v2_pb2_grpc import GRPCInferenceServiceStub -from .logging import logger +from .protocol.infer_type import InferRequest, InferResponse +from .utils.utils import is_v2, is_v1 + + +class _UseClientDefault: + """ + For `timeout=...` parameter we need to be able to indicate the default "unset" state, in a way that is distinctly + different to using `None`. + + The default "unset" state indicates that whatever default is set on the + client should be used. This is different to setting `None`, which + explicitly disables the parameter, possibly overriding a client default. + + For example we use `timeout=USE_CLIENT_DEFAULT` in the `infer()` signature. + Omitting the `timeout` parameter will send a request using whatever default + timeout has been configured on the client. Including `timeout=None` will + ensure no timeout is used. + + Note that user code shouldn't need to use the `USE_CLIENT_DEFAULT` constant, + but it is used internally when a parameter is not included. + """ + +USE_CLIENT_DEFAULT = _UseClientDefault() + + +class InferenceGRPCClient: + """ + Asynchronous GRPC inference client. This feature is currently in alpha and may be subject to change. + Note: This client uses a default retry config. To override, explicitly provide the 'method_config' in channel + options or to disable retry set the channel option ("grpc.enable_retries", 0). + { + "methodConfig": [ + { + # Apply retry to all methods + "name": [{}], + "retryPolicy": { + "maxAttempts": 3, + "initialBackoff": "0.1s", + "maxBackoff": "1s", + "backoffMultiplier": 2, + "retryableStatusCodes": ["UNAVAILABLE"], + }, + } + ] + } + :param url: Inference server url as a string. + :param verbose: (optional) A boolean to enable verbose logging. Defaults to False. + :param use_ssl: (optional) A boolean value indicating whether to use an SSL-enabled channel (True) or not (False). + If creds provided the client will use SSL-enabled channel regardless of the specified value. + :param root_certificates: (optional) Path to the PEM-encoded root certificates file as a string, or None to + retrieve them from a default location chosen by gRPC runtime. If creds provided this + will be ignored. + :param private_key: (optional) Path to the PEM-encoded private key file as a string or None if no private key + should be used. If creds provided this will be ignored. + :param certificate_chain: (optional) Path to the PEM-encoded certificate chain file as a string or None if no + certificate chain should be used. If creds provided this will be ignored. + :param creds: (optional) A ChannelCredentials instance for secure channel communication. + :param channel_args: (optional) An list of key-value pairs (channel_arguments in gRPC Core runtime) to configure + the channel. + :param timeout (optional) The maximum end-to-end time, in seconds, the request is allowed to take. By default, + client timeout is 60 seconds. To disable timeout explicitly set it to 'None'. + """ -class InferenceServerClient: def __init__( self, - url, - verbose=False, - ssl=False, - root_certificates=None, - private_key=None, - certificate_chain=None, - creds=None, - channel_args=None, + url: str, + verbose: bool = False, + use_ssl: bool = False, + root_certificates: str = None, + private_key: str = None, + certificate_chain: str = None, + creds: grpc.ChannelCredentials = None, + channel_args: List[Tuple[str, Any]] = None, + timeout: Optional[float] = 60, ): + # requires appending the port to the predictor host for gRPC to work + if ":" not in url: + port = 443 if use_ssl else 80 + url = f"{url}:{port}" + # Default retry config + service_config_json = json.dumps( + { + "methodConfig": [ + { + # Apply retry to all methods + "name": [{}], + "retryPolicy": { + "maxAttempts": 3, + "initialBackoff": "0.1s", + "maxBackoff": "1s", + "backoffMultiplier": 2, + "retryableStatusCodes": ["UNAVAILABLE"], + }, + } + ] + } + ) # Explicitly check "is not None" here to support passing an empty # list to specify setting no channel arguments. if channel_args is not None: channel_opt = channel_args + if ("grpc.enable_retries", 0) not in channel_opt: + is_exist = False + for key, _ in channel_opt: + if key == "grpc.service_config": + is_exist = True + break + if ("grpc.enable_retries", 1) not in channel_opt: + channel_opt.append(("grpc.enable_retries", 1)) + if not is_exist: + channel_opt.append(("grpc.service_config", service_config_json)) else: # To specify custom channel_opt, see the channel_args parameter. channel_opt = [ ("grpc.max_send_message_length", -1), ("grpc.max_receive_message_length", -1), + ("grpc.enable_retries", 1), + ("grpc.service_config", service_config_json), ] if creds: - self._channel = grpc.secure_channel(url, creds, options=channel_opt) - elif ssl: + self._channel = grpc.aio.secure_channel(url, creds, options=channel_opt) + elif use_ssl: rc_bytes = pk_bytes = cc_bytes = None if root_certificates is not None: with open(root_certificates, "rb") as rc_fs: @@ -61,40 +172,513 @@ def __init__( private_key=pk_bytes, certificate_chain=cc_bytes, ) - self._channel = grpc.secure_channel(url, creds, options=channel_opt) + self._channel = grpc.aio.secure_channel(url, creds, options=channel_opt) else: - self._channel = grpc.insecure_channel(url, options=channel_opt) + self._channel = grpc.aio.insecure_channel(url, options=channel_opt) self._client_stub = GRPCInferenceServiceStub(self._channel) self._verbose = verbose + self._timeout = timeout - def __enter__(self): + async def __aenter__(self): return self - def __exit__(self, type, value, traceback): - self.close() - - def __del__(self): - self.close() + async def __aexit__(self, exc_type, exc_val, exc_tb): + await self.close() - def close(self): - """Close the client. Any future calls to server + async def close(self): + """ + Close the client. Any future calls to server will result in an Error. """ - self._channel.close() + await self._channel.close() - def infer(self, infer_request: InferRequest, client_timeout=None, headers=None): - metadata = headers.items() if headers is not None else tuple() + async def infer( + self, + infer_request: InferRequest, + timeout: Union[Optional[float], _UseClientDefault] = USE_CLIENT_DEFAULT, + headers: Union[grpc.aio.Metadata, Sequence[Tuple[str, str]], None] = None, + ) -> InferResponse: + """ + Run asynchronous inference using the supplied inputs. + :param infer_request: Inference input data as InferRequest or ModelInferRequest object. + :param timeout: (optional) The maximum end-to-end time, in seconds, the request is allowed to take. + The default value is 60 seconds. To disable timeout explicitly set it to 'None'. + This will override the client's timeout. + :param headers: (optional) Additional headers to be transmitted with the request. + :return: Inference output as ModelInferResponse. + :raises RPCError for non-OK-status response. + """ + metadata = headers if headers is not None else tuple() - request = infer_request.to_grpc() + if isinstance(infer_request, InferRequest): + infer_request = infer_request.to_grpc() + else: + raise InvalidInput("Invalid input format") if self._verbose: - logger.info("infer, metadata {}\n{}".format(metadata, request)) + logger.info( + "metadata: {}\n infer_request: {}".format(metadata, infer_request) + ) try: - response = self._client_stub.ModelInfer( - request=request, metadata=metadata, timeout=client_timeout + response = await self._client_stub.ModelInfer( + request=infer_request, + metadata=metadata, + timeout=( + self._timeout if isinstance(timeout, _UseClientDefault) else timeout + ), ) + response = InferResponse.from_grpc(response) if self._verbose: - logger.info(response) + logger.info("infer response: %s", response) return response except grpc.RpcError as rpc_error: + logger.error("Failed to infer: %s", rpc_error, exc_info=True) + raise rpc_error + + async def is_server_ready( + self, + timeout: Union[Optional[float], _UseClientDefault] = USE_CLIENT_DEFAULT, + headers: Union[grpc.aio.Metadata, Sequence[Tuple[str, str]], None] = None, + ) -> bool: + """ + Get readiness of the inference server. + :param timeout: (optional) The maximum end-to-end time, in seconds, the request is allowed to take. + The default value is 60 seconds. To disable timeout explicitly set it to 'None'. + This will override the client's timeout. + :param headers: (optional) Additional headers to be transmitted with the request. + :return: True if server is ready, False if server is not ready. + :raises RPCError for non-OK-status response. + """ + try: + response: ServerReadyResponse = await self._client_stub.ServerReady( + ServerReadyRequest(), + timeout=( + self._timeout if isinstance(timeout, _UseClientDefault) else timeout + ), + metadata=headers, + ) + if self._verbose: + logger.info("Server ready response: %s", response) + return response.ready + except grpc.RpcError as rpc_error: + logger.error("Failed to get server readiness: %s", rpc_error, exc_info=True) + raise rpc_error + + async def is_server_live( + self, + timeout: Union[Optional[float], _UseClientDefault] = USE_CLIENT_DEFAULT, + headers: Union[grpc.aio.Metadata, Sequence[Tuple[str, str]], None] = None, + ) -> bool: + """ + Get liveness of the inference server. + :param timeout: (optional) The maximum end-to-end time, in seconds, the request is allowed to take. + The default value is 60 seconds. To disable timeout explicitly set it to 'None'. + This will override the client's timeout. + :param headers: (optional) Additional headers to be transmitted with the request. + :return: True if server is live, False if server is not live. + :raises RPCError for non-OK-status response. + """ + try: + response: ServerLiveResponse = await self._client_stub.ServerLive( + ServerLiveRequest(), + timeout=( + self._timeout if isinstance(timeout, _UseClientDefault) else timeout + ), + metadata=headers, + ) + if self._verbose: + logger.info("Server live response: %s", response) + return response.live + except grpc.RpcError as rpc_error: + logger.error("Failed to get server liveness: %s", rpc_error, exc_info=True) + raise rpc_error + + async def is_model_ready( + self, + model_name: str, + timeout: Union[Optional[float], _UseClientDefault] = USE_CLIENT_DEFAULT, + headers: Union[grpc.aio.Metadata, Sequence[Tuple[str, str]], None] = None, + ) -> bool: + """ + Get readiness of the specified model. + :param model_name: The name of the model to check for readiness. + :param timeout: (optional) The maximum end-to-end time, in seconds, the request is allowed to take. + The default value is 60 seconds. To disable timeout explicitly set it to 'None'. + This will override the client's timeout. + :param headers: (optional) Additional headers to be transmitted with the request. + :return: True if model is ready, False if model is not ready. + :raises RPCError for non-OK-status response or specified model not found. + """ + try: + response: ModelReadyResponse = await self._client_stub.ModelReady( + ModelReadyRequest(name=model_name), + timeout=( + self._timeout if isinstance(timeout, _UseClientDefault) else timeout + ), + metadata=headers, + ) + if self._verbose: + logger.info("Model %s ready response: %s", model_name, response) + return response.ready + except grpc.RpcError as rpc_error: + logger.error( + "Failed to get readiness of the model with name %s: %s", + model_name, + rpc_error, + exc_info=True, + ) raise rpc_error + + +class RESTConfig: + """ + Configuration for REST inference client. + + :param transport (optional) An asynchronous transport class to use for sending requests over the network. + :param protocol (optional) Inference server protocol as string or PredictorProtocol object. Defaults to V1 protocol. + :param retries (optional) An integer value indicating the number of retries in case of ConnectError or + ConnectTimeout. Defaults to 3. + :param timeout (optional) The maximum end-to-end time, in seconds, the request is allowed to take. By default, + client timeout is 60 seconds. To disable timeout explicitly set it to None. + :param http2 (optional) A boolean indicating if HTTP/2 support should be enabled. Defaults to False. + :param cert (optional) An SSL certificate used by the requested host to authenticate the client. + Either a path to an SSL certificate file, or two-tuple of (certificate file, key file), or + a three-tuple of (certificate file, key file, password). + :param verify (optional) SSL certificates (a.k.a CA bundle) used to verify the identity of requested hosts. + Either True (default CA bundle), a path to an SSL certificate file, a ssl.SSLContext, or False + (which will disable verification). + :param auth (optional) An authentication class to use when sending inference requests. Refer httpx + :param verbose (optional) A boolean to enable verbose logging. Defaults to False. + """ + + def __init__( + self, + transport: httpx.AsyncBaseTransport = None, + protocol: Union[str, PredictorProtocol] = "v1", + retries: int = 3, + http2: bool = False, + timeout: Union[float, None, tuple, httpx.Timeout] = 60, + cert=None, + verify: Union[str, bool, ssl.SSLContext] = True, + auth=None, + verbose: bool = False, + ): + self.transport = transport + self.protocol = ( + protocol.value if isinstance(protocol, PredictorProtocol) else protocol + ) + self.retries = retries + self.http2 = http2 + self.timeout = timeout + self.cert = cert + self.verify = verify + self.retries = retries + self.auth = auth + self.transport = transport + self.verbose = verbose + if self.transport is None: + httpx.AsyncHTTPTransport( + retries=self.retries, + http2=self.http2, + cert=self.cert, + verify=self.verify, + ) + + +class InferenceRESTClient: + """ + Asynchronous REST inference client. This feature is currently in alpha and may be subject to change. + :param config (optional) A RESTConfig object which contains client configurations. + """ + + def __init__(self, config: RESTConfig = None): + self._config = RESTConfig() if config is None else config + self._client = httpx.AsyncClient( + transport=self._config.transport, + http2=self._config.http2, + timeout=self._config.timeout, + auth=self._config.auth, + verify=self._config.verify, + ) + + def _construct_url( + self, base_url: Union[str, httpx.URL], relative_url: str + ) -> httpx.URL: + """ + Merge a relative url argument together with any 'base_url' to create the URL used for the outgoing request. + :param base_url: The base url as str or httpx.URL object to use when constructing request url. + :param relative_url: The relative url to use for merging with base url as string. + :return: a httpx.URL object + :raises InvalidURL if the base url is not valid. + """ + if isinstance(base_url, str): + base_url = httpx.URL(base_url) + if base_url.is_relative_url: + raise httpx.InvalidURL("Base url should not be a relative url") + if not base_url.raw_path.endswith(b"/") and not relative_url.startswith("/"): + relative_url = "/" + relative_url + return base_url.join(base_url.path + relative_url) + + def _consturct_http_status_error( + self, response: httpx.Response + ) -> httpx.HTTPStatusError: + message = ( + "{error_message}, '{0.status_code} {0.reason_phrase}' for url '{0.url}'" + ) + error_message = "" + if ( + "content-type" in response.headers + and response.headers["content-type"] == "application/json" + ): + error_message = response.json() + if "error" in error_message: + error_message = error_message["error"] + message = message.format(response, error_message=error_message) + return httpx.HTTPStatusError( + message, request=response.request, response=response + ) + + async def infer( + self, + base_url: Union[httpx.URL, str], + data: Union[InferRequest, dict], + model_name: Optional[str] = None, + headers: Optional[Mapping[str, str]] = None, + is_graph_endpoint: bool = False, + timeout: Union[float, None, tuple, httpx.Timeout] = httpx.USE_CLIENT_DEFAULT, + ) -> Union[InferResponse, Dict]: + """ + Run asynchronous inference using the supplied data. + :param base_url: Base url of the inference server. E.g. https://example.com:443, https://example.com:443/serving + :param data: Input data as InferRequest object. + :param model_name: (optional) Name of the model as string. If is_graph_endpoint is true this can be omitted. + If is_graph_endpoint is False and model_name is None, this will raise ValueError. + :param headers: (optional) HTTP headers to include when sending request. + :param is_graph_endpoint: (optional) If set to True the base_url will be considered as an inference graph + endpoint and will be used as it is for making the request regardless of the + protocol specified in the RESTConfig. The result will be returned as dict object. + Defaults to False. + :param timeout: (optional) The maximum end-to-end time, in seconds, the request is allowed to take. This will + override the timeout in the RESTConfig. The default value is 60 seconds. + To disable timeout explicitly set it to 'None'. + :return: Inference result as InferResponse object or python dict. + :raises HTTPStatusError for response codes other than 2xx. + :raises UnsupportedProtocol if the specified protocol version is not supported. + """ + if is_graph_endpoint: + url = base_url + elif model_name is None: + raise ValueError("model_name should not be 'None'") + elif is_v1(self._config.protocol): + url = self._construct_url( + base_url, f"{self._config.protocol}/models/{model_name}:predict" + ) + elif is_v2(self._config.protocol): + url = self._construct_url( + base_url, f"{self._config.protocol}/models/{model_name}/infer" + ) + else: + raise UnsupportedProtocol(self._config.protocol) + if self._config.verbose: + logger.info("url: %s", url) + logger.info("request data: %s", data) + if isinstance(data, InferRequest): + data, json_length = data.to_rest() + if json_length: + headers = headers or {} + headers[INFERENCE_CONTENT_LENGTH_HEADER] = str(json_length) + headers["content-type"] = "application/octet-stream" + if isinstance(data, dict): + data = orjson.dumps(data) + response = await self._client.post( + url, content=data, headers=headers, timeout=timeout + ) + if self._config.verbose: + logger.info( + "response code: %s, content: %s", response.status_code, response.text + ) + if not response.is_success: + raise self._consturct_http_status_error(response) + # If inference graph result, return it as dict + if is_graph_endpoint: + output = orjson.loads(response.content) + elif is_v2(self._config.protocol): + json_length = response.headers.get( + INFERENCE_CONTENT_LENGTH_HEADER, len(response.content) + ) + output = InferResponse.from_bytes(response.content, int(json_length)) + # Should be v1 protocol result, return it as dict + else: + output = orjson.loads(response.content) + return output + + async def explain( + self, + base_url: Union[httpx.URL, str], + model_name: str, + data: Dict, + headers: Optional[Mapping[str, str]] = None, + timeout: Union[float, None, tuple, httpx.Timeout] = httpx.USE_CLIENT_DEFAULT, + ) -> Dict: + """ + Run asynchronous explanation using the supplied data. + :param base_url: Base url of the inference server. E.g. https://example.com:443, https://example.com:443/serving + :param model_name: Name of the model as string. + :param data: Input data as python dict. + :param headers: (optional) HTTP headers to include when sending request. + :param timeout: (optional) The maximum end-to-end time, in seconds, the request is allowed to take. This will + override the timeout in the RESTConfig. The default value is 60 seconds. + To disable timeout explicitly set it to 'None'. + :return: Explain result as python dict. + :raises HTTPStatusError for response codes other than 2xx. + :raises UnsupportedProtocol if the specified protocol version is not supported. + """ + if is_v1(self._config.protocol): + url = self._construct_url( + base_url, f"{self._config.protocol}/models/{model_name}:explain" + ) + else: + raise UnsupportedProtocol(self._config.protocol) + if self._config.verbose: + logger.info("url: %s", url) + logger.info("request data: %s", data) + data = orjson.dumps(data) + response = await self._client.post( + url, content=data, headers=headers, timeout=timeout + ) + if self._config.verbose: + logger.info( + "response code: %s, content: %s", response.status_code, response.text + ) + if not response.is_success: + raise self._consturct_http_status_error(response) + return orjson.loads(response.content) + + async def is_server_ready( + self, + base_url: Union[httpx.URL, str], + headers: Optional[Mapping[str, str]] = None, + timeout: Union[float, None, tuple, httpx.Timeout] = httpx.USE_CLIENT_DEFAULT, + ) -> bool: + """ + Get readiness of the inference server. + :param base_url: Base url of the inference server. E.g. https://example.com:443, https://example.com:443/serving + :param headers: (optional) HTTP headers to include when sending request. + :param timeout: (optional) The maximum end-to-end time, in seconds, the request is allowed to take. This will + override the timeout in the RESTConfig. The default value is 60 seconds. + To disable timeout explicitly set it to 'None'. + :return: True if server is ready, False if server is not ready. + :raises HTTPStatusError for response codes other than 2xx. + :raises UnsupportedProtocol if the specified protocol version is not supported. + """ + if is_v2(self._config.protocol): + url = self._construct_url(base_url, f"{self._config.protocol}/health/ready") + else: + raise UnsupportedProtocol(protocol_version=self._config.protocol) + if self._config.verbose: + logger.info("url: %s, protocol_version: %s", url, self._config.protocol) + response = await self._client.get(url, headers=headers, timeout=timeout) + if self._config.verbose: + logger.info( + "response code: %s, content: %s", response.status_code, response.text + ) + if not response.is_success: + raise self._consturct_http_status_error(response) + return response.json().get("ready") + + async def is_server_live( + self, + base_url: Union[str, httpx.URL], + headers: Optional[Mapping[str, str]] = None, + timeout: Union[float, None, tuple, httpx.Timeout] = httpx.USE_CLIENT_DEFAULT, + ) -> bool: + """ + Get liveness of the inference server. + :param base_url: Base url of the inference server. E.g. https://example.com:443, https://example.com:443/serving + :param headers: (optional) HTTP headers to include when sending request. + :param timeout: (optional) The maximum end-to-end time, in seconds, the request is allowed to take. This will + override the timeout in the RESTConfig. The default value is 60 seconds. + To disable timeout explicitly set it to 'None'. + :return: True if server is ready, False if server is not ready. + :raises HTTPStatusError for response codes other than 2xx. + :raises UnsupportedProtocol if the specified protocol version is not supported. + """ + if is_v1(self._config.protocol): + url = self._construct_url(base_url, "") + elif is_v2(self._config.protocol): + url = self._construct_url(base_url, f"{self._config.protocol}/health/live") + else: + raise UnsupportedProtocol(protocol_version=self._config.protocol) + if self._config.verbose: + logger.info("url: %s, protocol_version: %s", url, self._config.protocol) + response = await self._client.get(url, headers=headers, timeout=timeout) + if self._config.verbose: + logger.info( + "response code: %s, content: %s", response.status_code, response.text + ) + if not response.is_success: + raise self._consturct_http_status_error(response) + if is_v1(self._config.protocol): + is_live = response.json().get("status").lower() == "alive" + elif is_v2(self._config.protocol): + is_live = response.json().get("live") + else: + raise UnsupportedProtocol(protocol_version=self._config.protocol) + return is_live + + async def is_model_ready( + self, + base_url: Union[httpx.URL, str], + model_name: str, + headers: Optional[Mapping[str, str]] = None, + timeout: Union[float, None, tuple, httpx.Timeout] = httpx.USE_CLIENT_DEFAULT, + ) -> bool: + """ + Get readiness of the specified model. + :param base_url: Base url of the inference server. E.g. https://example.com:443, https://example.com:443/serving + :param model_name: Name of the model as string. + :param headers: (optional) HTTP headers to include when sending request. + :param timeout: (optional) The maximum end-to-end time, in seconds, the request is allowed to take. This will + override the timeout in the RESTConfig. The default value is 60 seconds. + To disable timeout explicitly set it to 'None'. + :return: True if server is ready, False if server is not ready. + :raises HTTPStatusError for response codes other than 2xx. + :raises UnsupportedProtocol if the specified protocol version is not supported. + """ + if is_v1(self._config.protocol): + url = self._construct_url( + base_url, f"{self._config.protocol}/models/{model_name}" + ) + elif is_v2(self._config.protocol): + url = self._construct_url( + base_url, f"{self._config.protocol}/models/{model_name}/ready" + ) + else: + raise UnsupportedProtocol(protocol_version=self._config.protocol) + if self._config.verbose: + logger.info("url: %s, protocol_version: %s", url, self._config.protocol) + response = await self._client.get(url, headers=headers, timeout=timeout) + if self._config.verbose: + logger.info( + "response code: %s, content: %s", response.status_code, response.text + ) + + # Model Server responds with 503 service unavailable error if model is not ready + if response.status_code == httpx.codes.SERVICE_UNAVAILABLE: + return False + # Raise for other status codes + if not response.is_success: + raise self._consturct_http_status_error(response) + return response.json().get("ready") + + async def close(self): + """ + Close the client, transport and proxies. + """ + await self._client.aclose() + + async def __aenter__(self): + return self + + async def __aexit__(self, exc_type, exc_val, exc_tb): + await self.close() diff --git a/python/kserve/kserve/model.py b/python/kserve/kserve/model.py index c4b96a6081..5b59b69a13 100644 --- a/python/kserve/kserve/model.py +++ b/python/kserve/kserve/model.py @@ -14,18 +14,20 @@ import inspect import time -from abc import ABC +from abc import ABC, abstractmethod from enum import Enum -from typing import Any, AsyncIterator, Dict, List, Optional, Union +from typing import Any, AsyncIterator, Awaitable, Dict, List, Optional, Union -import grpc -import httpx -import orjson from cloudevents.http import CloudEvent -from httpx import HTTPStatusError +from .constants.constants import ( + PredictorProtocol, + PREDICTOR_BASE_URL_FORMAT, + EXPLAINER_BASE_URL_FORMAT, +) from .errors import InvalidInput -from .logging import logger, trace_logger +from .inference_client import RESTConfig, InferenceRESTClient, InferenceGRPCClient +from .logging import trace_logger from .metrics import ( EXPLAIN_HIST_TIME, POST_HIST_TIME, @@ -33,15 +35,9 @@ PREDICT_HIST_TIME, get_labels, ) -from .protocol.grpc import grpc_predict_v2_pb2_grpc -from .protocol.grpc.grpc_predict_v2_pb2 import ModelInferRequest, ModelInferResponse +from .protocol.grpc.grpc_predict_v2_pb2 import ModelInferRequest from .protocol.infer_type import InferRequest, InferResponse -PREDICTOR_URL_FORMAT = "{0}://{1}/v1/models/{2}:predict" -EXPLAINER_URL_FORMAT = "{0}://{1}/v1/models/{2}:explain" -PREDICTOR_V2_URL_FORMAT = "{0}://{1}/v2/models/{2}/infer" -EXPLAINER_V2_URL_FORMAT = "{0}://{1}/v2/models/{2}/explain" - class BaseKServeModel(ABC): """ @@ -60,7 +56,7 @@ def __init__(self, name: str): self.name = name self.ready = False - def healthy(self) -> bool: + async def healthy(self) -> bool: """ Check the health of this model. By default returns `self.ready`. @@ -69,21 +65,63 @@ def healthy(self) -> bool: """ return self.ready + def load(self) -> bool: + """Load handler can be overridden to load the model from storage. + The `self.ready` should be set to True after the model is loaded. The flag is used for model health check. + + Returns: + bool: True if model is ready, False otherwise + """ + self.ready = True + return self.ready + + def start(self): + """Start handler can be overridden to perform model setup""" + self.ready = True + def stop(self): """Stop handler can be overridden to perform model teardown""" - pass + self.ready = False class InferenceVerb(Enum): EXPLAIN = 1 PREDICT = 2 - GENERATE = 3 -class PredictorProtocol(Enum): - REST_V1 = "v1" - REST_V2 = "v2" - GRPC_V2 = "grpc-v2" +InferReturnValueTypes = Union[Dict, InferResponse, List[str]] +InferReturnType = Union[InferReturnValueTypes, Awaitable[InferReturnValueTypes]] + + +class InferenceModel(BaseKServeModel): + """ + Abstract class representing a model that supports standard inference and prediction. + """ + + @abstractmethod + def __call__( + self, + body: Union[Dict, CloudEvent, InferRequest], + headers: Optional[Dict[str, str]] = None, + verb: InferenceVerb = InferenceVerb.PREDICT, + ) -> InferReturnType: + pass + + def get_input_types(self) -> List[Dict]: + # Override this function to return appropriate input format expected by your model. + # Refer https://kserve.github.io/website/0.9/modelserving/inference_api/#model-metadata-response-json-object + + # Eg. + # return [{ "name": "", "datatype": "INT32", "shape": [1,5], }] + return [] + + def get_output_types(self) -> List[Dict]: + # Override this function to return appropriate output format returned by your model. + # Refer https://kserve.github.io/website/0.9/modelserving/inference_api/#model-metadata-response-json-object + + # Eg. + # return [{ "name": "", "datatype": "INT32", "shape": [1,5], }] + return [] def is_v2(protocol: PredictorProtocol) -> bool: @@ -116,7 +154,7 @@ def __init__( self.predictor_request_timeout_seconds = predictor_request_timeout_seconds -class Model(BaseKServeModel): +class Model(InferenceModel): def __init__(self, name: str, predictor_config: Optional[PredictorConfig] = None): """KServe Model Public Interface @@ -154,9 +192,9 @@ def __init__(self, name: str, predictor_config: Optional[PredictorConfig] = None async def __call__( self, body: Union[Dict, CloudEvent, InferRequest], + headers: Optional[Dict[str, str]] = None, verb: InferenceVerb = InferenceVerb.PREDICT, - headers: Dict[str, str] = None, - ) -> Union[Dict, InferResponse, List[str]]: + ) -> InferReturnType: """Method to call predictor or explainer with the given input. Args: @@ -225,26 +263,17 @@ async def __call__( return response @property - def _http_client(self): - if self._http_client_instance is None: - self._http_client_instance = httpx.AsyncClient() + def _http_client(self) -> InferenceRESTClient: + if self._http_client_instance is None and self.predictor_host: + config = RESTConfig(protocol=self.protocol, timeout=self.timeout, retries=3) + self._http_client_instance = InferenceRESTClient(config=config) return self._http_client_instance @property - def _grpc_client(self): - if self._grpc_client_stub is None: - # requires appending the port to the predictor host for gRPC to work - if ":" not in self.predictor_host: - port = 443 if self.use_ssl else 80 - self.predictor_host = f"{self.predictor_host}:{port}" - if self.use_ssl: - _channel = grpc.aio.secure_channel( - self.predictor_host, grpc.ssl_channel_credentials() - ) - else: - _channel = grpc.aio.insecure_channel(self.predictor_host) - self._grpc_client_stub = grpc_predict_v2_pb2_grpc.GRPCInferenceServiceStub( - _channel + def _grpc_client(self) -> InferenceGRPCClient: + if self._grpc_client_stub is None and self.predictor_host: + self._grpc_client_stub = InferenceGRPCClient( + url=self.predictor_host, use_ssl=self.use_ssl, timeout=self.timeout ) return self._grpc_client_stub @@ -276,22 +305,6 @@ def load(self) -> bool: self.ready = True return self.ready - def get_input_types(self) -> List[Dict]: - # Override this function to return appropriate input format expected by your model. - # Refer https://kserve.github.io/website/0.9/modelserving/inference_api/#model-metadata-response-json-object - - # Eg. - # return [{ "name": "", "datatype": "INT32", "shape": [1,5], }] - return [] - - def get_output_types(self) -> List[Dict]: - # Override this function to return appropriate output format returned by your model. - # Refer https://kserve.github.io/website/0.9/modelserving/inference_api/#model-metadata-response-json-object - - # Eg. - # return [{ "name": "", "datatype": "INT32", "shape": [1,5], }] - return [] - async def preprocess( self, payload: Union[Dict, InferRequest], headers: Dict[str, str] = None ) -> Union[Dict, InferRequest]: @@ -326,16 +339,7 @@ async def postprocess( async def _http_predict( self, payload: Union[Dict, InferRequest], headers: Dict[str, str] = None - ) -> Dict: - protocol = "https" if self.use_ssl else "http" - predict_url = PREDICTOR_URL_FORMAT.format( - protocol, self.predictor_host, self.name - ) - if self.protocol == PredictorProtocol.REST_V2.value: - predict_url = PREDICTOR_V2_URL_FORMAT.format( - protocol, self.predictor_host, self.name - ) - + ) -> Union[Dict, InferResponse]: # Adjusting headers. Inject content type if not exist. # Also, removing host, as the header is the one passed to transformer and contains transformer's host predict_headers = {"Content-Type": "application/json"} @@ -344,50 +348,29 @@ async def _http_predict( predict_headers["x-request-id"] = headers["x-request-id"] if "x-b3-traceid" in headers: predict_headers["x-b3-traceid"] = headers["x-b3-traceid"] - if isinstance(payload, InferRequest): - payload = payload.to_rest() - data = orjson.dumps(payload) - - try: - response = await self._http_client.post( - predict_url, timeout=self.timeout, headers=predict_headers, content=data - ) - except Exception as exc: - request_id = predict_headers.get("x-request-id", "N.A.") - logger.error( - f"Could not send a request to predictor at url {predict_url} " - f"for {request_id=} " - f"due to exception {exc}" - ) - raise exc - if not response.is_success: - message = ( - "{error_message}, '{0.status_code} {0.reason_phrase}' for url '{0.url}'" - ) - error_message = "" - if ( - "content-type" in response.headers - and response.headers["content-type"] == "application/json" - ): - error_message = response.json() - if "error" in error_message: - error_message = error_message["error"] - message = message.format(response, error_message=error_message) - raise HTTPStatusError(message, request=response.request, response=response) - return orjson.loads(response.content) + protocol = "https" if self.use_ssl else "http" + predict_base_url = PREDICTOR_BASE_URL_FORMAT.format( + protocol, self.predictor_host + ) + response = await self._http_client.infer( + predict_base_url, + model_name=self.name, + data=payload, + headers=predict_headers, + ) + return response async def _grpc_predict( self, payload: Union[ModelInferRequest, InferRequest], headers: Dict[str, str] = None, - ) -> ModelInferResponse: - if isinstance(payload, InferRequest): - payload = payload.to_grpc() - async_result = await self._grpc_client.ModelInfer( - request=payload, - timeout=self.timeout, - metadata=( + ) -> InferResponse: + if isinstance(payload, ModelInferRequest): + payload = InferRequest.from_grpc(payload) + async_result = await self._grpc_client.infer( + infer_request=payload, + headers=( ("request_type", "grpc_v2"), ("response_type", "grpc_v2"), ("x-request-id", headers.get("x-request-id", "")), @@ -416,16 +399,9 @@ async def predict( if not self.predictor_host: raise NotImplementedError("Could not find predictor_host.") if self.protocol == PredictorProtocol.GRPC_V2.value: - res = await self._grpc_predict(payload, headers) - return InferResponse.from_grpc(res) + return await self._grpc_predict(payload, headers) else: - res = await self._http_predict(payload, headers) - # return an InferResponse if this is REST V2, otherwise just return the dictionary - return ( - InferResponse.from_rest(self.name, res) - if is_v2(PredictorProtocol(self.protocol)) - else res - ) + return await self._http_predict(payload, headers) async def explain(self, payload: Dict, headers: Dict[str, str] = None) -> Dict: """`explain` handler can be overridden to implement the model explanation. @@ -444,14 +420,24 @@ async def explain(self, payload: Dict, headers: Dict[str, str] = None) -> Dict: if self.explainer_host is None: raise NotImplementedError("Could not find explainer_host.") + explain_headers = {"content-type": "application/json"} + if headers is not None: + if "content-type" in headers: + explain_headers["content-type"] = headers["content-type"] + if "x-request-id" in headers: + explain_headers["x-request-id"] = headers["x-request-id"] + if "x-b3-traceid" in headers: + explain_headers["x-b3-traceid"] = headers["x-b3-traceid"] + protocol = "https" if self.use_ssl else "http" # Currently explainer only supports the kserve v1 endpoints - explain_url = EXPLAINER_URL_FORMAT.format( - protocol, self.explainer_host, self.name + explain_base_url = EXPLAINER_BASE_URL_FORMAT.format( + protocol, self.explainer_host ) - response = await self._http_client.post( - url=explain_url, timeout=self.timeout, content=orjson.dumps(payload) + response = await self._http_client.explain( + explain_base_url, + model_name=self.name, + data=payload, + headers=explain_headers, ) - - response.raise_for_status() - return orjson.loads(response.content) + return response diff --git a/python/kserve/kserve/model_repository.py b/python/kserve/kserve/model_repository.py index 3ca410cedd..8969c7fb22 100644 --- a/python/kserve/kserve/model_repository.py +++ b/python/kserve/kserve/model_repository.py @@ -13,9 +13,7 @@ # limitations under the License. import os -from typing import Dict, Optional, Union - -from ray.serve.handle import DeploymentHandle +from typing import Dict, Optional from .model import BaseKServeModel @@ -32,7 +30,7 @@ class ModelRepository: """ def __init__(self, models_dir: str = MODEL_MOUNT_DIRS): - self.models: Dict[str, Union[BaseKServeModel, DeploymentHandle]] = {} + self.models: Dict[str, BaseKServeModel] = {} self.models_dir = models_dir def load_models(self): @@ -44,30 +42,21 @@ def load_models(self): def set_models_dir(self, models_dir): # used for unit tests self.models_dir = models_dir - def get_model( - self, name: str - ) -> Optional[Union[BaseKServeModel, DeploymentHandle]]: + def get_model(self, name: str) -> Optional[BaseKServeModel]: return self.models.get(name, None) - def get_models(self) -> Dict[str, Union[BaseKServeModel, DeploymentHandle]]: + def get_models(self) -> Dict[str, BaseKServeModel]: return self.models - def is_model_ready(self, name: str): + async def is_model_ready(self, name: str): model = self.get_model(name) if not model: return False - if isinstance(model, BaseKServeModel): - return model.healthy() - else: - # For Ray Serve, the models are guaranteed to be ready after deploying the model. - return True + return await model.healthy() def update(self, model: BaseKServeModel): self.models[model.name] = model - def update_handle(self, name: str, model_handle: DeploymentHandle): - self.models[name] = model_handle - def load(self, name: str) -> bool: pass @@ -81,4 +70,4 @@ def unload(self, name: str): model.stop() del self.models[name] else: - raise KeyError(f"model {name} does not exist") + raise KeyError(f"model with name {name} does not exist") diff --git a/python/kserve/kserve/model_server.py b/python/kserve/kserve/model_server.py index 4670c1e6a2..f4134f0f50 100644 --- a/python/kserve/kserve/model_server.py +++ b/python/kserve/kserve/model_server.py @@ -15,18 +15,20 @@ import argparse import asyncio import concurrent.futures -import multiprocessing import signal -import socket import sys -from multiprocessing import Process -from typing import Any, Callable, Dict, List, Optional, Union +from importlib import metadata +from typing import Any, Callable, Dict, List, Optional -from ray import serve as rayserve -from ray.serve.api import Deployment -from ray.serve.handle import DeploymentHandle +from fastapi import FastAPI +from fastapi.responses import ORJSONResponse from . import logging +from .constants.constants import ( + DEFAULT_HTTP_PORT, + DEFAULT_GRPC_PORT, + MAX_GRPC_MESSAGE_LENGTH, +) from .logging import logger from .model import BaseKServeModel from .model_repository import ModelRepository @@ -35,9 +37,7 @@ from .protocol.model_repository_extension import ModelRepositoryExtension from .protocol.rest.server import UvicornServer from .utils import utils - -DEFAULT_HTTP_PORT = 8080 -DEFAULT_GRPC_PORT = 8081 +from kserve.errors import NoModelReady parser = argparse.ArgumentParser( add_help=False, formatter_class=argparse.ArgumentDefaultsHelpFormatter @@ -152,8 +152,28 @@ type=int, help="The timeout seconds for the request sent to the predictor.", ) +parser.add_argument( + "--grpc_max_send_message_length", + default=MAX_GRPC_MESSAGE_LENGTH, + type=int, + help="The max message length for gRPC send message.", +) +parser.add_argument( + "--grpc_max_receive_message_length", + default=MAX_GRPC_MESSAGE_LENGTH, + type=int, + help="The max message length for gRPC receive message.", +) args, _ = parser.parse_known_args() +app = FastAPI( + title="KServe ModelServer", + version=metadata.version("kserve"), + docs_url="/docs" if args.enable_docs_url else None, + redoc_url=None, + default_response_class=ORJSONResponse, +) + class ModelServer: def __init__( @@ -163,7 +183,7 @@ def __init__( workers: int = args.workers, max_threads: int = args.max_threads, max_asyncio_workers: int = args.max_asyncio_workers, - registered_models: ModelRepository = None, + registered_models: Optional[ModelRepository] = None, enable_grpc: bool = args.enable_grpc, enable_docs_url: bool = args.enable_docs_url, enable_latency_logging: bool = args.enable_latency_logging, @@ -177,7 +197,7 @@ def __init__( workers: Number of uvicorn workers. Default: ``1``. max_threads: Max number of gRPC processing threads. Default: ``4`` max_asyncio_workers: Max number of AsyncIO threads. Default: ``None`` - registered_models: Model repository with registered models. + registered_models: A optional Model repository with registered models. enable_grpc: Whether to turn on grpc server. Default: ``True`` enable_docs_url: Whether to turn on ``/docs`` Swagger UI. Default: ``False``. enable_latency_logging: Whether to log latency metric. Default: ``True``. @@ -207,7 +227,10 @@ def __init__( self._rest_server = None if self.enable_grpc: self._grpc_server = GRPCServer( - grpc_port, self.dataplane, self.model_repository_extension + grpc_port, + self.dataplane, + self.model_repository_extension, + kwargs=vars(args), ) if args.configure_logging: # If the logger does not have any handlers, then the logger is not configured. @@ -217,36 +240,57 @@ def __init__( self.access_log_format = access_log_format self._custom_exception_handler = None - def start( - self, models: Union[List[BaseKServeModel], Dict[str, Deployment]] - ) -> None: + async def _serve_rest(self): + logger.info(f"Starting uvicorn with {self.workers} workers") + loop = asyncio.get_event_loop() + if sys.platform not in ["win32", "win64"]: + sig_list = [signal.SIGINT, signal.SIGTERM, signal.SIGQUIT] + else: + sig_list = [signal.SIGINT, signal.SIGTERM] + + for sig in sig_list: + loop.add_signal_handler( + sig, lambda s=sig: asyncio.create_task(self.stop(sig=s)) + ) + if self._custom_exception_handler is None: + loop.set_exception_handler(self.default_exception_handler) + else: + loop.set_exception_handler(self._custom_exception_handler) + self._rest_server = UvicornServer( + app, + self.http_port, + self.dataplane, + self.model_repository_extension, + # By setting log_config to None we tell Uvicorn not to configure logging as it is already + # configured by kserve. + log_config=None, + access_log_format=self.access_log_format, + workers=self.workers, + ) + await self._rest_server.run() + + def start(self, models: List[BaseKServeModel]) -> None: """Start the model server with a set of registered models. Args: models: a list of models to register to the model server. """ if isinstance(models, list): + at_least_one_model_ready = False for model in models: if isinstance(model, BaseKServeModel): - self.register_model(model) - # pass whether to log request latency into the model - model.enable_latency_logging = self.enable_latency_logging + if model.ready: + at_least_one_model_ready = True + self.register_model(model) + # pass whether to log request latency into the model + model.enable_latency_logging = self.enable_latency_logging + model.start() else: raise RuntimeError("Model type should be 'BaseKServeModel'") - elif isinstance(models, dict): - if all([isinstance(v, Deployment) for v in models.values()]): - # TODO: make this port number a variable - rayserve.start( - detached=True, http_options={"host": "0.0.0.0", "port": 9071} - ) - for key in models: - models[key].deploy() - handle = models[key].get_handle() - self.register_model_handle(key, handle) - else: - raise RuntimeError("Model type should be RayServe Deployment") + if not at_least_one_model_ready and models: + raise NoModelReady(models) else: - raise RuntimeError("Unknown model collection types") + raise RuntimeError("Unknown model collection type") if self.max_asyncio_workers is None: # formula as suggest in https://bugs.python.org/issue35279 @@ -256,62 +300,8 @@ def start( concurrent.futures.ThreadPoolExecutor(max_workers=self.max_asyncio_workers) ) - async def serve(): - logger.info(f"Starting uvicorn with {self.workers} workers") - loop = asyncio.get_event_loop() - if sys.platform not in ["win32", "win64"]: - sig_list = [signal.SIGINT, signal.SIGTERM, signal.SIGQUIT] - else: - sig_list = [signal.SIGINT, signal.SIGTERM] - - for sig in sig_list: - loop.add_signal_handler( - sig, lambda s=sig: asyncio.create_task(self.stop(sig=s)) - ) - if self._custom_exception_handler is None: - loop.set_exception_handler(self.default_exception_handler) - else: - loop.set_exception_handler(self._custom_exception_handler) - if self.workers == 1: - self._rest_server = UvicornServer( - self.http_port, - [], - self.dataplane, - self.model_repository_extension, - self.enable_docs_url, - # By setting log_config to None we tell Uvicorn not to configure logging as it is already - # configured by kserve. - log_config=None, - access_log_format=self.access_log_format, - ) - await self._rest_server.run() - else: - # Since py38 MacOS/Windows defaults to use spawn for starting multiprocessing. - # https://docs.python.org/3/library/multiprocessing.html#contexts-and-start-methods - # Spawn does not work with FastAPI/uvicorn in multiprocessing mode, use fork for multiprocessing - # https://github.com/tiangolo/fastapi/issues/1586 - serversocket = socket.socket(socket.AF_INET, socket.SOCK_STREAM) - serversocket.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1) - serversocket.bind(("0.0.0.0", self.http_port)) - serversocket.listen(5) - multiprocessing.set_start_method("fork") - self._rest_server = UvicornServer( - self.http_port, - [serversocket], - self.dataplane, - self.model_repository_extension, - self.enable_docs_url, - # By setting log_config to None we tell Uvicorn not to configure logging as it is already - # configured by kserve. - log_config=None, - access_log_format=self.access_log_format, - ) - for _ in range(self.workers): - p = Process(target=self._rest_server.run_sync) - p.start() - async def servers_task(): - servers = [serve()] + servers = [self._serve_rest()] if self.enable_grpc: servers.append(self._grpc_server.start(self.max_threads)) await asyncio.gather(*servers) @@ -354,24 +344,13 @@ def default_exception_handler( """Default exception handler for event loop. This is called when an exception occurs and no exception handler is set. - By default, this will shut down the server gracefully. - This can be called by a custom exception handler that wants to defer to the default handler behavior. """ - # gracefully shutdown the server - loop.run_until_complete(self.stop()) + if "exception" in context: + logger.error(f"Caught exception: {context.get('exception')}") + logger.error(f"message: { context.get('message')}") loop.default_exception_handler(context) - def register_model_handle(self, name: str, model_handle: DeploymentHandle): - """Register a model handle to the model server. - - Args: - name: The name of the model handle. - model_handle: The model handle object. - """ - self.registered_models.update_handle(name, model_handle) - logger.info("Registering model handle: %s", name) - def register_model(self, model: BaseKServeModel): """Register a model to the model server. diff --git a/python/kserve/kserve/models/v1beta1_ingress_config.py b/python/kserve/kserve/models/v1beta1_ingress_config.py index 2797b75265..29888830ac 100644 --- a/python/kserve/kserve/models/v1beta1_ingress_config.py +++ b/python/kserve/kserve/models/v1beta1_ingress_config.py @@ -54,7 +54,7 @@ class V1beta1IngressConfig(object): 'ingress_class_name': 'str', 'ingress_domain': 'str', 'ingress_gateway': 'str', - 'ingress_service': 'str', + 'knative_local_gateway_service': 'str', 'local_gateway': 'str', 'local_gateway_service': 'str', 'path_template': 'str', @@ -69,14 +69,14 @@ class V1beta1IngressConfig(object): 'ingress_class_name': 'ingressClassName', 'ingress_domain': 'ingressDomain', 'ingress_gateway': 'ingressGateway', - 'ingress_service': 'ingressService', + 'knative_local_gateway_service': 'knativeLocalGatewayService', 'local_gateway': 'localGateway', 'local_gateway_service': 'localGatewayService', 'path_template': 'pathTemplate', 'url_scheme': 'urlScheme' } - def __init__(self, additional_ingress_domains=None, disable_ingress_creation=None, disable_istio_virtual_host=None, domain_template=None, ingress_class_name=None, ingress_domain=None, ingress_gateway=None, ingress_service=None, local_gateway=None, local_gateway_service=None, path_template=None, url_scheme=None, local_vars_configuration=None): # noqa: E501 + def __init__(self, additional_ingress_domains=None, disable_ingress_creation=None, disable_istio_virtual_host=None, domain_template=None, ingress_class_name=None, ingress_domain=None, ingress_gateway=None, knative_local_gateway_service=None, local_gateway=None, local_gateway_service=None, path_template=None, url_scheme=None, local_vars_configuration=None): # noqa: E501 """V1beta1IngressConfig - a model defined in OpenAPI""" # noqa: E501 if local_vars_configuration is None: local_vars_configuration = Configuration() @@ -89,7 +89,7 @@ def __init__(self, additional_ingress_domains=None, disable_ingress_creation=Non self._ingress_class_name = None self._ingress_domain = None self._ingress_gateway = None - self._ingress_service = None + self._knative_local_gateway_service = None self._local_gateway = None self._local_gateway_service = None self._path_template = None @@ -110,8 +110,8 @@ def __init__(self, additional_ingress_domains=None, disable_ingress_creation=Non self.ingress_domain = ingress_domain if ingress_gateway is not None: self.ingress_gateway = ingress_gateway - if ingress_service is not None: - self.ingress_service = ingress_service + if knative_local_gateway_service is not None: + self.knative_local_gateway_service = knative_local_gateway_service if local_gateway is not None: self.local_gateway = local_gateway if local_gateway_service is not None: @@ -269,25 +269,25 @@ def ingress_gateway(self, ingress_gateway): self._ingress_gateway = ingress_gateway @property - def ingress_service(self): - """Gets the ingress_service of this V1beta1IngressConfig. # noqa: E501 + def knative_local_gateway_service(self): + """Gets the knative_local_gateway_service of this V1beta1IngressConfig. # noqa: E501 - :return: The ingress_service of this V1beta1IngressConfig. # noqa: E501 + :return: The knative_local_gateway_service of this V1beta1IngressConfig. # noqa: E501 :rtype: str """ - return self._ingress_service + return self._knative_local_gateway_service - @ingress_service.setter - def ingress_service(self, ingress_service): - """Sets the ingress_service of this V1beta1IngressConfig. + @knative_local_gateway_service.setter + def knative_local_gateway_service(self, knative_local_gateway_service): + """Sets the knative_local_gateway_service of this V1beta1IngressConfig. - :param ingress_service: The ingress_service of this V1beta1IngressConfig. # noqa: E501 + :param knative_local_gateway_service: The knative_local_gateway_service of this V1beta1IngressConfig. # noqa: E501 :type: str """ - self._ingress_service = ingress_service + self._knative_local_gateway_service = knative_local_gateway_service @property def local_gateway(self): diff --git a/python/kserve/kserve/models/v1beta1_logger_spec.py b/python/kserve/kserve/models/v1beta1_logger_spec.py index 0b912e25ac..6fa0fcddd3 100644 --- a/python/kserve/kserve/models/v1beta1_logger_spec.py +++ b/python/kserve/kserve/models/v1beta1_logger_spec.py @@ -47,30 +47,58 @@ class V1beta1LoggerSpec(object): and the value is json key in definition. """ openapi_types = { + 'metadata_headers': 'list[str]', 'mode': 'str', 'url': 'str' } attribute_map = { + 'metadata_headers': 'metadataHeaders', 'mode': 'mode', 'url': 'url' } - def __init__(self, mode=None, url=None, local_vars_configuration=None): # noqa: E501 + def __init__(self, metadata_headers=None, mode=None, url=None, local_vars_configuration=None): # noqa: E501 """V1beta1LoggerSpec - a model defined in OpenAPI""" # noqa: E501 if local_vars_configuration is None: local_vars_configuration = Configuration() self.local_vars_configuration = local_vars_configuration + self._metadata_headers = None self._mode = None self._url = None self.discriminator = None + if metadata_headers is not None: + self.metadata_headers = metadata_headers if mode is not None: self.mode = mode if url is not None: self.url = url + @property + def metadata_headers(self): + """Gets the metadata_headers of this V1beta1LoggerSpec. # noqa: E501 + + Matched metadata HTTP headers for propagating to inference logger cloud events. # noqa: E501 + + :return: The metadata_headers of this V1beta1LoggerSpec. # noqa: E501 + :rtype: list[str] + """ + return self._metadata_headers + + @metadata_headers.setter + def metadata_headers(self, metadata_headers): + """Sets the metadata_headers of this V1beta1LoggerSpec. + + Matched metadata HTTP headers for propagating to inference logger cloud events. # noqa: E501 + + :param metadata_headers: The metadata_headers of this V1beta1LoggerSpec. # noqa: E501 + :type: list[str] + """ + + self._metadata_headers = metadata_headers + @property def mode(self): """Gets the mode of this V1beta1LoggerSpec. # noqa: E501 diff --git a/python/kserve/kserve/protocol/dataplane.py b/python/kserve/kserve/protocol/dataplane.py index 899fdbc93f..3a13f72bc2 100644 --- a/python/kserve/kserve/protocol/dataplane.py +++ b/python/kserve/kserve/protocol/dataplane.py @@ -14,19 +14,21 @@ import time from importlib import metadata -from typing import Dict, Optional, Tuple, Union +from typing import Dict, Optional, Tuple, Union, cast +from inspect import iscoroutinefunction import cloudevents.exceptions as ce import orjson from cloudevents.http import CloudEvent, from_http from cloudevents.sdk.converters.util import has_binary_headers -from ray.serve.handle import DeploymentHandle +from .rest.v2_datamodels import InferenceRequest from ..constants import constants +from ..constants.constants import INFERENCE_CONTENT_LENGTH_HEADER, PredictorProtocol from ..errors import InvalidInput, ModelNotFound from ..logging import logger -from ..model import InferenceVerb, Model +from ..model import InferenceVerb, BaseKServeModel, InferenceModel from ..model_repository import ModelRepository from ..utils.utils import create_response_cloudevent, is_structured_cloudevent from .infer_type import InferRequest, InferResponse @@ -36,16 +38,9 @@ "application/json", "application/cloudevents+json", "application/ld+json", + "application/octet-stream", ] -# RayServeHandle used to be the return type of serve.run. -# RayServeSyncHandle has been the return type of serve.run since Ray 2.5. -# DeploymentHandle will be the new return type (still under feature flag in Ray 2.7). -# ref https://github.com/ray-project/ray/pull/37817 -# On Ray 2.10, it now returns DeploymentHandle: -# https://docs.ray.io/en/latest/serve/api/index.html#deployment-handles -ModelHandleType = Union[Model, DeploymentHandle] - class DataPlane: """KServe DataPlane""" @@ -62,14 +57,14 @@ def __init__(self, model_registry: ModelRepository): def model_registry(self): return self._model_registry - def get_model_from_registry(self, name: str) -> ModelHandleType: + def get_model_from_registry(self, name: str) -> BaseKServeModel: model = self._model_registry.get_model(name) if model is None: raise ModelNotFound(name) return model - def get_model(self, name: str) -> ModelHandleType: + async def get_model(self, name: str) -> BaseKServeModel: """Get the model instance with the given name. Args: @@ -81,7 +76,8 @@ def get_model(self, name: str) -> ModelHandleType: model = self._model_registry.get_model(name) if model is None: raise ModelNotFound(name) - if not self._model_registry.is_model_ready(name): + is_ready = await self._model_registry.is_model_ready(name) + if not is_ready: model.load() return model @@ -182,12 +178,20 @@ async def model_metadata(self, model_name: str) -> Dict: # TODO: model versioning is not supported yet model = self.get_model_from_registry(model_name) - if isinstance(model, DeploymentHandle): - input_types = await model.get_input_types.remote() - output_types = await model.get_output_types.remote() - else: - input_types = model.get_input_types() - output_types = model.get_output_types() + if not isinstance(model, InferenceModel): + raise ValueError( + f"Model of type {type(model).__name__} does not support inference" + ) + input_types = ( + await model.get_input_types() + if iscoroutinefunction(model.get_input_types) + else model.get_input_types() + ) + output_types = ( + await model.get_output_types() + if iscoroutinefunction(model.get_output_types) + else model.get_output_types() + ) return { "name": model_name, @@ -207,7 +211,7 @@ async def ready() -> bool: """ return True - def model_ready(self, model_name: str) -> bool: + async def model_ready(self, model_name: str) -> bool: """Check if a model is ready. Args: @@ -222,13 +226,24 @@ def model_ready(self, model_name: str) -> bool: if self._model_registry.get_model(model_name) is None: raise ModelNotFound(model_name) - return self._model_registry.is_model_ready(model_name) + return await self._model_registry.is_model_ready(model_name) - def decode(self, body, headers) -> Tuple[Union[Dict, InferRequest], Dict]: + def decode( + self, + body, + headers, + protocol_version: str = PredictorProtocol.REST_V1.value, + model_name: str = None, + ) -> Tuple[Union[Dict, InferRequest], Dict]: t1 = time.time() attributes = {} if isinstance(body, InferRequest): return body, attributes + elif isinstance(body, InferenceRequest) or ( + protocol_version.lower() == PredictorProtocol.REST_V2.value + and isinstance(body, bytes) + ): + return self.decode_inference_request(body, headers, model_name), attributes if headers: if has_binary_headers(headers): # returns CloudEvent @@ -238,13 +253,7 @@ def decode(self, body, headers) -> Tuple[Union[Dict, InferRequest], Dict]: and headers["content-type"] not in JSON_HEADERS ): return body, attributes - else: - if type(body) is bytes: - try: - body = orjson.loads(body) - except orjson.JSONDecodeError as e: - raise InvalidInput(f"Unrecognized request format: {e}") - elif type(body) is bytes: + if type(body) is bytes: try: body = orjson.loads(body) except orjson.JSONDecodeError as e: @@ -280,15 +289,35 @@ def decode_cloudevent(self, body) -> Tuple[Union[Dict, InferRequest], Dict]: del attributes["data"] return decoded_body, attributes + def decode_inference_request( + self, body: Union[bytes, InferenceRequest], headers: Dict, model_name: str + ) -> InferRequest: + if isinstance(body, bytes): + json_length = headers.get(INFERENCE_CONTENT_LENGTH_HEADER, None) + if json_length is None: + raise InvalidInput( + f"received byte inputs, but the" + f"'{INFERENCE_CONTENT_LENGTH_HEADER}' header is missing." + ) + return InferRequest.from_bytes(body, int(json_length), model_name) + else: + return InferRequest.from_inference_request(body, model_name) + def encode( - self, model_name, response, headers, req_attributes: Dict + self, + model_name, + response, + headers, + req_attributes: Dict, ) -> Tuple[Dict, Dict[str, str]]: response_headers = {} # if we received a cloudevent, then also return a cloudevent is_cloudevent = False is_binary_cloudevent = False if isinstance(response, InferResponse): - response = response.to_rest() + response, json_size = response.to_rest() + if json_size is not None: + response_headers[INFERENCE_CONTENT_LENGTH_HEADER] = str(json_size) if headers: if has_binary_headers(headers): is_cloudevent = True @@ -333,14 +362,16 @@ async def infer( .. _CloudEvent: https://cloudevents.io/ """ # call model locally or remote model workers - model = self.get_model(model_name) + model = await self.get_model(model_name) if isinstance(model, OpenAIModel): error_msg = f"Model {model_name} is of type OpenAIModel. It does not support the infer method." raise InvalidInput(reason=error_msg) - if isinstance(model, DeploymentHandle): - response = await model.remote(request, headers=headers) - else: - response = await model(request, headers=headers) + if not isinstance(model, InferenceModel): + raise ValueError( + f"Model of type {type(model).__name__} does not support inference" + ) + model = cast(InferenceModel, model) + response = await model(request, headers=headers) return response, headers async def explain( @@ -363,14 +394,15 @@ async def explain( InvalidInput: An error when the body bytes can't be decoded as JSON. """ # call model locally or remote model workers - model = self.get_model(model_name) + model = await self.get_model(model_name) if isinstance(model, OpenAIModel): logger.warning( f"Model {model_name} is of type OpenAIModel. It does not support the explain method." " A request exercised this path and will cause a server crash." ) - if isinstance(model, DeploymentHandle): - response = await model.remote(request, verb=InferenceVerb.EXPLAIN) - else: - response = await model(request, verb=InferenceVerb.EXPLAIN) + if not isinstance(model, InferenceModel): + raise ValueError( + f"Model of type {type(model).__name__} does not support inference" + ) + response = await model(request, verb=InferenceVerb.EXPLAIN, headers=headers) return response, headers diff --git a/python/kserve/kserve/protocol/grpc/grpc_predict_v2_pb2.py b/python/kserve/kserve/protocol/grpc/grpc_predict_v2_pb2.py index 003c2430ed..799d0fd9b0 100644 --- a/python/kserve/kserve/protocol/grpc/grpc_predict_v2_pb2.py +++ b/python/kserve/kserve/protocol/grpc/grpc_predict_v2_pb2.py @@ -1,4 +1,4 @@ -# Copyright 2022 The KServe Authors. +# Copyright 2023 The KServe Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -16,10 +16,9 @@ # Generated by the protocol buffer compiler. DO NOT EDIT! # source: grpc_predict_v2.proto """Generated protocol buffer code.""" +from google.protobuf.internal import builder as _builder from google.protobuf import descriptor as _descriptor from google.protobuf import descriptor_pool as _descriptor_pool -from google.protobuf import message as _message -from google.protobuf import reflection as _reflection from google.protobuf import symbol_database as _symbol_database # @@protoc_insertion_point(imports) @@ -30,234 +29,8 @@ DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x15grpc_predict_v2.proto\x12\tinference\"\x13\n\x11ServerLiveRequest\"\"\n\x12ServerLiveResponse\x12\x0c\n\x04live\x18\x01 \x01(\x08\"\x14\n\x12ServerReadyRequest\"$\n\x13ServerReadyResponse\x12\r\n\x05ready\x18\x01 \x01(\x08\"2\n\x11ModelReadyRequest\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07version\x18\x02 \x01(\t\"#\n\x12ModelReadyResponse\x12\r\n\x05ready\x18\x01 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.inference.ModelMetadataResponse\"\x00\x12K\n\nModelInfer\x12\x1c.inference.ModelInferRequest\x1a\x1d.inference.ModelInferResponse\"\x00\x12\x66\n\x13RepositoryModelLoad\x12%.inference.RepositoryModelLoadRequest\x1a&.inference.RepositoryModelLoadResponse\"\x00\x12l\n\x15RepositoryModelUnload\x12\'.inference.RepositoryModelUnloadRequest\x1a(.inference.RepositoryModelUnloadResponse\"\x00\x62\x06proto3') - - -_SERVERLIVEREQUEST = DESCRIPTOR.message_types_by_name['ServerLiveRequest'] -_SERVERLIVERESPONSE = DESCRIPTOR.message_types_by_name['ServerLiveResponse'] -_SERVERREADYREQUEST = DESCRIPTOR.message_types_by_name['ServerReadyRequest'] -_SERVERREADYRESPONSE = DESCRIPTOR.message_types_by_name['ServerReadyResponse'] -_MODELREADYREQUEST = DESCRIPTOR.message_types_by_name['ModelReadyRequest'] -_MODELREADYRESPONSE = DESCRIPTOR.message_types_by_name['ModelReadyResponse'] -_SERVERMETADATAREQUEST = DESCRIPTOR.message_types_by_name['ServerMetadataRequest'] -_SERVERMETADATARESPONSE = DESCRIPTOR.message_types_by_name['ServerMetadataResponse'] -_MODELMETADATAREQUEST = DESCRIPTOR.message_types_by_name['ModelMetadataRequest'] -_MODELMETADATARESPONSE = DESCRIPTOR.message_types_by_name['ModelMetadataResponse'] -_MODELMETADATARESPONSE_TENSORMETADATA = _MODELMETADATARESPONSE.nested_types_by_name['TensorMetadata'] -_MODELINFERREQUEST = DESCRIPTOR.message_types_by_name['ModelInferRequest'] -_MODELINFERREQUEST_INFERINPUTTENSOR = _MODELINFERREQUEST.nested_types_by_name['InferInputTensor'] -_MODELINFERREQUEST_INFERINPUTTENSOR_PARAMETERSENTRY = _MODELINFERREQUEST_INFERINPUTTENSOR.nested_types_by_name['ParametersEntry'] -_MODELINFERREQUEST_INFERREQUESTEDOUTPUTTENSOR = _MODELINFERREQUEST.nested_types_by_name['InferRequestedOutputTensor'] -_MODELINFERREQUEST_INFERREQUESTEDOUTPUTTENSOR_PARAMETERSENTRY = _MODELINFERREQUEST_INFERREQUESTEDOUTPUTTENSOR.nested_types_by_name['ParametersEntry'] -_MODELINFERREQUEST_PARAMETERSENTRY = _MODELINFERREQUEST.nested_types_by_name['ParametersEntry'] -_MODELINFERRESPONSE = DESCRIPTOR.message_types_by_name['ModelInferResponse'] -_MODELINFERRESPONSE_INFEROUTPUTTENSOR = _MODELINFERRESPONSE.nested_types_by_name['InferOutputTensor'] -_MODELINFERRESPONSE_INFEROUTPUTTENSOR_PARAMETERSENTRY = _MODELINFERRESPONSE_INFEROUTPUTTENSOR.nested_types_by_name['ParametersEntry'] -_MODELINFERRESPONSE_PARAMETERSENTRY = _MODELINFERRESPONSE.nested_types_by_name['ParametersEntry'] -_INFERPARAMETER = DESCRIPTOR.message_types_by_name['InferParameter'] -_INFERTENSORCONTENTS = DESCRIPTOR.message_types_by_name['InferTensorContents'] -_REPOSITORYMODELLOADREQUEST = DESCRIPTOR.message_types_by_name['RepositoryModelLoadRequest'] -_REPOSITORYMODELLOADRESPONSE = DESCRIPTOR.message_types_by_name['RepositoryModelLoadResponse'] -_REPOSITORYMODELUNLOADREQUEST = DESCRIPTOR.message_types_by_name['RepositoryModelUnloadRequest'] -_REPOSITORYMODELUNLOADRESPONSE = DESCRIPTOR.message_types_by_name['RepositoryModelUnloadResponse'] -ServerLiveRequest = _reflection.GeneratedProtocolMessageType('ServerLiveRequest', (_message.Message,), { - 'DESCRIPTOR' : _SERVERLIVEREQUEST, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ServerLiveRequest) - }) -_sym_db.RegisterMessage(ServerLiveRequest) - -ServerLiveResponse = _reflection.GeneratedProtocolMessageType('ServerLiveResponse', (_message.Message,), { - 'DESCRIPTOR' : _SERVERLIVERESPONSE, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ServerLiveResponse) - }) -_sym_db.RegisterMessage(ServerLiveResponse) - -ServerReadyRequest = _reflection.GeneratedProtocolMessageType('ServerReadyRequest', (_message.Message,), { - 'DESCRIPTOR' : _SERVERREADYREQUEST, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ServerReadyRequest) - }) -_sym_db.RegisterMessage(ServerReadyRequest) - -ServerReadyResponse = _reflection.GeneratedProtocolMessageType('ServerReadyResponse', (_message.Message,), { - 'DESCRIPTOR' : _SERVERREADYRESPONSE, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ServerReadyResponse) - }) -_sym_db.RegisterMessage(ServerReadyResponse) - -ModelReadyRequest = _reflection.GeneratedProtocolMessageType('ModelReadyRequest', (_message.Message,), { - 'DESCRIPTOR' : _MODELREADYREQUEST, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelReadyRequest) - }) -_sym_db.RegisterMessage(ModelReadyRequest) - -ModelReadyResponse = _reflection.GeneratedProtocolMessageType('ModelReadyResponse', (_message.Message,), { - 'DESCRIPTOR' : _MODELREADYRESPONSE, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelReadyResponse) - }) -_sym_db.RegisterMessage(ModelReadyResponse) - -ServerMetadataRequest = _reflection.GeneratedProtocolMessageType('ServerMetadataRequest', (_message.Message,), { - 'DESCRIPTOR' : _SERVERMETADATAREQUEST, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ServerMetadataRequest) - }) -_sym_db.RegisterMessage(ServerMetadataRequest) - -ServerMetadataResponse = _reflection.GeneratedProtocolMessageType('ServerMetadataResponse', (_message.Message,), { - 'DESCRIPTOR' : _SERVERMETADATARESPONSE, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ServerMetadataResponse) - }) -_sym_db.RegisterMessage(ServerMetadataResponse) - -ModelMetadataRequest = _reflection.GeneratedProtocolMessageType('ModelMetadataRequest', (_message.Message,), { - 'DESCRIPTOR' : _MODELMETADATAREQUEST, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelMetadataRequest) - }) -_sym_db.RegisterMessage(ModelMetadataRequest) - -ModelMetadataResponse = _reflection.GeneratedProtocolMessageType('ModelMetadataResponse', (_message.Message,), { - - 'TensorMetadata' : _reflection.GeneratedProtocolMessageType('TensorMetadata', (_message.Message,), { - 'DESCRIPTOR' : _MODELMETADATARESPONSE_TENSORMETADATA, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelMetadataResponse.TensorMetadata) - }) - , - 'DESCRIPTOR' : _MODELMETADATARESPONSE, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelMetadataResponse) - }) -_sym_db.RegisterMessage(ModelMetadataResponse) -_sym_db.RegisterMessage(ModelMetadataResponse.TensorMetadata) - -ModelInferRequest = _reflection.GeneratedProtocolMessageType('ModelInferRequest', (_message.Message,), { - - 'InferInputTensor' : _reflection.GeneratedProtocolMessageType('InferInputTensor', (_message.Message,), { - - 'ParametersEntry' : _reflection.GeneratedProtocolMessageType('ParametersEntry', (_message.Message,), { - 'DESCRIPTOR' : _MODELINFERREQUEST_INFERINPUTTENSOR_PARAMETERSENTRY, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelInferRequest.InferInputTensor.ParametersEntry) - }) - , - 'DESCRIPTOR' : _MODELINFERREQUEST_INFERINPUTTENSOR, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelInferRequest.InferInputTensor) - }) - , - - 'InferRequestedOutputTensor' : _reflection.GeneratedProtocolMessageType('InferRequestedOutputTensor', (_message.Message,), { - - 'ParametersEntry' : _reflection.GeneratedProtocolMessageType('ParametersEntry', (_message.Message,), { - 'DESCRIPTOR' : _MODELINFERREQUEST_INFERREQUESTEDOUTPUTTENSOR_PARAMETERSENTRY, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelInferRequest.InferRequestedOutputTensor.ParametersEntry) - }) - , - 'DESCRIPTOR' : _MODELINFERREQUEST_INFERREQUESTEDOUTPUTTENSOR, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelInferRequest.InferRequestedOutputTensor) - }) - , - - 'ParametersEntry' : _reflection.GeneratedProtocolMessageType('ParametersEntry', (_message.Message,), { - 'DESCRIPTOR' : _MODELINFERREQUEST_PARAMETERSENTRY, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelInferRequest.ParametersEntry) - }) - , - 'DESCRIPTOR' : _MODELINFERREQUEST, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelInferRequest) - }) -_sym_db.RegisterMessage(ModelInferRequest) -_sym_db.RegisterMessage(ModelInferRequest.InferInputTensor) -_sym_db.RegisterMessage(ModelInferRequest.InferInputTensor.ParametersEntry) -_sym_db.RegisterMessage(ModelInferRequest.InferRequestedOutputTensor) -_sym_db.RegisterMessage(ModelInferRequest.InferRequestedOutputTensor.ParametersEntry) -_sym_db.RegisterMessage(ModelInferRequest.ParametersEntry) - -ModelInferResponse = _reflection.GeneratedProtocolMessageType('ModelInferResponse', (_message.Message,), { - - 'InferOutputTensor' : _reflection.GeneratedProtocolMessageType('InferOutputTensor', (_message.Message,), { - - 'ParametersEntry' : _reflection.GeneratedProtocolMessageType('ParametersEntry', (_message.Message,), { - 'DESCRIPTOR' : _MODELINFERRESPONSE_INFEROUTPUTTENSOR_PARAMETERSENTRY, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelInferResponse.InferOutputTensor.ParametersEntry) - }) - , - 'DESCRIPTOR' : _MODELINFERRESPONSE_INFEROUTPUTTENSOR, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelInferResponse.InferOutputTensor) - }) - , - - 'ParametersEntry' : _reflection.GeneratedProtocolMessageType('ParametersEntry', (_message.Message,), { - 'DESCRIPTOR' : _MODELINFERRESPONSE_PARAMETERSENTRY, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelInferResponse.ParametersEntry) - }) - , - 'DESCRIPTOR' : _MODELINFERRESPONSE, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.ModelInferResponse) - }) -_sym_db.RegisterMessage(ModelInferResponse) -_sym_db.RegisterMessage(ModelInferResponse.InferOutputTensor) -_sym_db.RegisterMessage(ModelInferResponse.InferOutputTensor.ParametersEntry) -_sym_db.RegisterMessage(ModelInferResponse.ParametersEntry) - -InferParameter = _reflection.GeneratedProtocolMessageType('InferParameter', (_message.Message,), { - 'DESCRIPTOR' : _INFERPARAMETER, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.InferParameter) - }) -_sym_db.RegisterMessage(InferParameter) - -InferTensorContents = _reflection.GeneratedProtocolMessageType('InferTensorContents', (_message.Message,), { - 'DESCRIPTOR' : _INFERTENSORCONTENTS, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.InferTensorContents) - }) -_sym_db.RegisterMessage(InferTensorContents) - -RepositoryModelLoadRequest = _reflection.GeneratedProtocolMessageType('RepositoryModelLoadRequest', (_message.Message,), { - 'DESCRIPTOR' : _REPOSITORYMODELLOADREQUEST, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.RepositoryModelLoadRequest) - }) -_sym_db.RegisterMessage(RepositoryModelLoadRequest) - -RepositoryModelLoadResponse = _reflection.GeneratedProtocolMessageType('RepositoryModelLoadResponse', (_message.Message,), { - 'DESCRIPTOR' : _REPOSITORYMODELLOADRESPONSE, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.RepositoryModelLoadResponse) - }) -_sym_db.RegisterMessage(RepositoryModelLoadResponse) - -RepositoryModelUnloadRequest = _reflection.GeneratedProtocolMessageType('RepositoryModelUnloadRequest', (_message.Message,), { - 'DESCRIPTOR' : _REPOSITORYMODELUNLOADREQUEST, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.RepositoryModelUnloadRequest) - }) -_sym_db.RegisterMessage(RepositoryModelUnloadRequest) - -RepositoryModelUnloadResponse = _reflection.GeneratedProtocolMessageType('RepositoryModelUnloadResponse', (_message.Message,), { - 'DESCRIPTOR' : _REPOSITORYMODELUNLOADRESPONSE, - '__module__' : 'grpc_predict_v2_pb2' - # @@protoc_insertion_point(class_scope:inference.RepositoryModelUnloadResponse) - }) -_sym_db.RegisterMessage(RepositoryModelUnloadResponse) - -_GRPCINFERENCESERVICE = DESCRIPTOR.services_by_name['GRPCInferenceService'] +_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, globals()) +_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'grpc_predict_v2_pb2', globals()) if _descriptor._USE_C_DESCRIPTORS == False: DESCRIPTOR._options = None diff --git a/python/kserve/kserve/protocol/grpc/grpc_predict_v2_pb2_grpc.py b/python/kserve/kserve/protocol/grpc/grpc_predict_v2_pb2_grpc.py index 54d73d3009..60cc465653 100644 --- a/python/kserve/kserve/protocol/grpc/grpc_predict_v2_pb2_grpc.py +++ b/python/kserve/kserve/protocol/grpc/grpc_predict_v2_pb2_grpc.py @@ -1,4 +1,4 @@ -# Copyright 2022 The KServe Authors. +# Copyright 2023 The KServe Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -16,7 +16,7 @@ """Client and server classes corresponding to protobuf-defined services.""" import grpc -import kserve.protocol.grpc.grpc_predict_v2_pb2 as grpc__predict__v2__pb2 +from kserve.protocol.grpc import grpc_predict_v2_pb2 as grpc__predict__v2__pb2 class GRPCInferenceServiceStub(object): diff --git a/python/kserve/kserve/protocol/grpc/server.py b/python/kserve/kserve/protocol/grpc/server.py index 6926ab1456..19868feda0 100644 --- a/python/kserve/kserve/protocol/grpc/server.py +++ b/python/kserve/kserve/protocol/grpc/server.py @@ -26,8 +26,6 @@ from .interceptors import LoggingInterceptor from .servicer import InferenceServicer -MAX_GRPC_MESSAGE_LENGTH = 8388608 - class GRPCServer: def __init__( @@ -35,11 +33,13 @@ def __init__( port: int, data_plane: DataPlane, model_repository_extension: ModelRepositoryExtension, + kwargs: dict, ): self._port = port self._data_plane = data_plane self._model_repository_extension = model_repository_extension self._server = None + self._kwargs = kwargs async def start(self, max_workers): inference_servicer = InferenceServicer( @@ -49,9 +49,14 @@ async def start(self, max_workers): futures.ThreadPoolExecutor(max_workers=max_workers), interceptors=(LoggingInterceptor(),), options=[ - ("grpc.max_message_length", MAX_GRPC_MESSAGE_LENGTH), - ("grpc.max_send_message_length", MAX_GRPC_MESSAGE_LENGTH), - ("grpc.max_receive_message_length", MAX_GRPC_MESSAGE_LENGTH), + ( + "grpc.max_send_message_length", + self._kwargs.get("grpc_max_send_message_length"), + ), + ( + "grpc.max_receive_message_length", + self._kwargs.get("grpc_max_receive_message_length"), + ), ], ) grpc_predict_v2_pb2_grpc.add_GRPCInferenceServiceServicer_to_server( @@ -65,9 +70,10 @@ async def start(self, max_workers): await self._server.wait_for_termination() async def stop(self, sig: int = None): - logger.info("Waiting for gRPC server shutdown") - await self._server.stop(grace=10) - logger.info("gRPC server shutdown complete") + if self._server: + logger.info("Waiting for gRPC server shutdown") + await self._server.stop(grace=10) + logger.info("gRPC server shutdown complete") class GRPCProcess(multiprocessing.Process): diff --git a/python/kserve/kserve/protocol/grpc/servicer.py b/python/kserve/kserve/protocol/grpc/servicer.py index c2455803f2..c5b0b17994 100644 --- a/python/kserve/kserve/protocol/grpc/servicer.py +++ b/python/kserve/kserve/protocol/grpc/servicer.py @@ -75,7 +75,7 @@ async def ServerReady( async def ModelReady( self, request: pb.ModelReadyRequest, context ) -> pb.ModelReadyResponse: - is_ready = self._data_plane.model_ready(model_name=request.name) + is_ready = await self._data_plane.model_ready(model_name=request.name) return pb.ModelReadyResponse(ready=is_ready) async def ModelMetadata( diff --git a/python/kserve/kserve/protocol/infer_type.py b/python/kserve/kserve/protocol/infer_type.py index 4fa79216a9..129302c0f1 100644 --- a/python/kserve/kserve/protocol/infer_type.py +++ b/python/kserve/kserve/protocol/infer_type.py @@ -13,14 +13,15 @@ # limitations under the License. import struct -from typing import Optional, List, Dict, Union +from typing import Optional, List, Dict, Union, Tuple import numpy as np +import orjson import pandas as pd import uuid - from google.protobuf.internal.containers import MessageMap +from .rest.v2_datamodels import InferenceRequest from ..constants.constants import GRPC_CONTENT_DATATYPE_MAPPINGS from ..errors import InvalidInput, InferenceError from ..protocol.grpc.grpc_predict_v2_pb2 import ( @@ -169,6 +170,15 @@ def data(self) -> Union[List, np.ndarray, InferTensorContents]: """ return self._data + @data.setter + def data(self, data: List): + """Set the data of the inference input associated with this object. + + Args: + data: data of the inference input. + """ + self._data = data + @property def shape(self) -> List[int]: """Get the shape of inference input associated with this object. @@ -187,7 +197,19 @@ def parameters(self) -> Union[Dict, MessageMap[str, InferParameter], None]: """ return self._parameters - def set_shape(self, shape: List[int]): + @parameters.setter + def parameters( + self, params: Optional[Union[Dict, MessageMap[str, InferParameter]]] + ): + """Set the parameters of the inference input associated with this object. + + Args: + params: parameters of the inference input + """ + self._parameters = params + + @shape.setter + def shape(self, shape: List[int]): """Set the shape of inference input. Args: @@ -196,6 +218,15 @@ def set_shape(self, shape: List[int]): self._shape = shape def as_string(self) -> List[List[str]]: + """ + Decodes the inference input data as a list of strings. + + Returns: + List[List[str]]: The decoded data as a list of strings. + + Raises: + InvalidInput: If the datatype of the inference input is not 'BYTES'. + """ if self.datatype == "BYTES": return [s.decode("utf-8") for li in self._data for s in li] else: @@ -206,6 +237,8 @@ def as_numpy(self) -> np.ndarray: Returns: A numpy array of the inference input data + Raises: + InvalidInput: If the datatype of the inference input is not recognized. """ dtype = to_np_dtype(self.datatype) if dtype is None: @@ -317,8 +350,35 @@ def __eq__(self, other): return False if self.data != other.data: return False + if self._raw_data != other._raw_data: + return False return True + @parameters.setter + def parameters(self, value): + self._parameters = value + + def to_dict(self) -> dict: + return { + "name": self.name, + "shape": self.shape, + "datatype": self.datatype, + "data": self.data, + "parameters": self.parameters, + } + + def __repr__(self) -> str: + return ( + f'"name": "{self.name}",' + f'"shape": {self.shape},' + f'"datatype": "{self.datatype}",' + f'"data": {self.data},' + f'"parameters": {self.parameters}' + ) + + def __str__(self) -> str: + return self.__repr__() + def get_content(datatype: str, data: InferTensorContents): if datatype == "BOOL": @@ -344,6 +404,79 @@ def get_content(datatype: str, data: InferTensorContents): raise InvalidInput("invalid content type") +class RequestedOutput: + def __init__(self, name: str, parameters: Optional[Dict] = None): + """ + The RequestedOutput class represents an output that is requested as part of an inference request. + + Args: + name (str): The name of the output. + parameters (Optional[Dict]): Additional parameters for the output. + """ + self._name = name + self._parameters = parameters + + @property + def name(self) -> str: + """ + Get the name of the output. + + Returns: + str: The name of the output. + """ + return self._name + + @property + def parameters(self) -> Optional[Dict]: + """ + Get the additional parameters for the output. + + Returns: + Optional[Dict]: The additional parameters for the output. + """ + return self._parameters + + @parameters.setter + def parameters( + self, params: Optional[Union[Dict, MessageMap[str, InferParameter]]] + ): + """Set the parameters of the inference input associated with this object. + + Args: + params: parameters of the inference input + """ + self._parameters = params + + @property + def binary_data(self) -> Optional[bool]: + """Get the binary_data attribute from the parameters. + This attribute indicates whether the data for the input should be in binary format. + + Returns: + bool or None: True if the data should be in binary format, False otherwise. + If the binary_data attribute is not set, returns None. + """ + if self.parameters and "binary_data" in self.parameters: + return self.parameters["binary_data"] + else: + return None + + def __eq__(self, other): + if not isinstance(other, RequestedOutput): + return False + if self.name != other.name: + return False + if self.parameters != other.parameters: + return False + return True + + def __repr__(self): + return f"RequestedOutput(name={self.name}, parameters={self.parameters})" + + def __str__(self): + return self.__repr__() + + class InferRequest: id: Optional[str] model_name: str @@ -359,6 +492,7 @@ def __init__( raw_inputs=None, from_grpc: Optional[bool] = False, parameters: Optional[Union[Dict, MessageMap[str, InferParameter]]] = None, + request_outputs: Optional[List[RequestedOutput]] = None, ): """InferRequest Data Model. @@ -369,6 +503,7 @@ def __init__( raw_inputs: The binary data for the inference inputs. from_grpc: Indicate if the data model is constructed from gRPC request. parameters: The additional inference parameters. + request_outputs: The output tensors requested for this inference. """ self.id = request_id @@ -381,28 +516,64 @@ def __init__( self._use_raw_outputs = True for i, raw_input in enumerate(raw_inputs): self.inputs[i]._raw_data = raw_input + self.request_outputs = request_outputs @property def use_binary_outputs(self) -> bool: - """Whether to use binary raw outputs + """This attribute is used to determine if all the outputs should be returned as raw binary format. + For REST, + Get the binary_data_output attribute from the parameters. This will be ovverided by the individual output's 'binary_data' parameter. + For GRPC, + It is True, if the received inputs are raw_inputs, otherwise False. For GRPC, if the inputs are raw_inputs, + then the outputs should be returned as raw_outputs. + Returns: a boolean indicating whether to use binary raw outputs """ - return self._use_raw_outputs + # If the request is from gRPC and we receive the inputs as raw inputs, then the outputs should be returned as raw binary format. + if self._use_raw_outputs and self.from_grpc: + return True + # If the request is from REST and the 'use_binary_outputs' parameter is set to True, then the outputs should be returned as raw binary format. + elif self.parameters and not self.from_grpc: + # If it is a grpc request, then this configuration has no effect on the output. + return self.parameters.get("binary_data_output", False) + else: + return False @classmethod - def from_grpc(cls, request: ModelInferRequest): - """The class method to construct the InferRequest from a ModelInferRequest""" + def from_grpc(cls, request: ModelInferRequest) -> "InferRequest": + """ + Class method to construct an InferRequest object from a ModelInferRequest object. + + Args: + request (ModelInferRequest): The gRPC ModelInferRequest object to be converted. + + Returns: + InferRequest: The resulting InferRequest object. + """ infer_inputs = [ InferInput( name=input_tensor.name, shape=list(input_tensor.shape), datatype=input_tensor.datatype, data=get_content(input_tensor.datatype, input_tensor.contents), - parameters=input_tensor.parameters, + parameters=( + to_http_parameters(input_tensor.parameters) + if input_tensor.parameters + else None + ), ) for input_tensor in request.inputs ] + request_outputs = [ + RequestedOutput( + name=output.name, + parameters=( + to_http_parameters(output.parameters) if output.parameters else None + ), + ) + for output in request.outputs + ] return cls( request_id=request.id, model_name=request.model_name, @@ -410,47 +581,213 @@ def from_grpc(cls, request: ModelInferRequest): raw_inputs=request.raw_input_contents, from_grpc=True, parameters=request.parameters, + request_outputs=request_outputs if request_outputs else None, + ) + + @classmethod + def from_bytes( + cls, req_bytes: bytes, json_length: int, model_name: str + ) -> "InferRequest": + """The class method to construct the InferRequest object from REST raw request bytes. + + Args: + req_bytes (bytes): The raw InferRequest in bytes. + json_length (int): The length of the json bytes. + model_name (str): The name of the model. + + Returns: + InferRequest: The resulting InferRequest object. + + Raises: + InvalidInput: If the request format is unrecognized or if necessary fields are missing. + """ + json_bytes = req_bytes[:json_length] + try: + infer_req_dict = orjson.loads(json_bytes) + except orjson.JSONDecodeError as e: + raise InvalidInput(f"Unrecognized request format: {e}") + infer_inputs = [] + # Read the raw binary inputs appended after json + start_index = json_length + for input_ in infer_req_dict["inputs"]: + parameters = input_.get("parameters", None) + infer_input = InferInput( + name=input_["name"], + shape=input_["shape"], + datatype=input_["datatype"], + parameters=parameters, + ) + infer_input_data = input_.get("data", None) + if infer_input_data is not None: + if infer_input.datatype == "FP16": + raise InvalidInput( + f"Receiving FP16 data via JSON is not supported. Please use the binary data format " + f"for input {infer_input.name}" + ) + infer_input.data = infer_input_data + elif parameters and "binary_data_size" in parameters: + binary_data_size = parameters.get("binary_data_size", None) + if binary_data_size is None: + raise InvalidInput( + f"'binary_data_size' is not specified for input '{infer_input.name}' for model '{model_name}'" + ) + end_index = start_index + binary_data_size + infer_input._raw_data = req_bytes[start_index:end_index] + infer_input.set_data_from_numpy( + infer_input.as_numpy(), binary_data=False + ) + start_index = end_index + else: + raise InvalidInput( + f"'data' field is missing for input '{infer_input.name}' for model '{model_name}'" + ) + infer_inputs.append(infer_input) + requested_outputs = None + if infer_req_dict.get("outputs", None) is not None: + requested_outputs = [ + RequestedOutput( + name=output["name"], + parameters=output.get("parameters", None), + ) + for output in infer_req_dict["outputs"] + ] + return cls( + model_name=model_name, + request_id=infer_req_dict.get("id", None), + parameters=infer_req_dict.get("parameters", None), + infer_inputs=infer_inputs, + request_outputs=requested_outputs, + ) + + @classmethod + def from_inference_request( + cls, request: InferenceRequest, model_name: str + ) -> "InferRequest": + """The class method to construct the InferRequest object from InferenceRequest object. + + Args: + request (InferenceRequest): The InferenceRequest object. + model_name (str): The name of the model. + Returns: + InferRequest: The resulting InferRequest object. + Raises: + InvalidInput: If the request format is unrecognized. + """ + infer_inputs = [] + for infer_input in request.inputs: + if infer_input.datatype == "FP16" and len(infer_input.data) != 0: + raise InvalidInput( + f"Sending FP16 data via JSON is not supported. " + f"Please use the binary data format for input {infer_input.name}" + ) + infer_inputs.append( + InferInput( + name=infer_input.name, + shape=infer_input.shape, + datatype=infer_input.datatype, + data=infer_input.data, + parameters=( + {} if infer_input.parameters is None else infer_input.parameters + ), + ) + ) + + requested_outputs = None + if request.outputs: + requested_outputs = [ + RequestedOutput( + name=output.name, + parameters=({} if output.parameters is None else output.parameters), + ) + for output in request.outputs + ] + return cls( + request_id=request.id, + model_name=model_name, + infer_inputs=infer_inputs, + parameters=request.parameters, + request_outputs=requested_outputs, ) - def to_rest(self) -> Dict: - """Converts the InferRequest object to v2 REST InferRequest Dict. + def to_rest(self) -> Tuple[Union[bytes, Dict], Optional[int]]: + """ + Converts the InferRequest object to v2 REST InferRequest Dict or bytes. + This method is used to convert the InferRequest object into a format that can be sent over a REST API. Returns: - The InferRequest Dict converted from InferRequest object. + Tuple[Union[bytes, Dict], Optional[int]]: A tuple containing the InferRequest in bytes or Dict and the length of the JSON part of the request. + If it is dict, then the json length will be None. + + Raises: + InvalidInput: If the data is missing for an input or if both 'data' and 'raw_data' fields are set for an input. """ infer_inputs = [] + raw_inputs = [] for infer_input in self.inputs: - datatype = infer_input.datatype - if isinstance(infer_input.datatype, np.dtype): - datatype = from_np_dtype(infer_input.datatype) + if infer_input.data is None and infer_input._raw_data is None: + raise InvalidInput( + f"'data' field is missing for output '{infer_input.name}' for model '{self.model_name}'" + ) + if isinstance(infer_input.data, np.ndarray): + infer_input.set_data_from_numpy(infer_input.data, binary_data=False) + if infer_input.data and infer_input._raw_data: + raise InvalidInput( + f"Both 'data' and 'raw_data' fields are set for input '{infer_input.name}' for model '{self.model_name}'" + ) + + if infer_input.datatype == "FP16" and infer_input.data: + raise InvalidInput( + f"Sending FP16 data via JSON is not supported. Please use the binary data format for input {infer_input.name}" + ) + infer_input_dict = { "name": infer_input.name, "shape": infer_input.shape, - "datatype": datatype, + "datatype": infer_input.datatype, } if infer_input.parameters: infer_input_dict["parameters"] = to_http_parameters( infer_input.parameters ) - if isinstance(infer_input.data, np.ndarray): - infer_input.set_data_from_numpy(infer_input.data, binary_data=False) - infer_input_dict["data"] = infer_input.data + if infer_input._raw_data: + raw_inputs.append(infer_input._raw_data) else: infer_input_dict["data"] = infer_input.data infer_inputs.append(infer_input_dict) - infer_request = { + requested_outputs = [] + if self.request_outputs: + for requested_output in self.request_outputs: + requested_output_dict = { + "name": requested_output.name, + } + if requested_output.parameters: + requested_output_dict["parameters"] = to_http_parameters( + requested_output.parameters + ) + requested_outputs.append(requested_output_dict) + res = { "id": self.id if self.id else str(uuid.uuid4()), + "model_name": self.model_name, "inputs": infer_inputs, } + if requested_outputs: + res["outputs"] = requested_outputs if self.parameters: - infer_request["parameters"] = to_http_parameters(self.parameters) - return infer_request + res["parameters"] = to_http_parameters(self.parameters) + + if len(raw_inputs) != 0: + infer_response_bytes = orjson.dumps(res) + json_length = len(infer_response_bytes) + infer_response_bytes = b"".join([infer_response_bytes] + raw_inputs) + return infer_response_bytes, json_length + + return res, None def to_grpc(self) -> ModelInferRequest: """Converts the InferRequest object to gRPC ModelInferRequest type. Returns: - The ModelInferResponse gRPC type converted from InferRequest object. + ModelInferRequest gRPC type converted from InferRequest object. """ infer_inputs = [] raw_input_contents = [] @@ -484,6 +821,15 @@ def to_grpc(self) -> ModelInferRequest: else: raise InvalidInput("invalid input datatype") infer_inputs.append(infer_input_dict) + request_outputs = [] + if self.request_outputs: + for request_output in self.request_outputs: + request_output_dict = {"name": request_output.name} + if request_output.parameters: + request_output_dict["parameters"] = to_grpc_parameters( + request_output.parameters + ) + request_outputs.append(request_output_dict) return ModelInferRequest( id=self.id, @@ -491,6 +837,7 @@ def to_grpc(self) -> ModelInferRequest: inputs=infer_inputs, raw_input_contents=raw_input_contents, parameters=to_grpc_parameters(self.parameters) if self.parameters else None, + outputs=request_outputs if request_outputs else None, ) def as_dataframe(self) -> pd.DataFrame: @@ -538,8 +885,31 @@ def __eq__(self, other): return False if self.inputs != other.inputs: return False + if self.request_outputs != other.request_outputs: + return False return True + def to_dict(self) -> dict: + return { + "id": self.id, + "model_name": self.model_name, + "inputs": [infer_input.to_dict() for infer_input in self.inputs], + "parameters": self.parameters, + "from_grpc": self.from_grpc, + } + + def __repr__(self) -> str: + return ( + f'"id": "{self.id}",' + f'"model_name": "{self.model_name}",' + f'"inputs": {self.inputs.__repr__()},' + f'"parameters": {self.parameters},' + f'"from_grpc": {self.from_grpc}' + ) + + def __str__(self) -> str: + return self.__repr__() + class InferOutput: def __init__( @@ -613,6 +983,15 @@ def shape(self) -> List[int]: """ return self._shape + @shape.setter + def shape(self, shape: List[int]): + """Set the shape of inference output. + + Args: + shape: The shape of the associated inference output. + """ + self._shape = shape + @property def parameters(self) -> Union[Dict, MessageMap[str, InferParameter], None]: """Get the parameters of inference output associated with this object. @@ -624,15 +1003,11 @@ def parameters(self) -> Union[Dict, MessageMap[str, InferParameter], None]: @parameters.setter def parameters(self, params: Union[Dict, MessageMap[str, InferParameter]]): - self._parameters = params - - def set_shape(self, shape: List[int]): - """Set the shape of inference output. + """Set the parameters of inference output associated with this object. - Args: - shape: The shape of the associated inference output. + :param params: The parameters of inference output """ - self._shape = shape + self._parameters = params def as_numpy(self) -> np.ndarray: """Decode the tensor output data as numpy array. @@ -750,8 +1125,31 @@ def __eq__(self, other): return False if self.data != other.data: return False + if self._raw_data != other._raw_data: + return False return True + def to_dict(self) -> dict: + return { + "name": self.name, + "shape": self.shape, + "datatype": self.datatype, + "data": self.data, + "parameters": self.parameters, + } + + def __repr__(self) -> str: + return ( + f'"name": "{self.name}",' + f'"shape": {self.shape},' + f'"datatype": "{self.datatype}",' + f'"data": {self.data},' + f'"parameters": {self.parameters}' + ) + + def __str__(self) -> str: + return self.__repr__() + class InferResponse: id: str @@ -770,6 +1168,8 @@ def __init__( raw_outputs=None, from_grpc: Optional[bool] = False, parameters: Optional[Union[Dict, MessageMap[str, InferParameter]]] = None, + use_binary_outputs: Optional[bool] = False, + requested_outputs: Optional[List[RequestedOutput]] = None, ): """The InferResponse Data Model @@ -781,6 +1181,9 @@ def __init__( raw_outputs: The raw binary data of the inference outputs. from_grpc: Indicate if the InferResponse is constructed from a gRPC response. parameters: The additional inference parameters. + use_binary_outputs: A boolean indicating whether the data for the outputs should be in binary format when sent over REST API. + This will be overridden by the individual output's binary_data attribute. + requested_outputs: The output tensors requested for this inference. """ self.id = response_id @@ -789,13 +1192,21 @@ def __init__( self.outputs = infer_outputs self.parameters = parameters self.from_grpc = from_grpc + self._requested_outputs = requested_outputs + self._use_binary_outputs: bool = use_binary_outputs if raw_outputs: for i, raw_output in enumerate(raw_outputs): self.outputs[i]._raw_data = raw_output @classmethod def from_grpc(cls, response: ModelInferResponse) -> "InferResponse": - """The class method to construct the InferResponse object from gRPC message type.""" + """The class method to construct the InferResponse object from gRPC message type. + + Args: + response: The GRPC response as ModelInferResponse object. + Returns: + InferResponse object. + """ infer_outputs = [ InferOutput( name=output.name, @@ -817,8 +1228,14 @@ def from_grpc(cls, response: ModelInferResponse) -> "InferResponse": ) @classmethod - def from_rest(cls, model_name: str, response: Dict) -> "InferResponse": - """The class method to construct the InferResponse object from REST message type.""" + def from_rest(cls, response: Dict) -> "InferResponse": + """The class method to construct the InferResponse object from REST message type. + + Args: + response: The response as a dict. + Returns: + InferResponse object. + """ infer_outputs = [ InferOutput( name=output["name"], @@ -830,21 +1247,122 @@ def from_rest(cls, model_name: str, response: Dict) -> "InferResponse": for output in response["outputs"] ] return cls( - model_name=model_name, + model_name=response.get("model_name"), model_version=response.get("model_version", None), response_id=response.get("id", None), parameters=response.get("parameters", None), infer_outputs=infer_outputs, ) - def to_rest(self) -> Dict: - """Converts the InferResponse object to v2 REST InferResponse dict. + @classmethod + def from_bytes( + cls, + res_bytes: bytes, + json_length: int, + ) -> "InferResponse": + """ + Class method to construct an InferResponse object from raw response bytes. + This method is used to convert the raw response bytes received from a REST API into an InferResponse object. + + Args: + res_bytes (bytes): The raw response bytes received from the REST API. + json_length (int): The length of the JSON part of the response. Returns: - The InferResponse Dict. + InferResponse: The constructed InferResponse object. + + Raises: + InvalidInput: If the response format is unrecognized or if necessary fields are missing in the response. + InferenceError: if failed to set data for the output tensor. """ + # If json_length is equal to the length of the response bytes, then the response does not have + # any appended binary data after the json. + json_bytes = res_bytes[:json_length] + try: + infer_res_dict = orjson.loads(json_bytes) + except orjson.JSONDecodeError as e: + raise InvalidInput(f"Unrecognized request format: {e}") + model_name = infer_res_dict["model_name"] infer_outputs = [] - for i, infer_output in enumerate(self.outputs): + # Read the raw binary outputs appended after json + start_index = json_length + for output in infer_res_dict["outputs"]: + parameters = output.get("parameters", None) + infer_output = InferOutput( + name=output["name"], + shape=output["shape"], + datatype=output["datatype"], + parameters=parameters, + ) + if parameters and "binary_data_size" in parameters: + binary_data_size = parameters.get("binary_data_size") + end_index = start_index + binary_data_size + infer_output._raw_data = res_bytes[start_index:end_index] + infer_output.set_data_from_numpy( + infer_output.as_numpy(), binary_data=False + ) + start_index = end_index + else: + infer_output_data = output.get("data", None) + if infer_output_data is None: + raise InvalidInput( + f"'data' field is missing for output '{infer_output.name}' for model '{model_name}'" + ) + infer_output.data = infer_output_data + infer_outputs.append(infer_output) + return cls( + model_name=model_name, + response_id=infer_res_dict.get("id", None), + parameters=infer_res_dict.get("parameters", None), + infer_outputs=infer_outputs, + ) + + def to_rest(self) -> Tuple[Union[bytes, Dict], Optional[int]]: + """ + Converts the InferResponse object to v2 REST InferResponse Dict or bytes. + This method is used to convert the InferResponse object into a format that can be sent over a REST API. + + Returns: + Tuple[Union[bytes, Dict], Optional[int]]: A tuple containing the InferResponse in bytes or Dict and the length of the JSON part of the response. + If it is dict, then the json length will be None. + + Raises: + InvalidInput: If the output data is not a numpy array, bytes, or list. + """ + infer_outputs = [] + raw_outputs = [] + use_binary_data = self._use_binary_outputs + outputs = self._requested_outputs if self._requested_outputs else self.outputs + + for output in outputs: + infer_output = ( + self.get_output_by_name(output.name) + if self._requested_outputs + else output + ) + if self._requested_outputs: + use_binary_data = output.binary_data + if infer_output is None: + raise InvalidInput( + f"Unexpected inference output '{output.name}' for model '{self.model_name}'" + ) + if infer_output.data is None and infer_output._raw_data is None: + raise InvalidInput( + f"'data' field is missing for output '{infer_output.name}' for model '{self.model_name}'" + ) + if isinstance(infer_output.data, np.ndarray): + infer_output.set_data_from_numpy( + infer_output.data, binary_data=use_binary_data + ) + elif infer_output.data or infer_output._raw_data: + infer_output.set_data_from_numpy( + infer_output.as_numpy(), binary_data=use_binary_data + ) + if infer_output.datatype == "FP16" and infer_output.data: + raise InvalidInput( + f"Sending FP16 data via JSON is not supported. Please use the binary data format for output {infer_output.name}" + ) + infer_output_dict = { "name": infer_output.name, "shape": infer_output.shape, @@ -854,14 +1372,12 @@ def to_rest(self) -> Dict: infer_output_dict["parameters"] = to_http_parameters( infer_output.parameters ) - if isinstance(infer_output.data, np.ndarray): - infer_output.set_data_from_numpy(infer_output.data, binary_data=False) - infer_output_dict["data"] = infer_output.data - elif isinstance(infer_output._raw_data, bytes): - infer_output_dict["data"] = infer_output.as_numpy().tolist() + if use_binary_data: + raw_outputs.append(infer_output._raw_data) else: infer_output_dict["data"] = infer_output.data infer_outputs.append(infer_output_dict) + res = { "id": self.id, "model_name": self.model_name, @@ -870,20 +1386,30 @@ def to_rest(self) -> Dict: } if self.parameters: res["parameters"] = to_http_parameters(self.parameters) - return res + + if len(raw_outputs) != 0: + infer_response_bytes = orjson.dumps(res) + json_length = len(infer_response_bytes) + infer_response_bytes = b"".join([infer_response_bytes] + raw_outputs) + return infer_response_bytes, json_length + + return res, None def to_grpc(self) -> ModelInferResponse: """Converts the InferResponse object to gRPC ModelInferResponse type. Returns: The ModelInferResponse gRPC message. + Raises: + InvalidInput: If the output data is not a List or if the datatype is invalid. """ infer_outputs = [] raw_output_contents = [] - use_raw_outputs = False - # If FP16 datatype is present in the outputs use raw outputs. - if _contains_fp16_datatype(self): - use_raw_outputs = True + use_raw_outputs = self._use_binary_outputs + if not self._use_binary_outputs: + # If FP16 datatype is present in the outputs use raw outputs. + if _contains_fp16_datatype(self): + use_raw_outputs = True for infer_output in self.outputs: if ( use_raw_outputs @@ -963,6 +1489,27 @@ def __eq__(self, other): return False return True + def to_dict(self) -> dict: + return { + "id": self.id, + "model_name": self.model_name, + "outputs": [infer_output.to_dict() for infer_output in self.outputs], + "parameters": self.parameters, + "from_grpc": self.from_grpc, + } + + def __repr__(self) -> str: + return ( + f'"id": "{self.id}",' + f'"model_name": "{self.model_name}",' + f'"outputs": {self.outputs.__repr__()},' + f'"parameters": {self.parameters},' + f'"from_grpc": {self.from_grpc}' + ) + + def __str__(self) -> str: + return self.__repr__() + def to_grpc_parameters( parameters: Union[Dict[str, Union[str, bool, int]], MessageMap[str, InferParameter]] diff --git a/python/kserve/kserve/protocol/model_repository_extension.py b/python/kserve/kserve/protocol/model_repository_extension.py index 9ecbca92e1..4b946c73ba 100644 --- a/python/kserve/kserve/protocol/model_repository_extension.py +++ b/python/kserve/kserve/protocol/model_repository_extension.py @@ -33,7 +33,7 @@ class ModelRepositoryExtension: def __init__(self, model_registry: ModelRepository): self._model_registry = model_registry - def index(self, filter_ready: Optional[bool] = False) -> List[Dict[str, str]]: + async def index(self, filter_ready: Optional[bool] = False) -> List[Dict[str, str]]: """Returns information about every model available in a model repository. Args: @@ -50,17 +50,13 @@ def index(self, filter_ready: Optional[bool] = False) -> List[Dict[str, str]]: """ model_list = [] for model_name in self._model_registry.get_models().keys(): - model_ready = self._model_registry.is_model_ready(model_name) + model_ready = await self._model_registry.is_model_ready(model_name) if model_ready or not filter_ready: # If model is ready or filter_ready is set to False model_list.append( { "name": model_name, - "state": ( - "Ready" - if self._model_registry.is_model_ready(model_name) - else "NotReady" - ), + "state": ("Ready" if model_ready else "NotReady"), "reason": "", } ) @@ -89,8 +85,8 @@ async def load(self, model_name: str) -> None: raise ModelNotReady( model_name, f"Error type: {ex_type} error msg: {ex_value}" ) - - if not self._model_registry.is_model_ready(model_name): + is_ready = await self._model_registry.is_model_ready(model_name) + if not is_ready: raise ModelNotReady(model_name) async def unload(self, model_name: str) -> None: diff --git a/python/kserve/kserve/protocol/rest/openai/dataplane.py b/python/kserve/kserve/protocol/rest/openai/dataplane.py index 58b721e892..07ba3abc5a 100644 --- a/python/kserve/kserve/protocol/rest/openai/dataplane.py +++ b/python/kserve/kserve/protocol/rest/openai/dataplane.py @@ -56,7 +56,7 @@ async def create_completion( Raises: InvalidInput: An error when the body bytes can't be decoded as JSON. """ - model = self.get_model(model_name) + model = await self.get_model(model_name) if not isinstance(model, OpenAIModel): raise RuntimeError(f"Model {model_name} does not support completion") @@ -87,7 +87,7 @@ async def create_chat_completion( Raises: InvalidInput: An error when the body bytes can't be decoded as JSON. """ - model = self.get_model(model_name) + model = await self.get_model(model_name) if not isinstance(model, OpenAIModel): raise RuntimeError(f"Model {model_name} does not support chat completion") diff --git a/python/kserve/kserve/protocol/rest/openai/endpoints.py b/python/kserve/kserve/protocol/rest/openai/endpoints.py index 57406b67bf..7e11250b57 100644 --- a/python/kserve/kserve/protocol/rest/openai/endpoints.py +++ b/python/kserve/kserve/protocol/rest/openai/endpoints.py @@ -70,7 +70,7 @@ async def create_completion( raise RequestValidationError(errors=e.errors()) params = request_body model_name = params.model - model_ready = self.dataplane.model_ready(model_name) + model_ready = await self.dataplane.model_ready(model_name) if not model_ready: raise ModelNotReady(model_name) @@ -114,7 +114,7 @@ async def create_chat_completion( raise RequestValidationError(errors=e.errors()) params = request_body model_name = params.model - model_ready = self.dataplane.model_ready(model_name) + model_ready = await self.dataplane.model_ready(model_name) if not model_ready: raise ModelNotReady(model_name) @@ -159,6 +159,9 @@ async def models( ], ) + async def health(self, model_name: str): + await self.dataplane.model_ready(model_name) + def register_openai_endpoints(app: FastAPI, dataplane: OpenAIDataPlane): endpoints = OpenAIEndpoints(dataplane) @@ -182,5 +185,8 @@ def register_openai_endpoints(app: FastAPI, dataplane: OpenAIDataPlane): endpoints.models, methods=["GET"], ) + openai_router.add_api_route( + r"/v1/models/{model_name}", endpoints.health, methods=["GET"] + ) app.include_router(openai_router) app.add_exception_handler(OpenAIError, openai_error_handler) diff --git a/python/kserve/kserve/protocol/rest/server.py b/python/kserve/kserve/protocol/rest/server.py index ad6bcb223b..48f502b279 100644 --- a/python/kserve/kserve/protocol/rest/server.py +++ b/python/kserve/kserve/protocol/rest/server.py @@ -12,16 +12,12 @@ # See the License for the specific language governing permissions and # limitations under the License. -import asyncio import logging -import socket -from importlib import metadata -from typing import Dict, List, Optional, Union +from typing import Dict, Optional, Union import uvicorn from fastapi import FastAPI, Request, Response -from fastapi.responses import ORJSONResponse -from fastapi.routing import APIRoute as FastAPIRoute +from fastapi.routing import APIRouter from prometheus_client import REGISTRY, exposition from timing_asgi import TimingClient, TimingMiddleware from timing_asgi.integrations import StarletteScopeToName @@ -37,22 +33,16 @@ model_not_found_handler, model_not_ready_handler, not_implemented_error_handler, + UnsupportedProtocol, + unsupported_protocol_error_handler, ) from kserve.logging import trace_logger from kserve.protocol.dataplane import DataPlane from .openai.config import maybe_register_openai_endpoints -from .v1_endpoints import V1Endpoints -from .v2_datamodels import ( - InferenceResponse, - ListModelsResponse, - ModelMetadataResponse, - ModelReadyResponse, - ServerLiveResponse, - ServerMetadataResponse, - ServerReadyResponse, -) -from .v2_endpoints import V2Endpoints +from .v1_endpoints import register_v1_endpoints +from .v2_endpoints import register_v2_endpoints +from ..model_repository_extension import ModelRepositoryExtension async def metrics_handler(request: Request) -> Response: @@ -72,174 +62,67 @@ def install_signal_handlers(self) -> None: class RESTServer: def __init__( - self, data_plane: DataPlane, model_repository_extension, enable_docs_url=False + self, + app: FastAPI, + data_plane: DataPlane, + model_repository_extension: ModelRepositoryExtension, ): + self.app = app self.dataplane = data_plane self.model_repository_extension = model_repository_extension - self.enable_docs_url = enable_docs_url - - def create_application(self) -> FastAPI: - """Create a KServe ModelServer application with API routes. - - Returns: - FastAPI: An application instance. - """ - v1_endpoints = V1Endpoints(self.dataplane, self.model_repository_extension) - v2_endpoints = V2Endpoints(self.dataplane, self.model_repository_extension) - app = FastAPI( - title="KServe ModelServer", - version=metadata.version("kserve"), - docs_url="/docs" if self.enable_docs_url else None, - redoc_url=None, - default_response_class=ORJSONResponse, - routes=[ - # Server Liveness API returns 200 if server is alive. - FastAPIRoute(r"/", self.dataplane.live), - # Metrics - FastAPIRoute(r"/metrics", metrics_handler, methods=["GET"]), - # V1 Inference Protocol - FastAPIRoute(r"/v1/models", v1_endpoints.models, tags=["V1"]), - # Model Health API returns 200 if model is ready to serve. - FastAPIRoute( - r"/v1/models/{model_name}", v1_endpoints.model_ready, tags=["V1"] - ), - # Note: Set response_model to None to resolve fastapi Response issue - # https://fastapi.tiangolo.com/tutorial/response-model/#disable-response-model - FastAPIRoute( - r"/v1/models/{model_name}:predict", - v1_endpoints.predict, - methods=["POST"], - tags=["V1"], - response_model=None, - ), - FastAPIRoute( - r"/v1/models/{model_name}:explain", - v1_endpoints.explain, - methods=["POST"], - tags=["V1"], - response_model=None, - ), - # V2 Inference Protocol - # https://github.com/kserve/kserve/tree/master/docs/predict-api/v2 - FastAPIRoute( - r"/v2", - v2_endpoints.metadata, - response_model=ServerMetadataResponse, - tags=["V2"], - ), - FastAPIRoute( - r"/v2/health/live", - v2_endpoints.live, - response_model=ServerLiveResponse, - tags=["V2"], - ), - FastAPIRoute( - r"/v2/health/ready", - v2_endpoints.ready, - response_model=ServerReadyResponse, - tags=["V2"], - ), - FastAPIRoute( - r"/v2/models", - v2_endpoints.models, - response_model=ListModelsResponse, - tags=["V2"], - ), - FastAPIRoute( - r"/v2/models/{model_name}", - v2_endpoints.model_metadata, - response_model=ModelMetadataResponse, - tags=["V2"], - ), - FastAPIRoute( - r"/v2/models/{model_name}/versions/{model_version}", - v2_endpoints.model_metadata, - tags=["V2"], - include_in_schema=False, - ), - FastAPIRoute( - r"/v2/models/{model_name}/ready", - v2_endpoints.model_ready, - response_model=ModelReadyResponse, - tags=["V2"], - ), - FastAPIRoute( - r"v2/models/{model_name}/versions/{model_version}/ready", - v2_endpoints.model_ready, - response_model=ModelReadyResponse, - tags=["V2"], - ), - FastAPIRoute( - r"/v2/models/{model_name}/infer", - v2_endpoints.infer, - methods=["POST"], - response_model=InferenceResponse, - tags=["V2"], - ), - FastAPIRoute( - r"/v2/models/{model_name}/versions/{model_version}/infer", - v2_endpoints.infer, - methods=["POST"], - tags=["V2"], - include_in_schema=False, - ), - FastAPIRoute( - r"/v2/repository/models/{model_name}/load", - v2_endpoints.load, - methods=["POST"], - tags=["V2"], - ), - FastAPIRoute( - r"/v2/repository/models/{model_name}/unload", - v2_endpoints.unload, - methods=["POST"], - tags=["V2"], - ), - ], - exception_handlers={ - InvalidInput: invalid_input_handler, - InferenceError: inference_error_handler, - ModelNotFound: model_not_found_handler, - ModelNotReady: model_not_ready_handler, - NotImplementedError: not_implemented_error_handler, - Exception: generic_exception_handler, - }, - ) - # Register OpenAI endpoints if any of the models in the registry implement the OpenAI inferface + def create_application(self): + """Create a KServe ModelServer application with API routes.""" + root_router = APIRouter() + root_router.add_api_route(r"/", self.dataplane.live) + root_router.add_api_route(r"/metrics", metrics_handler, methods=["GET"]) + self.app.include_router(root_router) + register_v1_endpoints(self.app, self.dataplane, self.model_repository_extension) + register_v2_endpoints(self.app, self.dataplane, self.model_repository_extension) + # Register OpenAI endpoints if any of the models in the registry implement the OpenAI interface # This adds /openai/v1/completions and /openai/v1/chat/completions routes to the # REST server. - maybe_register_openai_endpoints(app, self.dataplane.model_registry) - return app + maybe_register_openai_endpoints(self.app, self.dataplane.model_registry) + + # Add exception handlers + self.app.add_exception_handler(InvalidInput, invalid_input_handler) + self.app.add_exception_handler(InferenceError, inference_error_handler) + self.app.add_exception_handler(ModelNotFound, model_not_found_handler) + self.app.add_exception_handler(ModelNotReady, model_not_ready_handler) + self.app.add_exception_handler( + NotImplementedError, not_implemented_error_handler + ) + self.app.add_exception_handler( + UnsupportedProtocol, unsupported_protocol_error_handler + ) + self.app.add_exception_handler(Exception, generic_exception_handler) class UvicornServer: def __init__( self, + app: FastAPI, http_port: int, - sockets: List[socket.socket], data_plane: DataPlane, model_repository_extension, - enable_docs_url, log_config: Optional[Union[str, Dict]] = None, access_log_format: Optional[str] = None, + workers: int = 1, ): super().__init__() - self.sockets = sockets - rest_server = RESTServer( - data_plane, model_repository_extension, enable_docs_url - ) - app = rest_server.create_application() + rest_server = RESTServer(app, data_plane, model_repository_extension) + rest_server.create_application() app.add_middleware( TimingMiddleware, client=PrintTimings(), metric_namer=StarletteScopeToName(prefix="kserve.io", starlette_app=app), ) self.cfg = uvicorn.Config( - app=app, + app="kserve.model_server:app", host="0.0.0.0", log_config=log_config, port=http_port, + workers=workers, ) # More context in https://github.com/encode/uvicorn/pull/947 @@ -260,10 +143,6 @@ def __init__( self.server = _NoSignalUvicornServer(config=self.cfg) - def run_sync(self): - server = uvicorn.Server(config=self.cfg) - asyncio.run(server.serve(sockets=self.sockets)) - async def run(self): await self.server.serve() diff --git a/python/kserve/kserve/protocol/rest/v1_endpoints.py b/python/kserve/kserve/protocol/rest/v1_endpoints.py index e73fd5e31e..a9461a70ce 100644 --- a/python/kserve/kserve/protocol/rest/v1_endpoints.py +++ b/python/kserve/kserve/protocol/rest/v1_endpoints.py @@ -11,14 +11,16 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. + from typing import Optional, Union, Dict, List, AsyncIterator -from fastapi import Request, Response +from fastapi import Request, Response, FastAPI, APIRouter from starlette.responses import StreamingResponse from kserve.errors import ModelNotReady from ..dataplane import DataPlane from ..model_repository_extension import ModelRepositoryExtension +from ...constants.constants import V1_ROUTE_PREFIX class V1Endpoints: @@ -49,7 +51,7 @@ async def model_ready(self, model_name: str) -> Dict[str, Union[str, bool]]: Returns: Dict[str, Union[str, bool]]: Name of the model and whether it's ready. """ - model_ready = self.dataplane.model_ready(model_name) + model_ready = await self.dataplane.model_ready(model_name) if not model_ready: raise ModelNotReady(model_name) @@ -68,7 +70,7 @@ async def predict(self, model_name: str, request: Request) -> Union[Response, Di Returns: Dict|Response: Model inference response. """ - model_ready = self.dataplane.model_ready(model_name) + model_ready = await self.dataplane.model_ready(model_name) if not model_ready: raise ModelNotReady(model_name) @@ -104,7 +106,7 @@ async def explain(self, model_name: str, request: Request) -> Union[Response, Di Returns: Dict: Explainer output. """ - model_ready = self.dataplane.model_ready(model_name) + model_ready = await self.dataplane.model_ready(model_name) if not model_ready: raise ModelNotReady(model_name) @@ -127,3 +129,39 @@ async def explain(self, model_name: str, request: Request) -> Union[Response, Di if not isinstance(response, dict): return Response(content=response, headers=response_headers) return response + + +def register_v1_endpoints( + app: FastAPI, + dataplane: DataPlane, + model_repository_extension: Optional[ModelRepositoryExtension], +): + """Register V1 endpoints. + + Args: + app (FastAPI): FastAPI app. + dataplane (DataPlane): DataPlane object. + model_repository_extension (Optional[ModelRepositoryExtension]): Model repository extension. + """ + v1_endpoints = V1Endpoints(dataplane, model_repository_extension) + v1_router = APIRouter(prefix=V1_ROUTE_PREFIX, tags=["V1"]) + v1_router.add_api_route(r"/models", v1_endpoints.models, methods=["GET"]) + # Model Health API returns 200 if model is ready to serve. + v1_router.add_api_route( + r"/models/{model_name}", v1_endpoints.model_ready, methods=["GET"] + ) + # Note: Set response_model to None to resolve fastapi Response issue + # https://fastapi.tiangolo.com/tutorial/response-model/#disable-response-model + v1_router.add_api_route( + r"/models/{model_name}:predict", + v1_endpoints.predict, + response_model=None, + methods=["POST"], + ) + v1_router.add_api_route( + r"/models/{model_name}:explain", + v1_endpoints.explain, + response_model=None, + methods=["POST"], + ) + app.include_router(v1_router) diff --git a/python/kserve/kserve/protocol/rest/v2_datamodels.py b/python/kserve/kserve/protocol/rest/v2_datamodels.py index ac2ce119d0..5a4f133cb7 100644 --- a/python/kserve/kserve/protocol/rest/v2_datamodels.py +++ b/python/kserve/kserve/protocol/rest/v2_datamodels.py @@ -18,7 +18,6 @@ from pydantic import BaseModel, StrictBool, StrictInt, StrictFloat - # this is needed to add support for both pydantic 1.x and 2.x is_pydantic_2 = pydantic.__version__.startswith("2.") diff --git a/python/kserve/kserve/protocol/rest/v2_endpoints.py b/python/kserve/kserve/protocol/rest/v2_endpoints.py index 721ef71f8b..3c7b3c0dd8 100644 --- a/python/kserve/kserve/protocol/rest/v2_endpoints.py +++ b/python/kserve/kserve/protocol/rest/v2_endpoints.py @@ -11,12 +11,13 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. -from typing import Optional, Dict +from typing import Optional, Dict, Union + +from fastapi import FastAPI, APIRouter from fastapi.requests import Request from fastapi.responses import Response -from ..infer_type import InferInput, InferRequest from .v2_datamodels import ( InferenceRequest, ServerMetadataResponse, @@ -29,6 +30,7 @@ ) from ..dataplane import DataPlane from ..model_repository_extension import ModelRepositoryExtension +from ...constants.constants import V2_ROUTE_PREFIX, PredictorProtocol from ...errors import ModelNotReady @@ -113,7 +115,7 @@ async def model_ready( if model_version: raise NotImplementedError("Model versioning not supported yet.") - model_ready = self.dataplane.model_ready(model_name) + model_ready = await self.dataplane.model_ready(model_name) if not model_ready: raise ModelNotReady(model_name) @@ -125,9 +127,9 @@ async def infer( raw_request: Request, raw_response: Response, model_name: str, - request_body: InferenceRequest, + request_body: Union[InferenceRequest, bytes], model_version: Optional[str] = None, - ) -> InferenceResponse: + ) -> Union[InferenceResponse, Response]: """Infer handler. Args: @@ -144,32 +146,24 @@ async def infer( if model_version: raise NotImplementedError("Model versioning not supported yet.") - model_ready = self.dataplane.model_ready(model_name) + model_ready = await self.dataplane.model_ready(model_name) if not model_ready: raise ModelNotReady(model_name) request_headers = dict(raw_request.headers) - infer_inputs = [ - InferInput( - name=input.name, - shape=input.shape, - datatype=input.datatype, - data=input.data, - parameters={} if input.parameters is None else input.parameters, - ) - for input in request_body.inputs - ] - infer_request = InferRequest( - request_id=request_body.id, + + infer_request, _ = self.dataplane.decode( + request_body, + request_headers, + protocol_version=PredictorProtocol.REST_V2.value, model_name=model_name, - infer_inputs=infer_inputs, - parameters=request_body.parameters, ) response, response_headers = await self.dataplane.infer( - model_name=model_name, request=infer_request, headers=request_headers + model_name=model_name, + request=infer_request, + headers=request_headers, ) - response, response_headers = self.dataplane.encode( model_name=model_name, response=response, @@ -179,7 +173,12 @@ async def infer( if response_headers: raw_response.headers.update(response_headers) - res = InferenceResponse.parse_obj(response) + if isinstance(response, bytes): + raw_response.status_code = 200 + raw_response.body = response + res = raw_response + else: + res = InferenceResponse.parse_obj(response) return res async def load(self, model_name: str) -> Dict: @@ -205,3 +204,90 @@ async def unload(self, model_name: str) -> Dict: """ await self.model_repository_extension.unload(model_name) return {"name": model_name, "unload": True} + + +def register_v2_endpoints( + app: FastAPI, + dataplane: DataPlane, + model_repository_extension: Optional[ModelRepositoryExtension], +): + """Register V2 endpoints. + + Args: + app (FastAPI): FastAPI app. + dataplane (DataPlane): DataPlane object. + model_repository_extension (Optional[ModelRepositoryExtension]): Model repository extension. + """ + v2_endpoints = V2Endpoints( + dataplane=dataplane, model_repository_extension=model_repository_extension + ) + v2_router = APIRouter(prefix=V2_ROUTE_PREFIX, tags=["V2"]) + v2_router.add_api_route( + r"", + v2_endpoints.metadata, + response_model=ServerMetadataResponse, + methods=["GET"], + ) + v2_router.add_api_route( + r"/health/live", + v2_endpoints.live, + response_model=ServerLiveResponse, + methods=["GET"], + ) + v2_router.add_api_route( + r"/health/ready", + v2_endpoints.ready, + response_model=ServerReadyResponse, + methods=["GET"], + ) + v2_router.add_api_route( + r"/models", + v2_endpoints.models, + response_model=ListModelsResponse, + methods=["GET"], + ) + v2_router.add_api_route( + r"/models/{model_name}", + v2_endpoints.model_metadata, + response_model=ModelMetadataResponse, + methods=["GET"], + ) + v2_router.add_api_route( + r"/models/{model_name}/versions/{model_version}", + v2_endpoints.model_metadata, + response_model=ModelMetadataResponse, + methods=["GET"], + include_in_schema=False, + ) + v2_router.add_api_route( + r"/models/{model_name}/ready", + v2_endpoints.model_ready, + response_model=ModelReadyResponse, + methods=["GET"], + ) + v2_router.add_api_route( + r"/models/{model_name}/versions/{model_version}/ready", + v2_endpoints.model_ready, + response_model=ModelReadyResponse, + methods=["GET"], + ) + v2_router.add_api_route( + r"/models/{model_name}/infer", + v2_endpoints.infer, + response_model=None, + methods=["POST"], + ) + v2_router.add_api_route( + r"/models/{model_name}/versions/{model_version}/infer", + v2_endpoints.infer, + response_model=None, + methods=["POST"], + include_in_schema=False, + ) + v2_router.add_api_route( + r"/repository/models/{model_name}/load", v2_endpoints.load, methods=["POST"] + ) + v2_router.add_api_route( + r"/repository/models/{model_name}/unload", v2_endpoints.unload, methods=["POST"] + ) + app.include_router(v2_router) diff --git a/python/kserve/kserve/ray.py b/python/kserve/kserve/ray.py new file mode 100644 index 0000000000..fb3a582469 --- /dev/null +++ b/python/kserve/kserve/ray.py @@ -0,0 +1,56 @@ +# Copyright 2023 The KServe Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from kserve.logging import logger + +try: + from ray.serve.handle import DeploymentHandle, DeploymentResponse +except ImportError: + logger.error( + "Ray dependency is missing. Install Ray Serve with: pip install kserve[ray]" + ) + raise +from typing import cast, Dict, Union, Optional +from cloudevents.http import CloudEvent + +from .model import InferenceModel, InferenceVerb, InferReturnType +from .protocol.infer_type import InferRequest + + +class RayModel(InferenceModel): + """ + Wrapper for a model that is deployed with Ray. All calls are delegated to the DeploymentHandle. + """ + + def __init__(self, name: str, handle: DeploymentHandle): + super().__init__(name) + self._handle = handle + + def __call__( + self, + body: Union[Dict, CloudEvent, InferRequest], + headers: Optional[Dict[str, str]] = None, + verb: InferenceVerb = InferenceVerb.PREDICT, + ) -> InferReturnType: + return cast(DeploymentResponse, self._handle.remote(body, headers=headers)) + + def load(self): + self._handle.load.remote() + self.ready = True + + async def get_input_types(self): + return await self._handle.get_input_types.remote() + + async def get_output_types(self): + return await self._handle.get_output_types.remote() diff --git a/python/kserve/kserve/storage/storage.py b/python/kserve/kserve/storage/storage.py index 50fed2727d..fb9b8d30ef 100644 --- a/python/kserve/kserve/storage/storage.py +++ b/python/kserve/kserve/storage/storage.py @@ -46,8 +46,14 @@ _S3_PREFIX = "s3://" _HDFS_PREFIX = "hdfs://" _WEBHDFS_PREFIX = "webhdfs://" -_AZURE_BLOB_RE = "https://(.+?).blob.core.windows.net/(.+)" -_AZURE_FILE_RE = "https://(.+?).file.core.windows.net/(.+)" +_AZURE_BLOB_RE = [ + "https://(.+?).blob.core.windows.net/(.+)", + "https://(.+?).z[0-9]{2}.blob.storage.azure.net/(.+)", +] +_AZURE_FILE_RE = [ + "https://(.+?).file.core.windows.net/(.+)", + "https://(.+?).z[0-9]{2}.file.storage.azure.net/(.+)", +] _LOCAL_PREFIX = "file://" _URI_RE = "https?://(.+)/(.+)" _HTTP_PREFIX = "http(s)://" @@ -93,9 +99,9 @@ def download(uri: str, out_dir: str = None) -> str: model_dir = Storage._download_s3(uri, out_dir) elif uri.startswith(_HDFS_PREFIX) or uri.startswith(_WEBHDFS_PREFIX): model_dir = Storage._download_hdfs(uri, out_dir) - elif re.search(_AZURE_BLOB_RE, uri): + elif any(re.search(pattern, uri) for pattern in _AZURE_BLOB_RE): model_dir = Storage._download_azure_blob(uri, out_dir) - elif re.search(_AZURE_FILE_RE, uri): + elif any(re.search(pattern, uri) for pattern in _AZURE_FILE_RE): model_dir = Storage._download_azure_file_share(uri, out_dir) elif re.search(_URI_RE, uri): model_dir = Storage._download_from_uri(uri, out_dir) diff --git a/python/kserve/kserve/storage/test/test_storage.py b/python/kserve/kserve/storage/test/test_storage.py index 24e9ac784c..cf5b28ebcb 100644 --- a/python/kserve/kserve/storage/test/test_storage.py +++ b/python/kserve/kserve/storage/test/test_storage.py @@ -303,3 +303,33 @@ def test_unpack_zip_file(): Storage._unpack_archive_file(tar_file, mimetype, out_dir) assert os.path.exists(os.path.join(out_dir, "model.pth")) os.remove(os.path.join(out_dir, "model.pth")) + + +@mock.patch(STORAGE_MODULE + ".Storage._download_azure_blob") +def test_download_azure_blob_called_with_matching_uri(mock_download_azure_blob): + azure_blob_uris = [ + "https://accountname.blob.core.windows.net/container/some/blob/", + "https://accountname.z20.blob.storage.azure.net/container/some/blob/", + ] + + for uri in azure_blob_uris: + Storage.download(uri, out_dir="dest_path") + + expected_calls = [mock.call(uri, "dest_path") for uri in azure_blob_uris] + mock_download_azure_blob.assert_has_calls(expected_calls) + + +@mock.patch(STORAGE_MODULE + ".Storage._download_azure_file_share") +def test_download_azure_file_share_called_with_matching_uri( + mock_download_azure_file_share, +): + azure_file_uris = [ + "https://accountname.file.core.windows.net/container/some/blob", + "https://accountname.z20.file.storage.azure.net/container/some/blob", + ] + + for uri in azure_file_uris: + Storage.download(uri, out_dir="dest_path") + + expected_calls = [mock.call(uri, "dest_path") for uri in azure_file_uris] + mock_download_azure_file_share.assert_has_calls(expected_calls) diff --git a/python/kserve/kserve/utils/utils.py b/python/kserve/kserve/utils/utils.py index f8090b1336..43779eb2c5 100644 --- a/python/kserve/kserve/utils/utils.py +++ b/python/kserve/kserve/utils/utils.py @@ -27,6 +27,7 @@ from cloudevents.http import CloudEvent from grpc import ServicerContext from kserve.protocol.infer_type import InferOutput, InferRequest, InferResponse +from ..constants.constants import PredictorProtocol from ..errors import InvalidInput @@ -246,6 +247,8 @@ def get_predict_response( model_name=model_name, infer_outputs=infer_outputs, response_id=payload.id if payload.id else generate_uuid(), + use_binary_outputs=payload.use_binary_outputs, + requested_outputs=payload.request_outputs, ) else: raise InvalidInput(f"unsupported payload type {type(payload)}") @@ -268,3 +271,17 @@ def strtobool(val: str) -> bool: return False else: raise ValueError("invalid truth value %r" % (val,)) + + +def is_v2(protocol: Union[str, PredictorProtocol]) -> bool: + return protocol == PredictorProtocol.REST_V2 or ( + isinstance(protocol, str) + and protocol.lower() == PredictorProtocol.REST_V2.value.lower() + ) + + +def is_v1(protocol: Union[str, PredictorProtocol]) -> bool: + return protocol == PredictorProtocol.REST_V1 or ( + isinstance(protocol, str) + and protocol.lower() == PredictorProtocol.REST_V1.value.lower() + ) diff --git a/python/kserve/poetry.lock b/python/kserve/poetry.lock index ebd3350c17..14b1d7d2cc 100644 --- a/python/kserve/poetry.lock +++ b/python/kserve/poetry.lock @@ -1,91 +1,118 @@ # This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. 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(>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] +enabler = ["pytest-enabler (>=2.2)"] +test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"] +type = ["pytest-mypy"] [extras] logging = ["asgi-logger"] +ray = ["ray"] storage = ["azure-identity", "azure-storage-blob", "azure-storage-file-share", "boto3", "google-cloud-storage", "requests"] [metadata] lock-version = "2.0" python-versions = ">=3.8,<3.12" -content-hash = "ca130f876b4a1138ae4f747ca84d830ed22a4a71cc99cdc24902fef9844b4771" +content-hash = "cb299a3fdeeb53b540ca021a69037f8583bb7c70845e54ce11aee7393aadfa03" diff --git a/python/kserve/pyproject.toml b/python/kserve/pyproject.toml index ecfeebc740..93f9686e15 100644 --- a/python/kserve/pyproject.toml +++ b/python/kserve/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "kserve" -version = "0.13.0" +version = "0.14.0rc0" description = "KServe Python SDK" authors = [ "The KServe Authors ", @@ -42,9 +42,8 @@ kubernetes = ">=23.3.0" python-dateutil = "^2.8.0" numpy = "^1.23.5" psutil = "^5.9.0" -ray = { version = "~2.10.0", extras = ["serve"] } grpcio = "^1.49.1" -protobuf = "^3.19.0" +protobuf = "^4.25.4" prometheus-client = "^0.20.0" orjson = "^3.9.15" httpx = "^0.26.0" @@ -67,6 +66,9 @@ boto3 = { version = "^1.21.0", optional = true } # Logging dependencies. They can be opted into by apps. asgi-logger = { version = "^0.1.0", optional = true, python = ">3.8.0,<3.11" } +# Ray dependency +ray = { version = "~2.10.0", extras = ["serve"] } + [tool.poetry.extras] storage = [ "requests", @@ -79,7 +81,9 @@ storage = [ logging = [ "asgi-logger" ] - +ray = [ + "ray" +] [tool.poetry.group.test] optional = true @@ -87,7 +91,7 @@ optional = true pytest = "^7.2.0" pytest-cov = "^4.0.0" pytest-xdist = "^3.0.2" -pytest-asyncio = "^0.20.2" +pytest-asyncio = ">=0.23.4, <1.0.0" mypy = "^0.991" portforward = "^0.4.3" avro = "^1.11.0" diff --git a/python/kserve/test/test_dataplane.py b/python/kserve/test/test_dataplane.py index 392c892a83..d26d2d3615 100644 --- a/python/kserve/test/test_dataplane.py +++ b/python/kserve/test/test_dataplane.py @@ -35,6 +35,7 @@ from kserve.protocol.dataplane import DataPlane from kserve.protocol.rest.openai import CompletionRequest, OpenAIModel from kserve.model_repository import ModelRepository +from kserve.ray import RayModel from test.test_server import ( DummyModel, dummy_cloud_event, @@ -65,10 +66,11 @@ def dataplane_with_model(self, request): # pylint: disable=no-self-use # https://github.com/ray-project/ray/blob/releases/2.8.0/python/ray/serve/deployment.py#L256 app = DummyServeModel.bind(name=self.MODEL_NAME) - handle = serve.run(app, name="TestModel", route_prefix="/") + handle = serve.run(app, name=self.MODEL_NAME, route_prefix="/") - handle.load.remote() - dataplane._model_registry.update_handle(self.MODEL_NAME, handle) + model = RayModel(self.MODEL_NAME, handle=handle) + model.load() + dataplane._model_registry.update(model) yield dataplane serve.delete(name="TestModel") @@ -104,12 +106,14 @@ async def test_model_readiness(self): ready_model = DummyModel("ReadyModel") ready_model.load() dataplane._model_registry.update(ready_model) - assert dataplane.model_ready(ready_model.name) is True + is_ready = await dataplane.model_ready(ready_model.name) + assert is_ready is True not_ready_model = DummyModel("NotReadyModel") # model.load() # Model not loaded, i.e. not ready dataplane._model_registry.update(not_ready_model) - assert dataplane.model_ready(not_ready_model.name) is False + is_ready = await dataplane.model_ready(not_ready_model.name) + assert is_ready is False async def test_server_metadata(self): with open(pathlib.Path(__file__).parent.parent / "pyproject.toml") as toml_file: diff --git a/python/kserve/test/test_infer_type.py b/python/kserve/test/test_infer_type.py index 58297b8bd5..02477e1b23 100644 --- a/python/kserve/test/test_infer_type.py +++ b/python/kserve/test/test_infer_type.py @@ -11,19 +11,155 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. +import copy +import json +import numpy as np +import pytest +from orjson import orjson from kserve import InferRequest, InferInput, InferResponse, InferOutput +from kserve.errors import InvalidInput from kserve.protocol.grpc.grpc_predict_v2_pb2 import ( ModelInferRequest, InferParameter, ModelInferResponse, ) +from kserve.protocol.infer_type import ( + serialize_byte_tensor, + _contains_fp16_datatype, + RequestedOutput, +) +from kserve.protocol.rest.v2_datamodels import ( + InferenceRequest, + RequestInput, + RequestOutput, +) class TestInferRequest: - def test_to_rest(self): + def test_to_grpc(self): infer_req = InferRequest( + model_name="TestModel", + request_id="123", + parameters={"test-str": "dummy", "test-bool": True, "test-int": 100}, + infer_inputs=[ + InferInput( + name="input-0", + datatype="INT32", + shape=[1, 2], + data=[1, 2], + parameters={ + "test-str": "dummy", + "test-bool": True, + "test-int": 100, + }, + ) + ], + request_outputs=[ + RequestedOutput( + name="output-0", + parameters={ + "test-str": "dummy", + "test-bool": True, + "test-int": 100, + }, + ), + RequestedOutput( + name="output-1", + parameters={ + "test-str": "dummy", + "test-bool": True, + "test-int": 100, + }, + ), + ], + ) + expected = ModelInferRequest( + model_name="TestModel", + id="123", + parameters={ + "test-str": InferParameter(string_param="dummy"), + "test-bool": InferParameter(bool_param=True), + "test-int": InferParameter(int64_param=100), + }, + inputs=[ + { + "name": "input-0", + "shape": [1, 2], + "datatype": "INT32", + "contents": {"int_contents": [1, 2]}, + "parameters": { + "test-str": InferParameter(string_param="dummy"), + "test-bool": InferParameter(bool_param=True), + "test-int": InferParameter(int64_param=100), + }, + } + ], + outputs=[ + { + "name": "output-0", + "parameters": { + "test-str": InferParameter(string_param="dummy"), + "test-bool": InferParameter(bool_param=True), + "test-int": InferParameter(int64_param=100), + }, + }, + { + "name": "output-1", + "parameters": { + "test-str": InferParameter(string_param="dummy"), + "test-bool": InferParameter(bool_param=True), + "test-int": InferParameter(int64_param=100), + }, + }, + ], + ) + res = infer_req.to_grpc() + assert res == expected + + def test_from_grpc(self): + infer_req = ModelInferRequest( + model_name="TestModel", + id="123", + parameters={ + "test-str": InferParameter(string_param="dummy"), + "test-bool": InferParameter(bool_param=True), + "test-int": InferParameter(int64_param=100), + }, + inputs=[ + { + "name": "input-0", + "shape": [1, 2], + "datatype": "INT32", + "contents": {"int_contents": [1, 2]}, + "parameters": { + "test-str": InferParameter(string_param="dummy"), + "test-bool": InferParameter(bool_param=True), + "test-int": InferParameter(int64_param=100), + }, + } + ], + outputs=[ + { + "name": "output-0", + "parameters": { + "test-str": InferParameter(string_param="dummy"), + "test-bool": InferParameter(bool_param=True), + "test-int": InferParameter(int64_param=100), + }, + }, + { + "name": "output-1", + "parameters": { + "test-str": InferParameter(string_param="dummy"), + "test-bool": InferParameter(bool_param=True), + "test-int": InferParameter(int64_param=100), + }, + }, + ], + ) + expected = InferRequest( model_name="TestModel", request_id="123", parameters={ @@ -38,42 +174,463 @@ def test_to_rest(self): shape=[1, 2], data=[1, 2], parameters={ - "test-str": InferParameter(string_param="dummy"), - "test-bool": InferParameter(bool_param=True), - "test-int": InferParameter(int64_param=100), + "test-str": "dummy", + "test-bool": True, + "test-int": 100, }, ) ], + request_outputs=[ + RequestedOutput( + name="output-0", + parameters={ + "test-str": "dummy", + "test-bool": True, + "test-int": 100, + }, + ), + RequestedOutput( + name="output-1", + parameters={ + "test-str": "dummy", + "test-bool": True, + "test-int": 100, + }, + ), + ], + from_grpc=True, + ) + res = InferRequest.from_grpc(infer_req) + assert res == expected + + def test_to_rest_with_mixed_binary_data(self): + infer_input_1 = InferInput( + name="input1", + shape=[3], + datatype="INT32", + data=np.array([1, 2, 3], dtype=np.int32), + parameters={ + "test-str": "dummy", + }, ) - # model_name should not be present for rest - expected = { - "id": "123", + infer_input_2 = InferInput( + name="input2", + shape=[1], + datatype="BYTES", + data=None, + parameters={ + "test-int": 2, + }, + ) + infer_input_2.set_data_from_numpy( + np.array(["test"], dtype=np.object_), binary_data=True + ) + infer_input_3 = InferInput( + name="input3", + shape=[3], + datatype="FP16", + data=None, + ) + infer_input_3.set_data_from_numpy( + np.array([1.2, 2.2, 3.2], dtype=np.float16), binary_data=True + ) + infer_request = InferRequest( + request_id="4be4e82f-5500-420a-a5c5-ac86841e271b", + model_name="test_model", + infer_inputs=[infer_input_1, infer_input_2, infer_input_3], + request_outputs=[ + RequestedOutput( + name="output-0", + parameters={ + "test-str": "dummy", + "test-bool": True, + "test-int": 100, + }, + ), + RequestedOutput( + name="output-1", + parameters={ + "test-str": "dummy", + "test-bool": True, + "test-int": 100, + }, + ), + ], + ) + infer_request_bytes, json_length = infer_request.to_rest() + assert isinstance(infer_request_bytes, bytes) + assert ( + infer_request_bytes + == b'{"id":"4be4e82f-5500-420a-a5c5-ac86841e271b","model_name":"test_model","inputs":[{"name":"input1","shape":[3],"datatype":"INT32","parameters":{"test-str":"dummy"},"data":[1,2,3]},{"name":"input2","shape":[1],"datatype":"BYTES","parameters":{"test-int":2,"binary_data_size":8}},{"name":"input3","shape":[3],"datatype":"FP16","parameters":{"binary_data_size":6}}],"outputs":[{"name":"output-0","parameters":{"test-str":"dummy","test-bool":true,"test-int":100}},{"name":"output-1","parameters":{"test-str":"dummy","test-bool":true,"test-int":100}}]}\x04\x00\x00\x00test\xcd 0 + infer_request_dict = orjson.loads(infer_request_bytes[:json_length]) + assert infer_request_dict["parameters"]["request_param1"] == "request_value1" + assert infer_request_dict["inputs"][0]["parameters"]["param1"] == "value1" + def test_infer_request_to_rest_missing_data_field(self): + infer_input = InferInput( + name="input1", + shape=[1], + datatype="INT32", + parameters={"binary_data_size": 12}, + ) + infer_request = InferRequest( + model_name="test_model", + infer_inputs=[infer_input], + ) + with pytest.raises(InvalidInput): + infer_request_bytes, json_length = infer_request.to_rest() + + def test_infer_request_from_bytes_valid_input(self): + infer_input_1 = InferInput( + name="input1", + shape=[3], + datatype="INT32", + data=[1, 2, 3], + ) + infer_input_2 = InferInput( + name="input2", + shape=[3], + datatype="FP16", + data=None, + parameters={}, + ) + infer_input_2.set_data_from_numpy( + np.array([1.1, 2.9, 3.4], dtype=np.float16), binary_data=True + ) + infer_request = InferRequest( + request_id="abc", + model_name="test_model", + infer_inputs=[infer_input_1, infer_input_2], + ) + expected = copy.deepcopy(infer_request) + infer_request_bytes, json_length = infer_request.to_rest() + infer_request_from_bytes = InferRequest.from_bytes( + infer_request_bytes, json_length, "test_model" + ) + infer_request_from_bytes.inputs[1].set_data_from_numpy( + infer_request_from_bytes.inputs[1].as_numpy(), binary_data=True + ) + assert expected == infer_request_from_bytes + + def test_infer_request_from_bytes_with_requested_outputs(self): + infer_input_1 = InferInput( + name="input1", + shape=[3], + datatype="INT32", + data=[1, 2, 3], + ) + infer_input_2 = InferInput( + name="input2", + shape=[3], + datatype="FP16", + data=None, + parameters={}, + ) + infer_input_2.set_data_from_numpy( + np.array([1.1, 2.9, 3.4], dtype=np.float16), binary_data=True + ) + infer_request = InferRequest( + request_id="abc", + model_name="test_model", + infer_inputs=[infer_input_1, infer_input_2], + request_outputs=[ + RequestedOutput( + name="output-0", + parameters={ + "test-str": "dummy", + "test-bool": True, + "test-int": 100, + }, + ), + RequestedOutput( + name="output-1", + parameters={ + "test-str": "dummy", + "test-bool": True, + "test-int": 100, + }, + ), + ], + ) + expected = copy.deepcopy(infer_request) + infer_request_bytes, json_length = infer_request.to_rest() + infer_request_from_bytes = InferRequest.from_bytes( + infer_request_bytes, json_length, "test_model" + ) + infer_request_from_bytes.inputs[1].set_data_from_numpy( + infer_request_from_bytes.inputs[1].as_numpy(), binary_data=True + ) + assert expected == infer_request_from_bytes + + def test_infer_request_from_bytes_invalid_json(self): + with pytest.raises(InvalidInput): + InferRequest.from_bytes( + b'{"id": "1", "inputs": [{"name": "input1", "shape": [1], "datatype": "INT32", "data": [1]}', + 100, + "test_model", + ) + + def test_infer_request_from_bytes_missing_data_field(self): + infer_request_bytes = b'{"id": "1", "inputs": [{"name": "input1", "shape": [1], "datatype": "INT32"' + with pytest.raises(InvalidInput): + InferRequest.from_bytes( + infer_request_bytes, len(infer_request_bytes), "test_model" + ) + + def test_infer_request_from_bytes_missing_binary_data_size(self): + infer_request_bytes = b'{"id":"509c5da9-80d4-46e8-a50c-0bba2b9d76f8","inputs":[{"name":"input1","shape":[3],"datatype":"INT32"}]}\x01\x00\x00\x00\x02\x00\x00\x00\x03\x00\x00\x00' + + with pytest.raises(InvalidInput): + InferRequest.from_bytes( + infer_request_bytes, + len( + b'{"id":"509c5da9-80d4-46e8-a50c-0bba2b9d76f8","inputs":[{"name":"input1","shape":[3],"datatype":"INT32"}]}' + ), + "test_model", + ) + + def test_infer_request_from_bytes_fp16_data_via_json(self): + + infer_request_bytes = b'{"id": "1", "inputs": [{"name": "input1", "shape": [1], "datatype": "FP16", "data": [1]}' + with pytest.raises(InvalidInput): + InferRequest.from_bytes( + infer_request_bytes, len(infer_request_bytes), "test_model" + ) + + def test_from_inference_request_with_valid_input(self): + inference_request = InferenceRequest( + id="test_id", + inputs=[ + RequestInput( + name="input1", + shape=[3], + datatype="INT32", + data=[1, 2, 3], + parameters={ + "test-str": "dummy", + }, + ), + RequestInput( + name="input2", + shape=[3], + datatype="INT32", + data=[1, 2, 3], + parameters={ + "test-int": 1, + }, + ), + ], + outputs=[ + RequestOutput(name="output1", parameters={"binary_data": True}), + RequestOutput(name="output2", parameters={"binary_data": False}), + ], + parameters={"test-bool": True}, + ) + infer_request = InferRequest.from_inference_request( + inference_request, "test_model" + ) + assert infer_request.model_name == "test_model" + assert infer_request.id == "test_id" + assert infer_request.parameters == {"test-bool": True} + assert len(infer_request.inputs) == 2 + assert infer_request.inputs[0].name == "input1" + assert infer_request.inputs[0].shape == [3] + assert infer_request.inputs[0].datatype == "INT32" + assert infer_request.inputs[0].data == [1, 2, 3] + assert infer_request.inputs[0].parameters == {"test-str": "dummy"} + assert len(infer_request.request_outputs) == 2 + assert infer_request.request_outputs[0].name == "output1" + assert infer_request.request_outputs[0].parameters == {"binary_data": True} + assert infer_request.request_outputs[1].name == "output2" + assert infer_request.request_outputs[1].parameters == {"binary_data": False} + + def test_from_inference_request_with_fp16_data(self): + inference_request = InferenceRequest( + id="test_id", + inputs=[ + RequestInput( + name="input1", shape=[3], datatype="FP16", data=[1.0, 2.0, 3.0] + ) + ], + ) + with pytest.raises(InvalidInput): + InferRequest.from_inference_request(inference_request, "test_model") + + def test_from_inference_request_with_no_requested_outputs(self): + inference_request = InferenceRequest( + id="test_id", + inputs=[ + RequestInput(name="input1", shape=[3], datatype="INT32", data=[1, 2, 3]) + ], + ) + infer_request = InferRequest.from_inference_request( + inference_request, "test_model" + ) + assert infer_request.model_name == "test_model" + assert infer_request.id == "test_id" + assert len(infer_request.inputs) == 1 + assert infer_request.inputs[0].name == "input1" + assert infer_request.inputs[0].shape == [3] + assert infer_request.inputs[0].datatype == "INT32" + assert infer_request.inputs[0].data == [1, 2, 3] + assert infer_request.request_outputs is None + + +class TestInferResponse: def test_to_grpc(self): - infer_req = InferRequest( + infer_res = InferResponse( model_name="TestModel", - request_id="123", + response_id="123", + model_version="v1", parameters={"test-str": "dummy", "test-bool": True, "test-int": 100}, - infer_inputs=[ - InferInput( - name="input-0", + infer_outputs=[ + InferOutput( + name="output-0", datatype="INT32", shape=[1, 2], data=[1, 2], @@ -85,17 +642,18 @@ def test_to_grpc(self): ) ], ) - expected = ModelInferRequest( + expected = ModelInferResponse( model_name="TestModel", id="123", + model_version="v1", parameters={ "test-str": InferParameter(string_param="dummy"), "test-bool": InferParameter(bool_param=True), "test-int": InferParameter(int64_param=100), }, - inputs=[ + outputs=[ { - "name": "input-0", + "name": "output-0", "shape": [1, 2], "datatype": "INT32", "contents": {"int_contents": [1, 2]}, @@ -107,21 +665,22 @@ def test_to_grpc(self): } ], ) - res = infer_req.to_grpc() + res = infer_res.to_grpc() assert res == expected def test_from_grpc(self): - infer_req = ModelInferRequest( + infer_res = ModelInferResponse( model_name="TestModel", id="123", + model_version="v1", parameters={ "test-str": InferParameter(string_param="dummy"), "test-bool": InferParameter(bool_param=True), "test-int": InferParameter(int64_param=100), }, - inputs=[ + outputs=[ { - "name": "input-0", + "name": "output-0", "shape": [1, 2], "datatype": "INT32", "contents": {"int_contents": [1, 2]}, @@ -133,17 +692,18 @@ def test_from_grpc(self): } ], ) - expected = InferRequest( + expected = InferResponse( model_name="TestModel", - request_id="123", + response_id="123", + model_version="v1", parameters={ "test-str": InferParameter(string_param="dummy"), "test-bool": InferParameter(bool_param=True), "test-int": InferParameter(int64_param=100), }, - infer_inputs=[ - InferInput( - name="input-0", + infer_outputs=[ + InferOutput( + name="output-0", datatype="INT32", shape=[1, 2], data=[1, 2], @@ -156,149 +716,404 @@ def test_from_grpc(self): ], from_grpc=True, ) - res = InferRequest.from_grpc(infer_req) + res = InferResponse.from_grpc(infer_res) assert res == expected - class TestInferResponse: - def test_to_rest(self): - infer_res = InferResponse( - model_name="TestModel", - response_id="123", - model_version="v1", - parameters={ - "test-str": InferParameter(string_param="dummy"), - "test-bool": InferParameter(bool_param=True), - "test-int": InferParameter(int64_param=100), + def test_infer_response_to_rest_with_binary_data(self): + data = np.array( + [[1.2, 2.2, 3.2, 4.1], [1.5, 2.6, 3.787, 4.54]], dtype=np.float16 + ) + fp16_output = InferOutput( + name="fp16_output", + shape=list(data.shape), + datatype="FP16", + data=None, + parameters=None, + ) + fp32_output = InferOutput( + name="fp32_output", + shape=list(data.shape), + datatype="FP32", + data=None, + parameters=None, + ) + fp16_output.set_data_from_numpy(data, binary_data=True) + fp32_output.set_data_from_numpy(data.astype(np.float32), binary_data=True) + infer_response = InferResponse( + response_id="1", + model_name="test_model", + infer_outputs=[fp16_output, fp32_output], + requested_outputs=[ + RequestedOutput(name="fp16_output", parameters={"binary_data": True}), + RequestedOutput(name="fp32_output", parameters={"binary_data": True}), + ], + ) + result, json_length = infer_response.to_rest() + assert isinstance(result, bytes) + assert ( + result + == b'{"id":"1","model_name":"test_model","model_version":null,"outputs":[{"name":"fp16_output","shape":[2,4],"datatype":"FP16","parameters":{"binary_data_size":16}},{"name":"fp32_output","shape":[2,4],"datatype":"FP32","parameters":{"binary_data_size":32}}]}\xcd3A\x93C\x8aD\x00\xa0\x99?\x00\xc0\x0c@\x00\xc0L@\x00@\x83@\x00\x00\xc0?\x00`&@\x00`r@\x00@\x91@' + ) + assert json_length == 253 + + def test_infer_response_to_rest_without_binary_data(self): + int32_output = InferOutput( + name="int32_output", + shape=[1], + datatype="INT32", + data=[1], + parameters=None, + ) + str_output = InferOutput( + name="str_output", + shape=[1], + datatype="BYTES", + data=["test"], + parameters=None, + ) + uint_data = np.array([[1, 2]], dtype=np.uint32) + uint_output = InferOutput( + name="uint_output", + shape=list(uint_data.shape), + datatype="UINT32", + parameters=None, + data=uint_data, + ) + infer_response = InferResponse( + response_id="1", + model_name="test_model", + infer_outputs=[int32_output, str_output, uint_output], + ) + + result, json_length = infer_response.to_rest() + assert isinstance(result, dict) + assert result == { + "id": "1", + "model_name": "test_model", + "model_version": None, + "outputs": [ + { + "name": "int32_output", + "shape": [1], + "datatype": "INT32", + "data": [1], }, - infer_outputs=[ - InferOutput( - name="output-0", - datatype="INT32", - shape=[1, 2], - data=[1, 2], - parameters={ - "test-str": InferParameter(string_param="dummy"), - "test-bool": InferParameter(bool_param=True), - "test-int": InferParameter(int64_param=100), - }, - ) - ], - ) - expected = { - "id": "123", - "model_name": "TestModel", - "model_version": "v1", - "outputs": [ - { - "name": "output-0", - "shape": [1, 2], - "datatype": "INT32", - "data": [1, 2], - "parameters": { - "test-str": "dummy", - "test-bool": True, - "test-int": 100, - }, - } - ], - "parameters": {"test-str": "dummy", "test-bool": True, "test-int": 100}, - } - res = infer_res.to_rest() - assert res == expected - - def test_to_grpc(self): - infer_res = InferResponse( - model_name="TestModel", - response_id="123", - model_version="v1", - parameters={"test-str": "dummy", "test-bool": True, "test-int": 100}, - infer_outputs=[ - InferOutput( - name="output-0", - datatype="INT32", - shape=[1, 2], - data=[1, 2], - parameters={ - "test-str": "dummy", - "test-bool": True, - "test-int": 100, - }, - ) - ], - ) - expected = ModelInferResponse( - model_name="TestModel", - id="123", - model_version="v1", - parameters={ - "test-str": InferParameter(string_param="dummy"), - "test-bool": InferParameter(bool_param=True), - "test-int": InferParameter(int64_param=100), + { + "name": "str_output", + "shape": [1], + "datatype": "BYTES", + "data": ["test"], }, - outputs=[ - { - "name": "output-0", - "shape": [1, 2], - "datatype": "INT32", - "contents": {"int_contents": [1, 2]}, - "parameters": { - "test-str": InferParameter(string_param="dummy"), - "test-bool": InferParameter(bool_param=True), - "test-int": InferParameter(int64_param=100), - }, - } - ], - ) - res = infer_res.to_grpc() - assert res == expected - - def test_from_grpc(self): - infer_res = ModelInferResponse( - model_name="TestModel", - id="123", - model_version="v1", - parameters={ - "test-str": InferParameter(string_param="dummy"), - "test-bool": InferParameter(bool_param=True), - "test-int": InferParameter(int64_param=100), + { + "name": "uint_output", + "shape": [1, 2], + "datatype": "UINT32", + "data": [1, 2], }, - outputs=[ + ], + } + assert json_length is None + + def test_infer_response_to_rest_with_mixed_binary_data(self): + infer_output1 = InferOutput( + name="output1", + shape=[1], + datatype="FP16", + data=np.array([1], dtype=np.float16), + parameters=None, + ) + infer_output1.set_data_from_numpy( + np.array([1], dtype=np.float16), binary_data=True + ) + infer_output2 = InferOutput( + name="output2", + shape=[1], + datatype="INT32", + data=[1], + parameters=None, + ) + infer_output2.set_data_from_numpy( + np.array([1], dtype=np.int32), binary_data=False + ) + infer_output3 = InferOutput( + name="output3", + shape=[1], + datatype="BYTES", + data=None, + parameters=None, + ) + infer_output3.set_data_from_numpy( + np.array(["test"], dtype=np.object_), binary_data=True + ) + infer_response = InferResponse( + response_id="1", + model_name="test_model", + infer_outputs=[infer_output1, infer_output2, infer_output3], + requested_outputs=[ + RequestedOutput(name="output1", parameters={"binary_data": True}), + RequestedOutput(name="output2", parameters={"binary_data": True}), + RequestedOutput(name="output3", parameters={"binary_data": False}), + ], + ) + result, json_length = infer_response.to_rest() + assert isinstance(result, bytes) + assert ( + result + == b'{"id":"1","model_name":"test_model","model_version":null,"outputs":[{"name":"output1","shape":[1],"datatype":"FP16","parameters":{"binary_data_size":2}},{"name":"output2","shape":[1],"datatype":"INT32","parameters":{"binary_data_size":4}},{"name":"output3","shape":[1],"datatype":"BYTES","data":["test"]}]}\x00<\x01\x00\x00\x00' + ) + assert json_length == 306 + + def test_infer_response_to_rest_with_binary_output_data_true(self): + infer_output1 = InferOutput( + name="output1", + shape=[1], + datatype="FP16", + data=[1], + parameters=None, + ) + infer_output2 = InferOutput( + name="output2", + shape=[1], + datatype="FP16", + data=None, + parameters=None, + ) + infer_output2.set_data_from_numpy( + np.array([1], dtype=np.float16), binary_data=True + ) + infer_output3 = InferOutput( + name="output3", + shape=[1], + datatype="BYTES", + data=[b"test"], + parameters=None, + ) + infer_response = InferResponse( + response_id="1", + model_name="test_model", + infer_outputs=[infer_output1, infer_output2, infer_output3], + use_binary_outputs=True, + ) + result, json_length = infer_response.to_rest() + assert isinstance(result, bytes) + assert ( + result + == b'{"id":"1","model_name":"test_model","model_version":null,"outputs":[{"name":"output1","shape":[1],"datatype":"FP16","parameters":{"binary_data_size":2}},{"name":"output2","shape":[1],"datatype":"FP16","parameters":{"binary_data_size":2}},{"name":"output3","shape":[1],"datatype":"BYTES","parameters":{"binary_data_size":8}}]}\x00<\x00<\x04\x00\x00\x00test' + ) + assert json_length == 325 + + def test_infer_response_to_rest_with_binary_output_data_precedence( + self, + ): + infer_output1 = InferOutput( + name="output1", + shape=[1], + datatype="FP16", + data=np.array([1], dtype=np.float16), + parameters=None, + ) + infer_output1.set_data_from_numpy( + np.array([1], dtype=np.float16), binary_data=True + ) + infer_output2 = InferOutput( + name="output2", + shape=[1], + datatype="INT32", + data=[1], + parameters=None, + ) + infer_output3 = InferOutput( + name="output3", + shape=[1], + datatype="BYTES", + data=["test"], + parameters=None, + ) + infer_response = InferResponse( + response_id="1", + model_name="test_model", + infer_outputs=[infer_output1, infer_output2, infer_output3], + use_binary_outputs=True, + requested_outputs=[ + RequestedOutput(name="output1", parameters={"binary_data": True}), + RequestedOutput(name="output2", parameters={"binary_data": False}), + RequestedOutput(name="output3", parameters={"binary_data": True}), + ], + ) + result, json_length = infer_response.to_rest() + assert isinstance(result, bytes) + assert ( + result + == b'{"id":"1","model_name":"test_model","model_version":null,"outputs":[{"name":"output1","shape":[1],"datatype":"FP16","parameters":{"binary_data_size":2}},{"name":"output2","shape":[1],"datatype":"INT32","data":[1]},{"name":"output3","shape":[1],"datatype":"BYTES","parameters":{"binary_data_size":8}}]}\x00<\x04\x00\x00\x00test' + ) + assert json_length == 301 + + def test_infer_response_to_rest_with_raw_data_with_binary_data_false( + self, + ): + infer_output = InferOutput( + name="output1", + shape=[3], + datatype="INT32", + ) + raw_data = b"\x01\x00\x00\x00\x02\x00\x00\x00\x03\x00\x00\x00" + infer_output._raw_data = raw_data + infer_request = InferResponse( + response_id="4be4e82f-5500-420a-a5c5-ac86841e271b", + model_name="test_model", + infer_outputs=[infer_output], + ) + infer_response, json_length = infer_request.to_rest() + assert infer_response == { + "id": "4be4e82f-5500-420a-a5c5-ac86841e271b", + "model_name": "test_model", + "model_version": None, + "outputs": [ + { + "name": "output1", + "shape": [3], + "datatype": "INT32", + "data": [1, 2, 3], + } + ], + } + assert json_length is None + + def test_infer_response_to_rest_missing_data_field(self): + infer_output = InferOutput( + name="input1", + shape=[1], + datatype="INT32", + parameters={"binary_data_size": 12}, + ) + infer_response = InferResponse( + response_id="1", + model_name="test_model", + infer_outputs=[infer_output], + ) + with pytest.raises(InvalidInput): + _, _ = infer_response.to_rest() + + def test_infer_response_from_bytes_happy_path(self): + model_name = "test_model" + response_bytes = b'{"id": "1", "model_name": "test_model", "outputs": [{"name": "output1", "shape": [1], "datatype": "INT32", "data": [1]}]}' + json_length = len(response_bytes) + + infer_response = InferResponse.from_bytes( + response_bytes, + json_length, + ) + + assert infer_response.id == "1" + assert infer_response.model_name == model_name + assert len(infer_response.outputs) == 1 + assert infer_response.outputs[0].name == "output1" + assert infer_response.outputs[0].shape == [1] + assert infer_response.outputs[0].datatype == "INT32" + assert infer_response.outputs[0].data == [1] + + def test_infer_response_from_bytes_with_binary_data(self): + serialized_str_data = serialize_byte_tensor( + np.array([b"cat", b"dog", b"bird", b"fish"], dtype=np.object_) + ).item() + model_name = "test_model" + response_bytes = json.dumps( + { + "model_name": model_name, + "id": "1", + "outputs": [ { - "name": "output-0", - "shape": [1, 2], - "datatype": "INT32", - "contents": {"int_contents": [1, 2]}, - "parameters": { - "test-str": InferParameter(string_param="dummy"), - "test-bool": InferParameter(bool_param=True), - "test-int": InferParameter(int64_param=100), - }, + "name": "output1", + "shape": [4], + "datatype": "BYTES", + "parameters": {"binary_data_size": len(serialized_str_data)}, } ], - ) - expected = InferResponse( - model_name="TestModel", - response_id="123", - model_version="v1", - parameters={ - "test-str": InferParameter(string_param="dummy"), - "test-bool": InferParameter(bool_param=True), - "test-int": InferParameter(int64_param=100), - }, - infer_outputs=[ - InferOutput( - name="output-0", - datatype="INT32", - shape=[1, 2], - data=[1, 2], - parameters={ - "test-str": InferParameter(string_param="dummy"), - "test-bool": InferParameter(bool_param=True), - "test-int": InferParameter(int64_param=100), - }, - ) - ], - from_grpc=True, - ) - res = InferResponse.from_grpc(infer_res) - assert res == expected + } + ).encode() + json_length = len(response_bytes) + + infer_response = InferResponse.from_bytes( + response_bytes + serialized_str_data, + json_length, + ) + + assert infer_response.id == "1" + assert infer_response.model_name == model_name + assert len(infer_response.outputs) == 1 + assert infer_response.outputs[0].name == "output1" + assert infer_response.outputs[0].shape == [4] + assert infer_response.outputs[0].datatype == "BYTES" + assert infer_response.outputs[0].data == ["cat", "dog", "bird", "fish"] + + def test_infer_response_from_bytes_with_missing_data(self): + response_bytes = b'{"id": "1", "model_name": "test_model", "outputs": [{"name": "output1", "shape": [1], "datatype": "INT32"}]}' + json_length = len(response_bytes) + + with pytest.raises(InvalidInput): + InferResponse.from_bytes(response_bytes, json_length) + + def test_infer_response_get_output_by_name_returns_correct_output(self): + infer_output1 = InferOutput( + name="output1", shape=[1], datatype="INT32", data=[1] + ) + infer_output2 = InferOutput( + name="output2", shape=[1], datatype="INT32", data=[2] + ) + infer_response = InferResponse( + response_id="1", + model_name="test_model", + infer_outputs=[infer_output1, infer_output2], + ) + + result = infer_response.get_output_by_name("output2") + + assert result == infer_output2 + + def test_infer_response_get_output_by_name_returns_none_for_non_existent_output( + self, + ): + infer_output1 = InferOutput( + name="output1", shape=[1], datatype="INT32", data=[1] + ) + infer_output2 = InferOutput( + name="output2", shape=[1], datatype="INT32", data=[2] + ) + infer_response = InferResponse( + response_id="1", + model_name="test_model", + infer_outputs=[infer_output1, infer_output2], + ) + + result = infer_response.get_output_by_name("output3") + + assert result is None + + +def test_contains_fp16_datatype_with_fp16_output(): + infer_output1 = InferOutput(name="output1", shape=[1], datatype="FP16", data=[1]) + infer_output2 = InferOutput(name="output2", shape=[1], datatype="INT32", data=[2]) + infer_response = InferResponse( + response_id="1", + model_name="test_model", + infer_outputs=[infer_output1, infer_output2], + ) + + assert _contains_fp16_datatype(infer_response) is True + + +def test_contains_fp16_datatype_without_fp16_output(): + infer_output = InferOutput(name="output1", shape=[1], datatype="INT32", data=[1]) + infer_response = InferResponse( + response_id="1", model_name="test_model", infer_outputs=[infer_output] + ) + + assert _contains_fp16_datatype(infer_response) is False + + +def test_contains_fp16_datatype_with_no_outputs(): + infer_response = InferResponse( + response_id="1", model_name="test_model", infer_outputs=[] + ) + + assert _contains_fp16_datatype(infer_response) is False diff --git a/python/kserve/test/test_inference_client.py b/python/kserve/test/test_inference_client.py new file mode 100644 index 0000000000..be762c4add --- /dev/null +++ b/python/kserve/test/test_inference_client.py @@ -0,0 +1,563 @@ +# Copyright 2024 The KServe Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import re + +import httpx +import numpy as np +import pytest +import pytest_asyncio + +from kserve import ModelServer, InferenceRESTClient, InferRequest, InferInput +from kserve.model_server import app as kserve_app +from kserve.errors import UnsupportedProtocol +from kserve.inference_client import RESTConfig +from kserve.protocol.infer_type import RequestedOutput +from kserve.protocol.rest.server import RESTServer +from test.test_server import DummyModel + + +@pytest.mark.asyncio +class TestInferenceRESTClient: + + @pytest_asyncio.fixture(scope="class") + async def app(self): + server = ModelServer() + rest_server = RESTServer( + kserve_app, server.dataplane, server.model_repository_extension + ) + rest_server.create_application() + model = DummyModel("TestModel") + model.load() + not_ready_model = DummyModel("NotReadyModel") + # model.load() # Model not loaded, i.e. not ready + server.register_model(model) + server.register_model(not_ready_model) + yield kserve_app + await server.model_repository_extension.unload("TestModel") + await server.model_repository_extension.unload("NotReadyModel") + kserve_app.routes.clear() + + @pytest_asyncio.fixture(scope="class") + async def rest_client(self, request, app): + config = RESTConfig( + transport=httpx.ASGITransport(app=app), verbose=True, protocol=request.param + ) + client = InferenceRESTClient(config=config) + yield client + await client.close() + + @pytest.mark.parametrize( + "rest_client, protocol", [("v1", "v1"), ("v2", "v2")], indirect=["rest_client"] + ) + async def test_is_server_ready(self, rest_client, protocol): + if protocol == "v2": + assert ( + await rest_client.is_server_ready( + "http://test-server", + headers={"Host": "test-server.com"}, + timeout=1.3, + ) + is True + ) + else: + # Unsupported protocol + with pytest.raises(UnsupportedProtocol, match="Unsupported protocol v1"): + await rest_client.is_server_ready( + "http://test-server", + headers={"Host": "test-server.com"}, + timeout=1.3, + ) + + @pytest.mark.parametrize( + "rest_client, protocol", + [("v1", "v1"), ("v2", "v2"), ("v3", "v3")], + indirect=["rest_client"], + ) + async def test_is_server_live(self, rest_client, protocol): + if protocol == "v3": + # Unsupported protocol + with pytest.raises(UnsupportedProtocol, match="Unsupported protocol v3"): + await rest_client.is_server_live( + "http://test-server", + headers={"Host": "test-server.com"}, + timeout=1.3, + ) + else: + assert ( + await rest_client.is_server_live( + "http://test-server", + headers={"Host": "test-server.com"}, + timeout=1.3, + ) + is True + ) + + @pytest.mark.parametrize( + "rest_client, protocol", + [("v1", "v1"), ("v2", "v2"), ("v3", "v3")], + indirect=["rest_client"], + ) + async def test_is_model_ready(self, rest_client, protocol): + if protocol == "v3": + # Unsupported protocol + with pytest.raises(UnsupportedProtocol, match="Unsupported protocol v3"): + await rest_client.is_model_ready( + "http://test-server", + "TestModel", + headers={"Host": "test-server.com"}, + timeout=1.3, + ) + else: + + # Ready model + assert ( + await rest_client.is_model_ready( + "http://test-server/", + "TestModel", + headers={"Host": "test-server.com"}, + timeout=1.3, + ) + is True + ) + # Not ready model + assert ( + await rest_client.is_model_ready( + "http://test-server", + "NotReadyModel", + headers={"Host": "test-server.com"}, + timeout=1.3, + ) + is False + ) + + @pytest.mark.parametrize( + "rest_client, protocol", + [("v1", "v1"), ("v2", "v2"), ("v3", "v3")], + indirect=["rest_client"], + ) + async def test_infer(self, rest_client, protocol): + if protocol == "v1": + input_data = {"instances": [1, 2]} + res = await rest_client.infer( + "http://test-server/", + model_name="TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + assert res["predictions"] == [1, 2] + + input_data = {"inputs": [1, 2]} + res = await rest_client.infer( + "http://test-server/", + model_name="TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + assert res["predictions"] == [1, 2] + + elif protocol == "v2": + request_id = "2ja0ls9j1309" + input_data = { + "id": request_id, + "parameters": {"test-param": "abc"}, + "inputs": [ + { + "name": "input-0", + "datatype": "INT32", + "shape": [2, 2], + "data": [[1, 2], [3, 4]], + "parameters": {"test-param": "abc"}, + } + ], + } + res = await rest_client.infer( + "http://test-server/", + model_name="TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + assert res.outputs[0].data == [1, 2, 3, 4] + assert res.id == request_id + + input_data = InferRequest( + model_name="TestModel", + request_id=request_id, + infer_inputs=[ + InferInput( + name="input-0", + datatype="INT32", + shape=[2, 2], + data=[[1, 2], [3, 4]], + parameters={"test-param": "abc"}, + ) + ], + parameters={"test-param": "abc"}, + ) + + res = await rest_client.infer( + "http://test-server/", + model_name="TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + assert res.outputs[0].data == [1, 2, 3, 4] + assert res.id == request_id + else: + # Unsupported protocol + input_data = {"instances": [1, 2]} + with pytest.raises(UnsupportedProtocol, match="Unsupported protocol v3"): + await rest_client.infer( + "http://test-server/", + model_name="TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + + # model_name not provided + input_data = {"instances": [1, 2]} + with pytest.raises(ValueError): + await rest_client.infer( + "http://test-server/", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + + @pytest.mark.parametrize( + "rest_client, protocol", + [("v2", "v2")], + indirect=["rest_client"], + ) + async def test_infer_with_all_binary_data(self, rest_client, protocol): + request_id = "2ja0ls9j1309" + fp16_data = np.array([[1.1, 2.22], [3.345, 4.34343]], dtype=np.float16) + input_data = InferRequest( + model_name="TestModel", + request_id=request_id, + infer_inputs=[ + InferInput( + name="input-0", + datatype="INT32", + shape=[2, 2], + data=[[1, 2], [3, 4]], + parameters={"test-param": "abc"}, + ), + InferInput( + name="fp16_data", + datatype="FP16", + shape=[2, 2], + parameters={"test-param": "abc"}, + ), + ], + parameters={"test-param": "abc", "binary_data_output": True}, + ) + input_data.inputs[1].set_data_from_numpy(fp16_data, binary_data=True) + + res = await rest_client.infer( + "http://test-server/", + model_name="TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + assert res.outputs[0].data == [1, 2, 3, 4] + assert res.id == request_id + + @pytest.mark.parametrize( + "rest_client, protocol", + [("v2", "v2")], + indirect=["rest_client"], + ) + async def test_infer_with_binary_data(self, rest_client, protocol): + request_id = "2ja0ls9j1309" + fp16_data = np.array([[1.1, 2.22], [3.345, 4.34343]], dtype=np.float16) + input_data = InferRequest( + model_name="TestModel", + request_id=request_id, + infer_inputs=[ + InferInput( + name="input-0", + datatype="INT32", + shape=[2, 2], + data=[[1, 2], [3, 4]], + parameters={"test-param": "abc"}, + ), + InferInput( + name="fp16_data", + datatype="FP16", + shape=[2, 2], + parameters={"test-param": "abc"}, + ), + ], + parameters={"test-param": "abc"}, + request_outputs=[ + RequestedOutput( + name="output-0", parameters={"binary_data_output": True} + ) + ], + ) + input_data.inputs[1].set_data_from_numpy(fp16_data, binary_data=True) + + res = await rest_client.infer( + "http://test-server/", + model_name="TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + assert res.outputs[0].data == [1, 2, 3, 4] + assert res.id == request_id + + # Because no versions of pytest-httpx match >v0.22.0,<0.23.0 + # and pytest-httpx (0.22.0) depends on httpx (==0.24.*), pytest-httpx (>=v0.22.0,<0.23.0) requires httpx (==0.24.*). + # So, because kserve depends on both httpx (^0.26.0) and pytest_httpx (~v0.22.0), version solving failed. + @pytest.mark.skip("pytest_httpx requires python >= 3.9") + @pytest.mark.parametrize( + "rest_client", ["v1", "v2", "v3"], indirect=["rest_client"] + ) + async def test_infer_graph_endpoint(self, rest_client, httpx_mock): + request_id = "2ja0ls9j1309" + httpx_mock.add_response( + url="http://test-server-v1", json={"predictions": [1, 2]} + ) + httpx_mock.add_response( + url="http://test-server-v2", + json={ + "id": request_id, + "outputs": [ + { + "name": "output-0", + "datatype": "INT32", + "shape": [2, 2], + "data": [1, 2, 3, 4], + } + ], + }, + ) + + async with httpx.AsyncClient() as client: + rest_client._client = client + input_data = {"instances": [1, 2]} + res = await rest_client.infer( + "http://test-server-v1", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + is_graph_endpoint=True, + ) + assert res["predictions"] == [1, 2] + + input_data = { + "id": request_id, + "parameters": {"test-param": "abc"}, + "inputs": [ + { + "name": "input-0", + "datatype": "INT32", + "shape": [2, 2], + "data": [[1, 2], [3, 4]], + "parameters": {"test-param": "abc"}, + } + ], + } + res = await rest_client.infer( + "http://test-server-v2", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + is_graph_endpoint=True, + ) + assert res["outputs"][0]["data"] == [1, 2, 3, 4] + assert res["id"] == request_id + + input_data = InferRequest( + model_name="TestModel", + request_id=request_id, + infer_inputs=[ + InferInput( + name="input-0", + datatype="INT32", + shape=[2, 2], + data=[[1, 2], [3, 4]], + parameters={"test-param": "abc"}, + ) + ], + parameters={"test-param": "abc"}, + ) + + res = await rest_client.infer( + "http://test-server-v2", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + is_graph_endpoint=True, + ) + assert res["outputs"][0]["data"] == [1, 2, 3, 4] + assert res["id"] == request_id + + # Because no versions of pytest-httpx match >v0.22.0,<0.23.0 + # and pytest-httpx (0.22.0) depends on httpx (==0.24.*), pytest-httpx (>=v0.22.0,<0.23.0) requires httpx (==0.24.*). + # So, because kserve depends on both httpx (^0.26.0) and pytest_httpx (~v0.22.0), version solving failed. + @pytest.mark.skip("pytest_httpx requires python >= 3.9") + @pytest.mark.parametrize( + "rest_client, protocol", + [("v1", "v1"), ("v2", "v2"), ("v3", "v3")], + indirect=["rest_client"], + ) + async def test_infer_path_based_routing(self, rest_client, protocol, httpx_mock): + request_id = "2ja0ls9j1309" + async with httpx.AsyncClient() as client: + rest_client._client = client + if protocol == "v1": + httpx_mock.add_response( + url=re.compile(r"http://test-server/serving/test/test-isvc/v1/*"), + json={"predictions": [1, 2]}, + ) + input_data = {"instances": [1, 2]} + res = await rest_client.infer( + "http://test-server/serving/test/test-isvc", + model_name="TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + assert res["predictions"] == [1, 2] + elif protocol == "v2": + httpx_mock.add_response( + url=re.compile(r"http://test-server/serving/test/test-isvc/v2/*"), + json={ + "id": request_id, + "outputs": [ + { + "name": "output-0", + "datatype": "INT32", + "shape": [2, 2], + "data": [1, 2, 3, 4], + } + ], + }, + ) + input_data = { + "id": request_id, + "parameters": {"test-param": "abc"}, + "inputs": [ + { + "name": "input-0", + "datatype": "INT32", + "shape": [2, 2], + "data": [[1, 2], [3, 4]], + "parameters": {"test-param": "abc"}, + } + ], + } + res = await rest_client.infer( + "http://test-server/serving/test/test-isvc", + model_name="TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + assert res.outputs[0].data == [1, 2, 3, 4] + assert res.id == request_id + + input_data = InferRequest( + model_name="TestModel", + request_id=request_id, + infer_inputs=[ + InferInput( + name="input-0", + datatype="INT32", + shape=[2, 2], + data=[[1, 2], [3, 4]], + parameters={"test-param": "abc"}, + ) + ], + parameters={"test-param": "abc"}, + ) + + res = await rest_client.infer( + "http://test-server/serving/test/test-isvc", + model_name="TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + assert res.outputs[0].data == [1, 2, 3, 4] + assert res.id == request_id + else: + # Unsupported protocol + input_data = {"instances": [1, 2]} + with pytest.raises( + UnsupportedProtocol, match="Unsupported protocol v3" + ): + await rest_client.infer( + "http://test-server/serving/test/test-isvc", + model_name="TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + + @pytest.mark.parametrize( + "rest_client, protocol", [("v1", "v1"), ("v2", "v2")], indirect=["rest_client"] + ) + async def test_explain(self, rest_client, protocol): + if protocol == "v1": + input_data = {"instances": [1, 2]} + res = await rest_client.explain( + "http://test-server", + "TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + assert res == {"predictions": [1, 2]} + + input_data = {"inputs": [1, 2]} + res = await rest_client.explain( + "http://test-server/", + "TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) + assert res == {"predictions": [1, 2]} + else: + # Unsupported protocol + with pytest.raises(UnsupportedProtocol, match="Unsupported protocol v2"): + input_data = input_data = { + "parameters": {"test-param": "abc"}, + "inputs": [ + { + "name": "input-0", + "datatype": "INT32", + "shape": [2, 2], + "data": [[1, 2], [3, 4]], + "parameters": {"test-param": "abc"}, + } + ], + } + await rest_client.explain( + "http://test-server", + "TestModel", + data=input_data, + headers={"Host": "test-server.com"}, + timeout=2, + ) diff --git a/python/kserve/test/test_model_repository.py b/python/kserve/test/test_model_repository.py index 19bf8134bb..20197058cd 100644 --- a/python/kserve/test/test_model_repository.py +++ b/python/kserve/test/test_model_repository.py @@ -11,6 +11,7 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. +import pytest from kserve import ModelRepository, Model from kserve.protocol.rest.openai import CompletionRequest, OpenAIModel @@ -57,30 +58,33 @@ def test_adding_openai_model(): assert actual.name == "openai-model" -def test_is_model_ready_nonexistent_model(): +@pytest.mark.asyncio +async def test_is_model_ready_nonexistent_model(): repo = ModelRepository() - actual = repo.is_model_ready("none-model") + actual = await repo.is_model_ready("none-model") assert actual is False -def test_is_model_ready_kserve_model(): +@pytest.mark.asyncio +async def test_is_model_ready_kserve_model(): repo = ModelRepository() model = Model(name="kserve-model") repo.update(model) with patch.object(model, "healthy"): model.healthy.side_effect = lambda: model.ready - actual = repo.is_model_ready("kserve-model") + actual = await repo.is_model_ready("kserve-model") assert actual is False model.load() - actual = repo.is_model_ready("kserve-model") + actual = await repo.is_model_ready("kserve-model") assert actual is True assert len(model.healthy.call_args) == 2 -def test_is_model_ready_openai_model(): +@pytest.mark.asyncio +async def test_is_model_ready_openai_model(): repo = ModelRepository() model = DummyOpenAIModel(name="openai-model") repo.update(model) - actual = repo.is_model_ready("openai-model") + actual = await repo.is_model_ready("openai-model") assert actual is True diff --git a/python/kserve/test/test_model_repository_extension.py b/python/kserve/test/test_model_repository_extension.py index 9410748e17..45801e4ea7 100644 --- a/python/kserve/test/test_model_repository_extension.py +++ b/python/kserve/test/test_model_repository_extension.py @@ -32,24 +32,23 @@ def model_repo_ext(self) -> ModelRepositoryExtension: return model_repo_ext async def test_index(self, model_repo_ext): - assert model_repo_ext.index() == [ - {"name": self.MODEL_NAME, "reason": "", "state": "Ready"} - ] + result = await model_repo_ext.index() + assert result == [{"name": self.MODEL_NAME, "reason": "", "state": "Ready"}] # Deploy another model model = DummyModel("TestModel_2") # model.load() # TestModel_2 is not loaded i.e. NotReady model_repo_ext._model_registry.update(model) - assert model_repo_ext.index() == [ + result = await model_repo_ext.index() + assert result == [ {"name": self.MODEL_NAME, "reason": "", "state": "Ready"}, {"name": "TestModel_2", "reason": "", "state": "NotReady"}, ] # List only ready models - assert model_repo_ext.index(filter_ready=True) == [ - {"name": self.MODEL_NAME, "reason": "", "state": "Ready"} - ] + result = await model_repo_ext.index(filter_ready=True) + assert result == [{"name": self.MODEL_NAME, "reason": "", "state": "Ready"}] async def test_load(self): model_repo_ext = ModelRepositoryExtension( diff --git a/python/kserve/test/test_model_server.py b/python/kserve/test/test_model_server.py index 0bb373f42e..d27b26a2df 100644 --- a/python/kserve/test/test_model_server.py +++ b/python/kserve/test/test_model_server.py @@ -15,7 +15,7 @@ import pytest from kserve import ModelServer -UNKNOWN_MODEL_TYPE_ERR_MESSAGE = "Unknown model collection types" +UNKNOWN_MODEL_TYPE_ERR_MESSAGE = "Unknown model collection type" def test_model_server_start_no_models(): diff --git a/python/kserve/test/test_server.py b/python/kserve/test/test_server.py index 0669b526f2..956f65a219 100644 --- a/python/kserve/test/test_server.py +++ b/python/kserve/test/test_server.py @@ -23,20 +23,27 @@ import avro.io import avro.schema import httpx +import numpy as np +import pandas as pd import pytest +import pytest_asyncio from cloudevents.conversion import to_binary, to_structured from cloudevents.http import CloudEvent from fastapi.testclient import TestClient from ray import serve from kserve import Model, ModelRepository, ModelServer -from kserve.errors import InvalidInput +from kserve.constants.constants import INFERENCE_CONTENT_LENGTH_HEADER +from kserve.errors import InvalidInput, NoModelReady from kserve.model import PredictorProtocol +from kserve.model_server import app as kserve_app +from kserve.ray import RayModel from kserve.protocol.infer_type import ( InferInput, InferOutput, InferRequest, InferResponse, + RequestedOutput, ) from kserve.protocol.rest.server import RESTServer from kserve.protocol.rest.v2_datamodels import is_pydantic_2 @@ -102,13 +109,22 @@ async def predict(self, request, headers=None): class TestStreamPredict: @pytest.fixture(scope="class") - def app(self): # pylint: disable=no-self-use + def server(self): + server = ModelServer() + rest_server = RESTServer( + kserve_app, server.dataplane, server.model_repository_extension + ) + rest_server.create_application() + yield server + kserve_app.routes.clear() + + @pytest_asyncio.fixture(scope="class") + async def app(self, server): # pylint: disable=no-self-use model = DummyStreamModel("TestModel") model.load() - server = ModelServer() server.register_model(model) - rest_server = RESTServer(server.dataplane, server.model_repository_extension) - return rest_server.create_application() + yield kserve_app + await server.model_repository_extension.unload("TestModel") @pytest.fixture(scope="class") def http_server_client(self, app): @@ -148,22 +164,20 @@ async def predict(self, request, headers=None): infer_response.outputs[0].parameters = request.inputs[0].parameters return infer_response else: - return {"predictions": request["instances"]} + if "inputs" in request: + return {"predictions": request["inputs"]} + else: + return {"predictions": request["instances"]} async def explain(self, request, headers=None): - return {"predictions": request["instances"]} + if "inputs" in request: + return {"predictions": request["inputs"]} + else: + return {"predictions": request["instances"]} @serve.deployment class DummyServeModel(Model): - def __init__(self, name): - super().__init__(name) - self.name = name - self.ready = False - - def load(self): - self.ready = True - async def predict(self, request, headers=None): if isinstance(request, InferRequest): inputs = get_predict_input(request) @@ -251,6 +265,79 @@ async def load(self, name: str) -> bool: return False +class DummyNeverReadyModel(Model): + def __init__(self, name): + super().__init__(name) + self.name = name + self.ready = False + + +class DummyFP16OutputModel(Model): + def __init__(self, name): + super().__init__(name) + self.name = name + self.ready = False + + def load(self): + self.ready = True + + async def predict(self, request, headers=None): + outputs = pd.DataFrame( + { + "fp16_output": request.get_input_by_name("fp32_input") + .as_numpy() + .astype(np.float16) + .flatten(), + "fp32_output": request.get_input_by_name("fp32_input") + .as_numpy() + .flatten(), + } + ) + # Fixme: Gets only the 1st element of the input + # inputs = get_predict_input(request) + infer_response = get_predict_response(request, outputs, self.name) + if request.parameters: + infer_response.parameters = request.parameters + infer_response.parameters.pop("binary_data_output", None) + if request.inputs[0].parameters: + infer_response.outputs[0].parameters = request.inputs[0].parameters + infer_response.outputs[0].parameters.pop("binary_data", None) + return infer_response + + +class DummyFP16InputModel(Model): + def __init__(self, name): + super().__init__(name) + self.name = name + self.ready = False + + def load(self): + self.ready = True + + async def predict(self, request, headers=None): + outputs = pd.DataFrame( + { + "str_output": request.get_input_by_name("str_input") + .as_numpy() + .flatten(), + "fp32_output": request.get_input_by_name("fp16_input") + .as_numpy() + .astype(np.float32) + .flatten(), + } + ) + # Fixme: Gets only the 1st element of the input + # inputs = get_predict_input(request) + infer_response = get_predict_response(request, outputs, self.name) + if request.parameters: + infer_response.parameters = request.parameters + infer_response.parameters.pop("binary_data_output", None) + if request.inputs[0].parameters: + infer_response.outputs[0].parameters = request.inputs[0].parameters + infer_response.outputs[0].parameters.pop("binary_data", None) + return infer_response + + @pytest.mark.asyncio class TestModel: async def test_validate(self): @@ -276,14 +363,24 @@ async def test_validate(self): class TestV1Endpoints: + @pytest.fixture(scope="class") - def app(self): + def server(self): + server = ModelServer(registered_models=ModelRepository()) + rest_server = RESTServer( + kserve_app, server.dataplane, server.model_repository_extension + ) + rest_server.create_application() + yield server + kserve_app.routes.clear() + + @pytest_asyncio.fixture(scope="class") + async def app(self, server): model = DummyModel("TestModel") model.load() - server = ModelServer() server.register_model(model) - rest_server = RESTServer(server.dataplane, server.model_repository_extension) - return rest_server.create_application() + yield kserve_app + await server.model_repository_extension.unload("TestModel") @pytest.fixture(scope="class") def http_server_client(self, app): @@ -337,13 +434,30 @@ def test_metrics_v1(self, http_server_client): class TestV2Endpoints: @pytest.fixture(scope="class") - def app(self): + def server(self): + server = ModelServer() + rest_server = RESTServer( + kserve_app, server.dataplane, server.model_repository_extension + ) + rest_server.create_application() + yield server + kserve_app.routes.clear() + + @pytest_asyncio.fixture(scope="class") + async def app(self, server): model = DummyModel("TestModel") model.load() - server = ModelServer() server.register_model(model) - rest_server = RESTServer(server.dataplane, server.model_repository_extension) - return rest_server.create_application() + fp16_input_model = DummyFP16InputModel("FP16InputModel") + fp16_input_model.load() + server.register_model(fp16_input_model) + fp16_output_model = DummyFP16OutputModel("FP16OutputModel") + fp16_output_model.load() + server.register_model(fp16_output_model) + yield kserve_app + await server.model_repository_extension.unload("TestModel") + await server.model_repository_extension.unload("FP16InputModel") + await server.model_repository_extension.unload("FP16OutputModel") @pytest.fixture(scope="class") def http_server_client(self, app): @@ -352,25 +466,23 @@ def http_server_client(self, app): def test_list_models_v2(self, http_server_client): resp = http_server_client.get("/v2/models") assert resp.status_code == 200 - assert resp.json() == {"models": ["TestModel"]} + assert resp.json() == { + "models": ["TestModel", "FP16InputModel", "FP16OutputModel"] + } def test_infer_v2(self, http_server_client): input_data = b'{"inputs": [{"name": "input-0","shape": [1, 2],"datatype": "INT32","data": [[1,2]]}]}' - resp = http_server_client.post("/v2/models/TestModel/infer", content=input_data) + resp = http_server_client.post( + "/v2/models/TestModel/infer", + content=input_data, + headers={"content-type": "application/json"}, + ) result = json.loads(resp.content) assert resp.status_code == 200 assert result["outputs"][0]["data"] == [1, 2] assert resp.headers["content-type"] == "application/json" - def test_explain_v2(self, http_server_client): - resp = http_server_client.post( - "/v1/models/TestModel:explain", content=b'{"instances":[[1,2]]}' - ) - assert resp.status_code == 200 - assert resp.content == b'{"predictions":[[1,2]]}' - assert resp.headers["content-type"] == "application/json" - def test_infer_parameters_v2(self, http_server_client): model_name = "TestModel" req = InferRequest( @@ -397,8 +509,8 @@ def test_infer_parameters_v2(self, http_server_client): ) ], ) - - input_data = json.dumps(req.to_rest()).encode("utf-8") + infer_dict, _ = req.to_rest() + input_data = json.dumps(infer_dict).encode("utf-8") expected_res = InferResponse( model_name=model_name, response_id="123", @@ -426,27 +538,299 @@ def test_infer_parameters_v2(self, http_server_client): resp = http_server_client.post("/v2/models/TestModel/infer", content=input_data) assert resp.status_code == 200 assert resp.headers["content-type"] == "application/json" - result = InferResponse.from_rest( - model_name=model_name, response=json.loads(resp.content) - ) + result = InferResponse.from_rest(response=json.loads(resp.content)) assert result == expected_res + def test_fp16_input_as_binary_data(self, http_server_client): + fp16_data = np.array( + [[6.8, 2.8, 4.8, 1.4], [6.0, 3.4, 4.5, 1.6]], dtype=np.float16 + ) + str_data = np.array( + [["cat", "dog", "cat", "dog"], ["cat", "dog", "cat", "dog"]], + dtype=np.object_, + ) + fp16_input = InferInput( + name="fp16_input", + shape=[2, 4], + datatype="FP16", + ) + fp16_input.set_data_from_numpy(fp16_data, binary_data=True) + request = InferRequest( + model_name="FP16InputModel", + request_id="123", + infer_inputs=[ + fp16_input, + InferInput( + name="str_input", + shape=[2, 4], + datatype="BYTES", + data=str_data.tolist(), + ), + ], + ) + req_bytes, json_length = request.to_rest() + assert isinstance(req_bytes, bytes) + resp = http_server_client.post( + "/v2/models/FP16InputModel/infer", + content=req_bytes, + headers={ + INFERENCE_CONTENT_LENGTH_HEADER: str(json_length), + "Content-Type": "application/octet-stream", + }, + ) + assert resp.status_code == 200 + assert ( + resp.content + == b'{"model_name":"FP16InputModel","model_version":null,"id":"123","parameters":null,"outputs":[{"name":"str_output","shape":[8],"datatype":"BYTES","parameters":null,"data":["cat","dog","cat","dog","cat","dog","cat","dog"]},{"name":"fp32_output","shape":[8],"datatype":"FP32","parameters":null,"data":[6.80078125,2.80078125,4.80078125,1.400390625,6.0,3.400390625,4.5,1.599609375]}]}' + ) + + def test_fp16_input_not_binary_data(self, http_server_client): + fp16_data = np.array( + [[6.8, 2.8, 4.8, 1.4], [6.0, 3.4, 4.5, 1.6]], dtype=np.float16 + ) + str_data = np.array( + [["cat", "dog", "cat", "dog"], ["cat", "dog", "cat", "dog"]], + dtype=np.object_, + ) + req_dict = { + "model_name": "FP16InputModel", + "request_id": "123", + "inputs": [ + { + "name": "fp16_input", + "shape": [2, 4], + "datatype": "FP16", + "data": fp16_data.tolist(), + }, + { + "name": "str_input", + "shape": [2, 4], + "datatype": "BYTES", + "data": str_data.tolist(), + }, + ], + } + resp = http_server_client.post( + "/v2/models/FP16InputModel/infer", + json=req_dict, + headers={ + "Content-Type": "application/json", + }, + ) + assert resp.status_code == 400 + + def test_fp16_output_as_binary_data(self, http_server_client): + fp32_data = np.array( + [[6.8, 2.8, 4.8, 1.4], [6.0, 3.4, 4.5, 1.6]], dtype=np.float32 + ) + request = InferRequest( + model_name="FP16OutputModel", + request_id="123", + infer_inputs=[ + InferInput( + name="fp32_input", + shape=[2, 4], + datatype="FP32", + data=fp32_data.tolist(), + ) + ], + request_outputs=[ + RequestedOutput( + name="fp16_output", + parameters={"binary_data": True}, + ), + RequestedOutput( + name="fp32_output", + parameters={"binary_data": False}, + ), + ], + ) + req_dict, _ = request.to_rest() + resp = http_server_client.post( + "/v2/models/FP16OutputModel/infer", + json=req_dict, + headers={ + "Content-Type": "application/json", + }, + ) + assert resp.status_code == 200 + assert ( + resp.content + == b'{"id":"123","model_name":"FP16OutputModel","model_version":null,"outputs":[{"name":"fp16_output","shape":[8],"datatype":"FP16","parameters":{"binary_data_size":16}},{"name":"fp32_output","shape":[8],"datatype":"FP32","data":[6.800000190734863,2.799999952316284,4.800000190734863,1.399999976158142,6.0,3.4000000953674316,4.5,1.600000023841858]}]}\xcdF\x9aA\xcdD\x9a=\x00F\xcdB\x80Df>' + ) + assert resp.headers.get(INFERENCE_CONTENT_LENGTH_HEADER) == "345" + + def test_fp16_output_not_binary_data(self, http_server_client): + fp32_data = np.array( + [[6.8, 2.8, 4.8, 1.4], [6.0, 3.4, 4.5, 1.6]], dtype=np.float32 + ) + req_dict = { + "model_name": "FP16OutputModel", + "request_id": "123", + "inputs": [ + { + "name": "fp32_input", + "shape": [2, 4], + "datatype": "FP32", + "data": fp32_data.tolist(), + } + ], + "outputs": [ + { + "name": "fp16_output", + }, + { + "name": "fp32_output", + "parameters": {"binary_data": False}, + }, + ], + } + resp = http_server_client.post( + "/v2/models/FP16OutputModel/infer", + json=req_dict, + headers={ + "Content-Type": "application/json", + }, + ) + assert resp.status_code == 400 + + def test_requested_output(self, http_server_client): + fp32_data = np.array( + [[6.8, 2.8, 4.8, 1.4], [6.0, 3.4, 4.5, 1.6]], dtype=np.float32 + ) + request = InferRequest( + model_name="FP16OutputModel", + request_id="123", + infer_inputs=[ + InferInput( + name="fp32_input", + shape=[2, 4], + datatype="FP32", + data=fp32_data.tolist(), + ) + ], + request_outputs=[ + RequestedOutput( + name="fp32_output", + parameters={"binary_data": False}, + ) + ], + ) + req_dict, _ = request.to_rest() + resp = http_server_client.post( + "/v2/models/FP16OutputModel/infer", + json=req_dict, + headers={ + "Content-Type": "application/json", + }, + ) + assert resp.status_code == 200 + assert ( + resp.content + == b'{"model_name":"FP16OutputModel","model_version":null,"id":"123","parameters":null,"outputs":[{"name":"fp32_output","shape":[8],"datatype":"FP32","parameters":null,"data":[6.800000190734863,2.799999952316284,4.800000190734863,1.399999976158142,6.0,3.4000000953674316,4.5,1.600000023841858]}]}' + ) + + def test_all_output_as_binary_data(self, http_server_client): + fp32_data = np.array( + [[6.8, 2.8, 4.8, 1.4], [6.0, 3.4, 4.5, 1.6]], dtype=np.float32 + ) + request = InferRequest( + model_name="FP16OutputModel", + request_id="123", + infer_inputs=[ + InferInput( + name="fp32_input", + shape=[2, 4], + datatype="FP32", + data=fp32_data.tolist(), + ) + ], + parameters={"binary_data_output": True}, + ) + req_dict, _ = request.to_rest() + resp = http_server_client.post( + "/v2/models/FP16OutputModel/infer", + json=req_dict, + headers={ + "Content-Type": "application/json", + }, + ) + assert resp.status_code == 200 + assert ( + resp.content + == b'{"id":"123","model_name":"FP16OutputModel","model_version":null,"outputs":[{"name":"fp16_output","shape":[8],"datatype":"FP16","parameters":{"binary_data_size":16}},{"name":"fp32_output","shape":[8],"datatype":"FP32","parameters":{"binary_data_size":32}}]}\xcdF\x9aA\xcdD\x9a=\x00F\xcdB\x80Df>\x9a\x99\xd9@333@\x9a\x99\x99@33\xb3?\x00\x00\xc0@\x9a\x99Y@\x00\x00\x90@\xcd\xcc\xcc?' + ) + assert resp.headers.get(INFERENCE_CONTENT_LENGTH_HEADER) == "256" + + def test_binary_data_parameter_precedence(self, http_server_client): + fp32_data = np.array( + [[6.8, 2.8, 4.8, 1.4], [6.0, 3.4, 4.5, 1.6]], dtype=np.float32 + ) + request = InferRequest( + model_name="FP16OutputModel", + request_id="123", + infer_inputs=[ + InferInput( + name="fp32_input", + shape=[2, 4], + datatype="FP32", + data=fp32_data.tolist(), + ) + ], + parameters={"binary_data_output": True}, + request_outputs=[ + RequestedOutput( + name="fp16_output", + parameters={"binary_data": True}, + ), + RequestedOutput( + name="fp32_output", + parameters={"binary_data": False}, + ), + ], + ) + req_dict, _ = request.to_rest() + resp = http_server_client.post( + "/v2/models/FP16OutputModel/infer", + json=req_dict, + headers={ + "Content-Type": "application/json", + }, + ) + assert resp.status_code == 200 + assert ( + resp.content + == b'{"id":"123","model_name":"FP16OutputModel","model_version":null,"outputs":[{"name":"fp16_output","shape":[8],"datatype":"FP16","parameters":{"binary_data_size":16}},{"name":"fp32_output","shape":[8],"datatype":"FP32","data":[6.800000190734863,2.799999952316284,4.800000190734863,1.399999976158142,6.0,3.4000000953674316,4.5,1.600000023841858]}]}\xcdF\x9aA\xcdD\x9a=\x00F\xcdB\x80Df>' + ) + assert resp.headers.get(INFERENCE_CONTENT_LENGTH_HEADER) == "345" + class TestRayServer: @pytest.fixture(scope="class") - def app(self): # pylint: disable=no-self-use + def server(self): + server = ModelServer() + rest_server = RESTServer( + kserve_app, server.dataplane, server.model_repository_extension + ) + rest_server.create_application() + yield server + kserve_app.routes.clear() + + @pytest_asyncio.fixture(scope="class") + async def app(self, server): # pylint: disable=no-self-use serve.start(http_options={"host": "0.0.0.0", "port": 9071}) # https://github.com/ray-project/ray/blob/releases/2.8.0/python/ray/serve/deployment.py#L256 - app = DummyServeModel.bind(name="TestModel") - handle = serve.run(app, name="TestModel", route_prefix="/") - - handle.load.remote() + model_name = "TestModel" + ray_app = DummyServeModel.bind(name=model_name) + handle = serve.run(ray_app, name=model_name, route_prefix="/") - server = ModelServer() - server.register_model_handle("TestModel", handle) - rest_server = RESTServer(server.dataplane, server.model_repository_extension) - return rest_server.create_application() + model = RayModel(model_name, handle=handle) + model.load() + server.register_model(model) + yield kserve_app + await server.model_repository_extension.unload("TestModel") + serve.shutdown() @pytest.fixture(scope="class") def http_server_client(self, app): @@ -502,12 +886,21 @@ def test_explain(self, http_server_client): class TestTFHttpServerModelNotLoaded: @pytest.fixture(scope="class") - def app(self): # pylint: disable=no-self-use - model = DummyModel("TestModel") + def server(self): server = ModelServer() + rest_server = RESTServer( + kserve_app, server.dataplane, server.model_repository_extension + ) + rest_server.create_application() + yield server + kserve_app.routes.clear() + + @pytest_asyncio.fixture(scope="class") + async def app(self, server): # pylint: disable=no-self-use + model = DummyModel("TestModel") server.register_model(model) - rest_server = RESTServer(server.dataplane, server.model_repository_extension) - return rest_server.create_application() + yield kserve_app + await server.model_repository_extension.unload("TestModel") @pytest.fixture(scope="class") def http_server_client(self, app): @@ -520,13 +913,22 @@ def test_model_not_ready_error(self, http_server_client): class TestTFHttpServerCloudEvent: @pytest.fixture(scope="class") - def app(self): # pylint: disable=no-self-use + def server(self): + server = ModelServer() + rest_server = RESTServer( + kserve_app, server.dataplane, server.model_repository_extension + ) + rest_server.create_application() + yield server + kserve_app.routes.clear() + + @pytest_asyncio.fixture(scope="class") + async def app(self, server): # pylint: disable=no-self-use model = DummyCEModel("TestModel") model.load() - server = ModelServer() server.register_model(model) - rest_server = RESTServer(server.dataplane, server.model_repository_extension) - return rest_server.create_application() + yield kserve_app + await server.model_repository_extension.unload("TestModel") @pytest.fixture(scope="class") def http_server_client(self, app): @@ -687,13 +1089,22 @@ def test_predict_ce_bytes_bad_hex_format_exception(self, http_server_client): class TestTFHttpServerAvroCloudEvent: @pytest.fixture(scope="class") - def app(self): # pylint: disable=no-self-use + def server(self): + server = ModelServer() + rest_server = RESTServer( + kserve_app, server.dataplane, server.model_repository_extension + ) + rest_server.create_application() + yield server + kserve_app.routes.clear() + + @pytest_asyncio.fixture(scope="class") + async def app(self, server): # pylint: disable=no-self-use model = DummyAvroCEModel("TestModel") model.load() - server = ModelServer() server.register_model(model) - rest_server = RESTServer(server.dataplane, server.model_repository_extension) - return rest_server.create_application() + yield kserve_app + await server.model_repository_extension.unload("TestModel") @pytest.fixture(scope="class") def http_server_client(self, app): @@ -730,12 +1141,16 @@ def test_predict_ce_avro_binary(self, http_server_client): class TestTFHttpServerLoadAndUnLoad: @pytest.fixture(scope="class") - def app(self): # pylint: disable=no-self-use + def app(self): server = ModelServer( registered_models=DummyModelRepository(test_load_success=True) ) - rest_server = RESTServer(server.dataplane, server.model_repository_extension) - return rest_server.create_application() + rest_server = RESTServer( + kserve_app, server.dataplane, server.model_repository_extension + ) + rest_server.create_application() + yield kserve_app + kserve_app.routes.clear() @pytest.fixture(scope="class") def http_server_client(self, app): @@ -756,12 +1171,16 @@ def test_unload(self, http_server_client): class TestTFHttpServerLoadAndUnLoadFailure: @pytest.fixture(scope="class") - def app(self): # pylint: disable=no-self-use + def app(self): server = ModelServer( registered_models=DummyModelRepository(test_load_success=False) ) - rest_server = RESTServer(server.dataplane, server.model_repository_extension) - return rest_server.create_application() + rest_server = RESTServer( + kserve_app, server.dataplane, server.model_repository_extension + ) + rest_server.create_application() + yield kserve_app + kserve_app.routes.clear() @pytest.fixture(scope="class") def http_server_client(self, app): @@ -780,12 +1199,21 @@ def test_unload_fail(self, http_server_client): class TestTFHttpServerModelNotReady: @pytest.fixture(scope="class") - def app(self): # pylint: disable=no-self-use - model = DummyModel("TestModel") + def server(self): server = ModelServer() + rest_server = RESTServer( + kserve_app, server.dataplane, server.model_repository_extension + ) + rest_server.create_application() + yield server + kserve_app.routes.clear() + + @pytest_asyncio.fixture(scope="class") + async def app(self, server): # pylint: disable=no-self-use + model = DummyModel("TestModel") server.register_model(model) - rest_server = RESTServer(server.dataplane, server.model_repository_extension) - return rest_server.create_application() + yield kserve_app + await server.model_repository_extension.unload("TestModel") @pytest.fixture(scope="class") def http_server_client(self, app): @@ -815,3 +1243,12 @@ def test_explain(self, http_server_client): "/v1/models/TestModel:explain", content=b'{"instances":[[1,2]]}' ) assert resp.status_code == 503 + + +class TestWithUnhealthyModel: + def test_with_not_ready_model(self): + model = DummyNeverReadyModel("Dummy") + server = ModelServer() + with pytest.raises(NoModelReady) as exc_info: + server.start([model]) + assert exc_info.type == NoModelReady diff --git a/python/kserve/test/test_v1beta1_ingress_config.py b/python/kserve/test/test_v1beta1_ingress_config.py index c566b1da93..48128c4913 100644 --- a/python/kserve/test/test_v1beta1_ingress_config.py +++ b/python/kserve/test/test_v1beta1_ingress_config.py @@ -50,7 +50,7 @@ def make_instance(self, include_optional): optional params are included""" # model = kserve.models.v1beta1_ingress_config.V1beta1IngressConfig() # noqa: E501 if include_optional: - return V1beta1IngressConfig(ingress_gateway="0", ingress_service="0") + return V1beta1IngressConfig(ingress_gateway="0") else: return V1beta1IngressConfig() diff --git a/python/lgb.Dockerfile b/python/lgb.Dockerfile index ebc83ae6f3..285f5ea151 100644 --- a/python/lgb.Dockerfile +++ b/python/lgb.Dockerfile @@ -1,12 +1,12 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 # Required for building packages for arm64 arch RUN apt-get update && apt-get install -y --no-install-recommends python3-dev build-essential && apt-get clean && \ @@ -32,7 +32,7 @@ COPY lgbserver lgbserver RUN cd lgbserver && poetry install --no-interaction --no-cache -FROM ${BASE_IMAGE} as prod +FROM ${BASE_IMAGE} AS prod COPY third_party third_party diff --git a/python/lgbserver/lgbserver/__main__.py b/python/lgbserver/lgbserver/__main__.py index 1363a9abdb..722de3e3ea 100644 --- a/python/lgbserver/lgbserver/__main__.py +++ b/python/lgbserver/lgbserver/__main__.py @@ -42,13 +42,17 @@ try: model.load() # LightGBM doesn't support multi-process, so the number of http server workers should be 1. - kserve.ModelServer(workers=1).start([model] if model.ready else []) + kserve.ModelServer(workers=1).start([model]) except ModelMissingError: logger.error( - f"fail to load model {args.model_name} from dir {args.model_dir}," + f"failed to load model {args.model_name} from dir {args.model_dir}," f"trying to load from model repository." ) + # Case 1: Model will be loaded from model repository automatically, if present + # Case 2: In the event that the model repository is empty, it's possible that this is a scenario for + # multi-model serving. In such a case, models are loaded dynamically using the TrainedModel. + # Therefore, we start the server without any preloaded models model_repository = LightGBMModelRepository(args.model_dir, args.nthread) # LightGBM doesn't support multi-process, so the number of http server workers should be 1. server = kserve.ModelServer(workers=1, registered_models=model_repository) - server.start([model] if model.ready else []) + server.start([]) diff --git a/python/lgbserver/lgbserver/test_model.py b/python/lgbserver/lgbserver/test_model.py index 42354a13f5..f700e55e0b 100644 --- a/python/lgbserver/lgbserver/test_model.py +++ b/python/lgbserver/lgbserver/test_model.py @@ -84,7 +84,8 @@ def test_model(): ) infer_request = InferRequest(model_name="model", infer_inputs=[infer_input]) infer_response = model.predict(infer_request) - assert infer_response.to_rest()["outputs"] == [ + infer_dict, _ = infer_response.to_rest() + assert infer_dict["outputs"] == [ { "name": "output-0", "shape": [2, 3], diff 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Not intended for use outside KServe Frameworks Images." authors = ["Lin Yiming "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" @@ -20,7 +20,7 @@ optional = true [tool.poetry.group.test.dependencies] pytest = "^7.2.0" -pytest-asyncio = "^0.20.3" +pytest-asyncio = ">=0.23.4, <1.0.0" pytest-cov = "^4.0.0" mypy = "^0.991" diff --git a/python/paddle.Dockerfile b/python/paddle.Dockerfile index c583c155f4..292faa7b71 100644 --- a/python/paddle.Dockerfile +++ b/python/paddle.Dockerfile @@ -1,12 +1,12 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 # Required for building packages for arm64 arch RUN apt-get update && apt-get install -y --no-install-recommends python3-dev build-essential && apt-get clean && \ @@ -32,7 +32,7 @@ COPY paddleserver paddleserver RUN cd paddleserver && poetry install --no-interaction --no-cache -FROM ${BASE_IMAGE} as prod +FROM ${BASE_IMAGE} AS prod COPY third_party third_party diff --git a/python/paddleserver/paddleserver/test_model.py b/python/paddleserver/paddleserver/test_model.py index 81b9b01315..532b7d90f5 100644 --- a/python/paddleserver/paddleserver/test_model.py +++ b/python/paddleserver/paddleserver/test_model.py @@ -66,6 +66,7 @@ def test_img(filename: str, expected: int): ) infer_request = InferRequest(model_name="model", infer_inputs=[infer_input]) response = server.predict(infer_request) - assert response.to_rest()["outputs"][0]["data"][0] == 1.0 + infer_dict, _ = response.to_rest() + assert infer_dict["outputs"][0]["data"][0] == 1.0 test_img("test_mask_detection.jpg", 3) diff --git a/python/paddleserver/poetry.lock b/python/paddleserver/poetry.lock index e647e15819..0b22b8d615 100644 --- 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+version = "0.14.0rc0" description = "Model Server implementation for Paddle. Not intended for use outside KServe Frameworks Images" authors = ["Zhengyuan Zhang "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" @@ -12,7 +12,7 @@ packages = [ [tool.poetry.dependencies] python = ">=3.8,<3.12" kserve = {path = "../kserve", extras = ["storage"], develop = true} -paddlepaddle = "^2.6.0" +paddlepaddle = {version="^2.6.1", markers = "platform_system != 'Windows'"} [tool.poetry.group.test] optional = true diff --git a/python/pmml.Dockerfile b/python/pmml.Dockerfile index f5991b829a..9fa346b6f0 100644 --- a/python/pmml.Dockerfile +++ b/python/pmml.Dockerfile @@ -1,20 +1,21 @@ -ARG PYTHON_VERSION=3.9 -ARG JAVA_VERSION=11 -ARG BASE_IMAGE=openjdk:${JAVA_VERSION}-slim +ARG PYTHON_VERSION=3.11 +ARG JAVA_VERSION=21 +ARG BASE_IMAGE=openjdk:${JAVA_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder ARG PYTHON_VERSION # Install python RUN apt-get update && \ - apt-get install -y --no-install-recommends "python${PYTHON_VERSION}" "python${PYTHON_VERSION}-dev" "python${PYTHON_VERSION}-venv" gcc && \ + apt-get install -y --no-install-recommends "python${PYTHON_VERSION}" "python${PYTHON_VERSION}-dev" "python${PYTHON_VERSION}-venv" \ + gcc build-essential && \ apt-get clean && \ rm -rf /var/lib/apt/lists/* # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" @@ -36,7 +37,7 @@ COPY pmmlserver pmmlserver RUN cd pmmlserver && poetry install --no-interaction --no-cache -FROM ${BASE_IMAGE} as prod +FROM ${BASE_IMAGE} AS prod COPY third_party third_party diff --git a/python/pmmlserver/pmmlserver/model.py b/python/pmmlserver/pmmlserver/model.py index 863f0737ca..67aa2c5910 100644 --- a/python/pmmlserver/pmmlserver/model.py +++ b/python/pmmlserver/pmmlserver/model.py @@ -17,7 +17,7 @@ import pandas as pd from jpmml_evaluator import make_evaluator -from jpmml_evaluator.py4j import Py4JBackend, launch_gateway +from jpmml_evaluator.py4j import Py4JBackend from kserve.errors import ModelMissingError, InferenceError from kserve.storage import Storage from kserve import Model @@ -35,7 +35,6 @@ def __init__(self, name: str, model_dir: str): self.ready = False self.evaluator = None self.input_fields = [] - self._gateway = None self._backend = None def load(self) -> bool: @@ -52,9 +51,8 @@ def load(self) -> bool: "More than one model file is detected, " f"Only one is allowed within model_dir: {model_files}" ) - self._gateway = launch_gateway() - self._backend = Py4JBackend(self._gateway) - self.evaluator = make_evaluator(self._backend, model_files[0]).verify() + self._backend = Py4JBackend() + self.evaluator = make_evaluator(model_files[0], self._backend).verify() self.input_fields = [ inputField.getName() for inputField in self.evaluator.getInputFields() ] diff --git a/python/pmmlserver/pmmlserver/test_model.py 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Not intended for use outside KServe Frameworks Images." authors = ["AnyISalIn "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" @@ -12,7 +12,7 @@ packages = [ [tool.poetry.dependencies] python = ">=3.8,<3.12" kserve = { path = "../kserve", extras = ["storage"], develop = true } -jpmml-evaluator = "~0.5.1" +jpmml-evaluator = "~0.10.2" [tool.poetry.group.test] optional = true @@ -21,7 +21,7 @@ optional = true pytest = "^7.2.0" pytest-cov = "^4.0.0" mypy = "^0.991" -pytest-asyncio = "^0.20.3" +pytest-asyncio = ">=0.23.4, <1.0.0" [tool.poetry.group.dev] optional = true diff --git a/python/sklearn.Dockerfile b/python/sklearn.Dockerfile index 930a44759a..61a73d2897 100644 --- a/python/sklearn.Dockerfile +++ b/python/sklearn.Dockerfile @@ -1,12 +1,12 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM 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"0.13.0" +version = "0.14.0rc0" description = "Model Server implementation for scikit-learn. Not intended for use outside KServe Frameworks Images." authors = ["singhan "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" @@ -23,7 +23,7 @@ optional = true pytest = "^7.2.0" pytest-cov = "^4.0.0" mypy = "^0.991" -pytest-asyncio = "^0.20.3" +pytest-asyncio = ">=0.23.4, <1.0.0" [tool.poetry.group.dev] optional = true diff --git a/python/sklearnserver/sklearnserver/__main__.py b/python/sklearnserver/sklearnserver/__main__.py index 9bca3337b1..2bf980fad0 100644 --- a/python/sklearnserver/sklearnserver/__main__.py +++ b/python/sklearnserver/sklearnserver/__main__.py @@ -33,14 +33,17 @@ model = SKLearnModel(args.model_name, args.model_dir) try: model.load() - kserve.ModelServer().start([model] if model.ready else []) + kserve.ModelServer().start([model]) except ModelMissingError: logger.error( - f"fail to locate model file for model {args.model_name} under dir {args.model_dir}," + f"failed to locate model file for model {args.model_name} under dir {args.model_dir}," f"trying loading from model repository." ) - + # Case 1: Model will be loaded from model repository automatically, if present + # Case 2: In the event that the model repository is empty, it's possible that this is a scenario for + # multi-model serving. In such a case, models are loaded dynamically using the TrainedModel. + # Therefore, we start the server without any preloaded models kserve.ModelServer( registered_models=SKLearnModelRepository(args.model_dir) - ).start([model] if model.ready else []) + ).start([]) diff --git a/python/sklearnserver/sklearnserver/test_model.py b/python/sklearnserver/sklearnserver/test_model.py index 2cd86469fa..e73ddc8902 100644 --- a/python/sklearnserver/sklearnserver/test_model.py +++ b/python/sklearnserver/sklearnserver/test_model.py @@ -92,7 +92,8 @@ def test_model_joblib(): ) infer_request = InferRequest(model_name="model", infer_inputs=[infer_input]) infer_response = model.predict(infer_request) - assert infer_response.to_rest()["outputs"][0]["data"] == [0] + infer_dict, _ = infer_response.to_rest() + assert infer_dict["outputs"][0]["data"] == [0] def test_mixedtype_model_joblib(): @@ -118,7 +119,8 @@ def test_mixedtype_model_joblib(): # test v2 infer call for mixed type input infer_request = create_v2_request(request=request, model_name="model") infer_response = model.predict(infer_request) - assert infer_response.to_rest()["outputs"][0]["data"] == [12.202832815138274] + infer_dict, _ = infer_response.to_rest() + assert infer_dict["outputs"][0]["data"] == [12.202832815138274] def test_model_pickle(): diff --git a/python/storage-initializer.Dockerfile b/python/storage-initializer.Dockerfile index 303f9322ae..283c8d8efa 100644 --- a/python/storage-initializer.Dockerfile +++ b/python/storage-initializer.Dockerfile @@ -1,4 +1,4 @@ -ARG PYTHON_VERSION=3.9 +ARG PYTHON_VERSION=3.11 ARG VENV_PATH=/prod_venv FROM registry.access.redhat.com/ubi8/ubi-minimal:latest as builder @@ -8,7 +8,7 @@ RUN microdnf install -y --disablerepo=* --enablerepo=ubi-8-baseos-rpms --enabler # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 RUN python -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" diff --git a/python/success_200_isvc.Dockerfile b/python/success_200_isvc.Dockerfile index 6bfd0f42c4..22db97f735 100644 --- a/python/success_200_isvc.Dockerfile +++ b/python/success_200_isvc.Dockerfile @@ -1,15 +1,15 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder RUN apt-get update && apt-get install -y gcc python3-dev && apt-get clean && \ rm -rf /var/lib/apt/lists/* # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" @@ -33,7 +33,7 @@ COPY test_resources/graph/success_200_isvc success_200_isvc RUN cd success_200_isvc && poetry install --no-interaction --no-cache -FROM ${BASE_IMAGE} as prod +FROM ${BASE_IMAGE} AS prod COPY third_party third_party diff --git a/python/test_resources/graph/error_404_isvc/model.py b/python/test_resources/graph/error_404_isvc/model.py index 0364f02b25..455c8f6150 100644 --- a/python/test_resources/graph/error_404_isvc/model.py +++ b/python/test_resources/graph/error_404_isvc/model.py @@ -18,7 +18,7 @@ import kserve from fastapi import HTTPException -from kserve import logging +from kserve import logging, InferResponse from kserve.model import InferRequest, ModelInferRequest @@ -32,8 +32,10 @@ def load(self): self.ready = True def predict( - self, payload: Union[Dict, InferRequest, ModelInferRequest], headers - ) -> Dict: + self, + payload: Union[Dict, InferRequest, ModelInferRequest], + headers: Dict[str, str] = None, + ) -> Union[Dict, InferResponse]: raise HTTPException(status_code=404, detail="Intentional 404 code") diff --git a/python/test_resources/graph/error_404_isvc/poetry.lock 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"0.14.0rc0" description = "Custom isvc that always returns 404 with a JSON message" authors = ["The KServe Authors"] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/test_resources/graph/success_200_isvc/model.py b/python/test_resources/graph/success_200_isvc/model.py index 5b4fac71c5..23c150b1b1 100644 --- a/python/test_resources/graph/success_200_isvc/model.py +++ b/python/test_resources/graph/success_200_isvc/model.py @@ -16,7 +16,7 @@ from typing import Dict, Union import kserve -from kserve import logging +from kserve import InferResponse, logging from kserve.model import InferRequest, ModelInferRequest @@ -30,9 +30,11 @@ def load(self): self.ready = True def predict( - self, payload: Union[Dict, InferRequest, ModelInferRequest], headers - ) -> Dict: - return {"message": "SUCCESS"} + self, + payload: Union[Dict, InferRequest, ModelInferRequest], + headers: Dict[str, str] = None, + ) -> Union[Dict, InferResponse]: + return {"predictions": 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+version = "0.14.0rc0" description = "Custom isvc that always returns 200 with a JSON SUCCESS message" authors = ["The KServe Authors"] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/xgb.Dockerfile b/python/xgb.Dockerfile index fabfac9aa8..5ba57eadb1 100644 --- a/python/xgb.Dockerfile +++ b/python/xgb.Dockerfile @@ -1,12 +1,12 @@ -ARG PYTHON_VERSION=3.9 -ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG PYTHON_VERSION=3.11 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bookworm ARG VENV_PATH=/prod_venv -FROM ${BASE_IMAGE} as builder +FROM ${BASE_IMAGE} AS builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.7.1 +ARG POETRY_VERSION=1.8.3 # Required for building packages for arm64 arch RUN apt-get update && apt-get install -y --no-install-recommends python3-dev build-essential && apt-get clean && \ @@ -32,7 +32,7 @@ COPY xgbserver xgbserver RUN cd xgbserver && poetry install --no-interaction --no-cache -FROM 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Not intended for use outside KServe Frameworks Images." authors = ["Ellis Tarn "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" @@ -22,7 +22,7 @@ scikit-learn = "~1.2.2" pytest = "^7.2.0" pytest-cov = "^4.0.0" mypy = "^0.991" -pytest-asyncio = "^0.20.3" +pytest-asyncio = ">=0.23.4, <1.0.0" [tool.poetry.group.dev] optional = true diff --git a/python/xgbserver/xgbserver/__main__.py b/python/xgbserver/xgbserver/__main__.py index 0baac9f282..da7bcf0449 100644 --- a/python/xgbserver/xgbserver/__main__.py +++ b/python/xgbserver/xgbserver/__main__.py @@ -41,13 +41,16 @@ model = XGBoostModel(args.model_name, args.model_dir, args.nthread) try: model.load() - kserve.ModelServer().start([model] if model.ready else []) + kserve.ModelServer().start([model]) except ModelMissingError: logger.error( - f"fail to locate model file for model {args.model_name} under dir {args.model_dir}," + f"failed to locate model file for model {args.model_name} under dir {args.model_dir}," f"trying loading from model repository." ) - + # Case 1: Model will be loaded from model repository automatically, if present + # Case 2: In the event that the model repository is empty, it's possible that this is a scenario for + # multi-model serving. In such a case, models are loaded dynamically using the TrainedModel. + # Therefore, we start the server without any preloaded models kserve.ModelServer( registered_models=XGBoostModelRepository(args.model_dir, args.nthread) - ).start([model] if model.ready else []) + ).start([]) diff --git a/python/xgbserver/xgbserver/test_model.py b/python/xgbserver/xgbserver/test_model.py index 5422fb8740..04c9557012 100644 --- a/python/xgbserver/xgbserver/test_model.py +++ b/python/xgbserver/xgbserver/test_model.py @@ -55,7 +55,8 @@ def test_bst_model(): ) infer_request = InferRequest(model_name="model", infer_inputs=[infer_input]) infer_response = model.predict(infer_request) - assert infer_response.to_rest()["outputs"][0]["data"] == [0] + infer_dict, _ = infer_response.to_rest() + assert infer_dict["outputs"][0]["data"] == [0] def test_json_model(): @@ -86,7 +87,8 @@ def test_json_model(): ) infer_request = InferRequest(model_name="model", infer_inputs=[infer_input]) infer_response = model.predict(infer_request) - assert infer_response.to_rest()["outputs"][0]["data"] == [0] + infer_dict, _ = infer_response.to_rest() + assert infer_dict["outputs"][0]["data"] == [0] def test_ubj_model(): @@ -117,4 +119,5 @@ def test_ubj_model(): ) infer_request = InferRequest(model_name="model", infer_inputs=[infer_input]) infer_response = model.predict(infer_request) - assert infer_response.to_rest()["outputs"][0]["data"] == [0] + infer_dict, _ = infer_response.to_rest() + assert infer_dict["outputs"][0]["data"] == [0] diff --git a/qpext/qpext.Dockerfile b/qpext/qpext.Dockerfile index 030ff144a8..3c9a3c6d55 100644 --- a/qpext/qpext.Dockerfile +++ b/qpext/qpext.Dockerfile @@ -1,5 +1,5 @@ # Build the inference qpext binary -FROM golang:1.21 as builder +FROM golang:1.21 AS builder # Copy in the go src WORKDIR /go/src/github.com/kserve/kserve/qpext diff --git a/router.Dockerfile b/router.Dockerfile index 109cdab354..f644194236 100644 --- a/router.Dockerfile +++ b/router.Dockerfile @@ -26,4 +26,4 @@ WORKDIR /ko-app COPY --from=builder /go/src/github.com/kserve/kserve/router /ko-app/ USER 1000:1000 -ENTRYPOINT ["/ko-app/router"] \ No newline at end of file +ENTRYPOINT ["/ko-app/router"] diff --git a/test/crds/serving.kserve.io_inferenceservices.yaml b/test/crds/serving.kserve.io_inferenceservices.yaml index 2af70c1da6..b0852dd9c6 100644 --- a/test/crds/serving.kserve.io_inferenceservices.yaml +++ b/test/crds/serving.kserve.io_inferenceservices.yaml @@ -1,1898 +1,3 @@ -#apiVersion: apiextensions.k8s.io/v1 -#kind: CustomResourceDefinition -#metadata: -# annotations: -# controller-gen.kubebuilder.io/version: v0.12.0 -# name: clusterservingruntimes.serving.kserve.io -#spec: -# group: serving.kserve.io -# names: -# kind: ClusterServingRuntime -# listKind: ClusterServingRuntimeList -# plural: clusterservingruntimes -# singular: clusterservingruntime -# scope: Cluster -# versions: -# - additionalPrinterColumns: -# - jsonPath: .spec.disabled -# name: Disabled -# type: boolean -# - jsonPath: .spec.supportedModelFormats[*].name -# name: ModelType -# type: string -# - jsonPath: .spec.containers[*].name -# name: Containers -# type: string -# - jsonPath: .metadata.creationTimestamp -# name: Age -# type: date -# name: v1alpha1 -# schema: -# openAPIV3Schema: -# properties: -# apiVersion: -# type: string -# kind: -# type: string -# metadata: -# type: object -# spec: -# properties: -# affinity: -# properties: -# nodeAffinity: -# properties: -# preferredDuringSchedulingIgnoredDuringExecution: -# items: -# properties: -# preference: -# properties: -# matchExpressions: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# matchFields: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# type: object -# x-kubernetes-map-type: atomic -# weight: -# format: int32 -# type: integer -# required: -# - preference -# - weight -# type: object -# type: array -# requiredDuringSchedulingIgnoredDuringExecution: -# properties: -# nodeSelectorTerms: -# items: -# properties: -# matchExpressions: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# matchFields: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# type: object -# x-kubernetes-map-type: atomic -# type: array -# required: -# - nodeSelectorTerms -# type: object -# x-kubernetes-map-type: atomic -# type: object -# podAffinity: -# properties: -# preferredDuringSchedulingIgnoredDuringExecution: -# items: -# properties: -# podAffinityTerm: -# properties: -# labelSelector: -# properties: -# matchExpressions: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# matchLabels: -# additionalProperties: -# type: string -# type: object -# type: object -# x-kubernetes-map-type: atomic -# namespaceSelector: -# properties: -# matchExpressions: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# matchLabels: -# additionalProperties: -# type: string -# type: object -# type: object -# x-kubernetes-map-type: atomic -# namespaces: -# items: -# type: string -# type: array -# topologyKey: -# type: string -# required: -# - topologyKey -# type: object -# weight: -# format: int32 -# type: integer -# required: -# - podAffinityTerm -# - weight -# type: object -# type: array -# requiredDuringSchedulingIgnoredDuringExecution: -# items: -# properties: -# labelSelector: -# properties: -# matchExpressions: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# matchLabels: -# additionalProperties: -# type: string -# type: object -# type: object -# x-kubernetes-map-type: atomic -# namespaceSelector: -# properties: -# matchExpressions: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# matchLabels: -# additionalProperties: -# type: string -# type: object -# type: object -# x-kubernetes-map-type: atomic -# namespaces: -# items: -# type: string -# type: array -# topologyKey: -# type: string -# required: -# - topologyKey -# type: object -# type: array -# type: object -# podAntiAffinity: -# properties: -# preferredDuringSchedulingIgnoredDuringExecution: -# items: -# properties: -# podAffinityTerm: -# properties: -# labelSelector: -# properties: -# matchExpressions: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# matchLabels: -# additionalProperties: -# type: string -# type: object -# type: object -# x-kubernetes-map-type: atomic -# namespaceSelector: -# properties: -# matchExpressions: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# matchLabels: -# additionalProperties: -# type: string -# type: object -# type: object -# x-kubernetes-map-type: atomic -# namespaces: -# items: -# type: string -# type: array -# topologyKey: -# type: string -# required: -# - topologyKey -# type: object -# weight: -# format: int32 -# type: integer -# required: -# - podAffinityTerm -# - weight -# type: object -# type: array -# requiredDuringSchedulingIgnoredDuringExecution: -# items: -# properties: -# labelSelector: -# properties: -# matchExpressions: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# matchLabels: -# additionalProperties: -# type: string -# type: object -# type: object -# x-kubernetes-map-type: atomic -# namespaceSelector: -# properties: -# matchExpressions: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# matchLabels: -# additionalProperties: -# type: string -# type: object -# type: object -# x-kubernetes-map-type: atomic -# namespaces: -# items: -# type: string -# type: array -# topologyKey: -# type: string -# required: -# - topologyKey -# type: object -# type: array -# type: object -# type: object -# annotations: -# additionalProperties: -# type: string -# type: object -# builtInAdapter: -# properties: -# env: -# items: -# properties: -# name: -# type: string -# value: -# type: string -# valueFrom: -# properties: -# configMapKeyRef: -# properties: -# key: -# type: string -# name: -# type: string -# optional: -# type: boolean -# required: -# - key -# type: object -# x-kubernetes-map-type: atomic -# fieldRef: -# properties: -# apiVersion: -# type: string -# fieldPath: -# type: string -# required: -# - fieldPath -# type: object -# x-kubernetes-map-type: atomic -# resourceFieldRef: -# properties: -# containerName: -# type: string -# divisor: -# anyOf: -# - type: integer -# - type: string -# pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ -# x-kubernetes-int-or-string: true -# resource: -# type: string -# required: -# - resource -# type: object -# x-kubernetes-map-type: atomic -# secretKeyRef: -# properties: -# key: -# type: string -# name: -# type: string -# optional: -# type: boolean -# required: -# - key -# type: object -# x-kubernetes-map-type: atomic -# type: object -# required: -# - name -# type: object -# type: array -# memBufferBytes: -# type: integer -# modelLoadingTimeoutMillis: -# type: integer -# runtimeManagementPort: -# type: integer -# serverType: -# type: string -# type: object -# containers: -# items: -# properties: -# args: -# items: -# type: string -# type: array -# command: -# items: -# type: string -# type: array -# env: -# items: -# properties: -# name: -# type: string -# value: -# type: string -# valueFrom: -# properties: -# configMapKeyRef: -# properties: -# key: -# type: string -# name: -# type: string -# optional: -# type: boolean -# required: -# - key -# type: object -# x-kubernetes-map-type: atomic -# fieldRef: -# properties: -# apiVersion: -# type: string -# fieldPath: -# type: string -# required: -# - fieldPath -# type: object -# x-kubernetes-map-type: atomic -# resourceFieldRef: -# properties: -# containerName: -# type: string -# divisor: -# anyOf: -# - type: integer -# - type: string -# pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ -# x-kubernetes-int-or-string: true -# resource: -# type: string -# required: -# - resource -# type: object -# x-kubernetes-map-type: atomic -# secretKeyRef: -# properties: -# key: -# type: string -# name: -# type: string -# optional: -# type: boolean -# required: -# - key -# type: object -# x-kubernetes-map-type: atomic -# type: object -# required: -# - name -# type: object -# type: array -# envFrom: -# items: -# properties: -# configMapRef: -# properties: -# name: -# type: string -# optional: -# type: boolean -# type: object -# x-kubernetes-map-type: atomic -# prefix: -# type: string -# secretRef: -# properties: -# name: -# type: string -# optional: -# type: boolean -# type: object -# x-kubernetes-map-type: atomic -# type: object -# type: array -# image: -# type: string -# imagePullPolicy: -# type: string -# lifecycle: -# properties: -# postStart: -# properties: -# exec: -# properties: -# command: -# items: -# type: string -# type: array -# type: object -# httpGet: -# properties: -# host: -# type: string -# httpHeaders: -# items: -# properties: -# name: -# type: string -# value: -# type: string -# required: -# - name -# - value -# type: object -# type: array -# path: -# type: string -# port: -# anyOf: -# - type: integer -# - type: string -# x-kubernetes-int-or-string: true -# scheme: -# type: string -# required: -# - port -# type: object -# tcpSocket: -# properties: -# host: -# type: string -# port: -# anyOf: -# - type: integer -# - type: string -# x-kubernetes-int-or-string: true -# required: -# - port -# type: object -# type: object -# preStop: -# properties: -# exec: -# properties: -# command: -# items: -# type: string -# type: array -# type: object -# httpGet: -# properties: -# host: -# type: string -# httpHeaders: -# items: -# properties: -# name: -# type: string -# value: -# type: string -# required: -# - name -# - value -# type: object -# type: array -# path: -# type: string -# port: -# anyOf: -# - type: integer -# - type: string -# x-kubernetes-int-or-string: true -# scheme: -# type: string -# required: -# - port -# type: object -# tcpSocket: -# properties: -# host: -# type: string -# port: -# anyOf: -# - type: integer -# - type: string -# x-kubernetes-int-or-string: true -# required: -# - port -# type: object -# type: object -# type: object -# livenessProbe: -# properties: -# exec: -# properties: -# command: -# items: -# type: string -# type: array -# type: object -# failureThreshold: -# format: int32 -# type: integer -# grpc: -# properties: -# port: -# format: int32 -# type: integer -# service: -# type: string -# required: -# - port -# type: object -# httpGet: -# properties: -# host: -# type: string -# httpHeaders: -# items: -# properties: -# name: -# type: string -# value: -# type: string -# required: -# - name -# - value -# type: object -# type: array -# path: -# type: string -# port: -# anyOf: -# - type: integer -# - type: string -# x-kubernetes-int-or-string: true -# scheme: -# type: string -# required: -# - port -# type: object -# initialDelaySeconds: -# format: int32 -# type: integer -# periodSeconds: -# format: int32 -# type: integer -# successThreshold: -# format: int32 -# type: integer -# tcpSocket: -# properties: -# host: -# type: string -# port: -# anyOf: -# - type: integer -# - type: string -# x-kubernetes-int-or-string: true -# required: -# - port -# type: object -# terminationGracePeriodSeconds: -# format: int64 -# type: integer -# timeoutSeconds: -# format: int32 -# type: integer -# type: object -# name: -# type: string -# ports: -# items: -# properties: -# containerPort: -# format: int32 -# type: integer -# hostIP: -# type: string -# hostPort: -# format: int32 -# type: integer -# name: -# type: string -# protocol: -# default: TCP -# type: string -# required: -# - containerPort -# type: object -# type: array -# x-kubernetes-list-map-keys: -# - containerPort -# - protocol -# x-kubernetes-list-type: map -# readinessProbe: -# properties: -# exec: -# properties: -# command: -# items: -# type: string -# type: array -# type: object -# failureThreshold: -# format: int32 -# type: integer -# grpc: -# properties: -# port: -# format: int32 -# type: integer -# service: -# type: string -# required: -# - port -# type: object -# httpGet: -# properties: -# host: -# type: string -# httpHeaders: -# items: -# properties: -# name: -# type: string -# value: -# type: string -# required: -# - name -# - value -# type: object -# type: array -# path: -# type: string -# port: -# anyOf: -# - type: integer -# - type: string -# x-kubernetes-int-or-string: true -# scheme: -# type: string -# required: -# - port -# type: object -# initialDelaySeconds: -# format: int32 -# type: integer -# periodSeconds: -# format: int32 -# type: integer -# successThreshold: -# format: int32 -# type: integer -# tcpSocket: -# properties: -# host: -# type: string -# port: -# anyOf: -# - type: integer -# - type: string -# x-kubernetes-int-or-string: true -# required: -# - port -# type: object -# terminationGracePeriodSeconds: -# format: int64 -# type: integer -# timeoutSeconds: -# format: int32 -# type: integer -# type: object -# resizePolicy: -# items: -# properties: -# resourceName: -# type: string -# restartPolicy: -# type: string -# required: -# - resourceName -# - restartPolicy -# type: object -# type: array -# x-kubernetes-list-type: atomic -# resources: -# properties: -# claims: -# items: -# properties: -# name: -# type: string -# required: -# - name -# type: object -# type: array -# x-kubernetes-list-map-keys: -# - name -# x-kubernetes-list-type: map -# limits: -# additionalProperties: -# anyOf: -# - type: integer -# - type: string -# pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ -# x-kubernetes-int-or-string: true -# type: object -# requests: -# additionalProperties: -# anyOf: -# - type: integer -# - type: string -# pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ -# x-kubernetes-int-or-string: true -# type: object -# type: object -# restartPolicy: -# type: string -# securityContext: -# properties: -# allowPrivilegeEscalation: -# type: boolean -# capabilities: -# properties: -# add: -# items: -# type: string -# type: array -# drop: -# items: -# type: string -# type: array -# type: object -# privileged: -# type: boolean -# procMount: -# type: string -# readOnlyRootFilesystem: -# type: boolean -# runAsGroup: -# format: int64 -# type: integer -# runAsNonRoot: -# type: boolean -# runAsUser: -# format: int64 -# type: integer -# seLinuxOptions: -# properties: -# level: -# type: string -# role: -# type: string -# type: -# type: string -# user: -# type: string -# type: object -# seccompProfile: -# properties: -# localhostProfile: -# type: string -# type: -# type: string -# required: -# - type -# type: object -# windowsOptions: -# properties: -# gmsaCredentialSpec: -# type: string -# gmsaCredentialSpecName: -# type: string -# hostProcess: -# type: boolean -# runAsUserName: -# type: string -# type: object -# type: object -# startupProbe: -# properties: -# exec: -# properties: -# command: -# items: -# type: string -# type: array -# type: object -# failureThreshold: -# format: int32 -# type: integer -# grpc: -# properties: -# port: -# format: int32 -# type: integer -# service: -# type: string -# required: -# - port -# type: object -# httpGet: -# properties: -# host: -# type: string -# httpHeaders: -# items: -# properties: -# name: -# type: string -# value: -# type: string -# required: -# - name -# - value -# type: object -# type: array -# path: -# type: string -# port: -# anyOf: -# - type: integer -# - type: string -# x-kubernetes-int-or-string: true -# scheme: -# type: string -# required: -# - port -# type: object -# initialDelaySeconds: -# format: int32 -# type: integer -# periodSeconds: -# format: int32 -# type: integer -# successThreshold: -# format: int32 -# type: integer -# tcpSocket: -# properties: -# host: -# type: string -# port: -# anyOf: -# - type: integer -# - type: string -# x-kubernetes-int-or-string: true -# required: -# - port -# type: object -# terminationGracePeriodSeconds: -# format: int64 -# type: integer -# timeoutSeconds: -# format: int32 -# type: integer -# type: object -# stdin: -# type: boolean -# stdinOnce: -# type: boolean -# terminationMessagePath: -# type: string -# terminationMessagePolicy: -# type: string -# tty: -# type: boolean -# volumeDevices: -# items: -# properties: -# devicePath: -# type: string -# name: -# type: string -# required: -# - devicePath -# - name -# type: object -# type: array -# volumeMounts: -# items: -# properties: -# mountPath: -# type: string -# mountPropagation: -# type: string -# name: -# type: string -# readOnly: -# type: boolean -# subPath: -# type: string -# subPathExpr: -# type: string -# required: -# - mountPath -# - name -# type: object -# type: array -# workingDir: -# type: string -# required: -# - name -# type: object -# type: array -# disabled: -# type: boolean -# grpcDataEndpoint: -# type: string -# grpcEndpoint: -# type: string -# httpDataEndpoint: -# type: string -# imagePullSecrets: -# items: -# properties: -# name: -# type: string -# type: object -# x-kubernetes-map-type: atomic -# type: array -# labels: -# additionalProperties: -# type: string -# type: object -# multiModel: -# type: boolean -# nodeSelector: -# additionalProperties: -# type: string -# type: object -# protocolVersions: -# items: -# type: string -# type: array -# replicas: -# type: integer -# storageHelper: -# properties: -# disabled: -# type: boolean -# type: object -# supportedModelFormats: -# items: -# properties: -# autoSelect: -# type: boolean -# name: -# type: string -# priority: -# format: int32 -# minimum: 1 -# type: integer -# version: -# type: string -# required: -# - name -# type: object -# type: array -# tolerations: -# items: -# properties: -# effect: -# type: string -# key: -# type: string -# operator: -# type: string -# tolerationSeconds: -# format: int64 -# type: integer -# value: -# type: string -# type: object -# type: array -# volumes: -# items: -# properties: -# awsElasticBlockStore: -# properties: -# fsType: -# type: string -# partition: -# format: int32 -# type: integer -# readOnly: -# type: boolean -# volumeID: -# type: string -# required: -# - volumeID -# type: object -# azureDisk: -# properties: -# cachingMode: -# type: string -# diskName: -# type: string -# diskURI: -# type: string -# fsType: -# type: string -# kind: -# type: string -# readOnly: -# type: boolean -# required: -# - diskName -# - diskURI -# type: object -# azureFile: -# properties: -# readOnly: -# type: boolean -# secretName: -# type: string -# shareName: -# type: string -# required: -# - secretName -# - shareName -# type: object -# cephfs: -# properties: -# monitors: -# items: -# type: string -# type: array -# path: -# type: string -# readOnly: -# type: boolean -# secretFile: -# type: string -# secretRef: -# properties: -# name: -# type: string -# type: object -# x-kubernetes-map-type: atomic -# user: -# type: string -# required: -# - monitors -# type: object -# cinder: -# properties: -# fsType: -# type: string -# readOnly: -# type: boolean -# secretRef: -# properties: -# name: -# type: string -# type: object -# x-kubernetes-map-type: atomic -# volumeID: -# type: string -# required: -# - volumeID -# type: object -# configMap: -# properties: -# defaultMode: -# format: int32 -# type: integer -# items: -# items: -# properties: -# key: -# type: string -# mode: -# format: int32 -# type: integer -# path: -# type: string -# required: -# - key -# - path -# type: object -# type: array -# name: -# type: string -# optional: -# type: boolean -# type: object -# x-kubernetes-map-type: atomic -# csi: -# properties: -# driver: -# type: string -# fsType: -# type: string -# nodePublishSecretRef: -# properties: -# name: -# type: string -# type: object -# x-kubernetes-map-type: atomic -# readOnly: -# type: boolean -# volumeAttributes: -# additionalProperties: -# type: string -# type: object -# required: -# - driver -# type: object -# downwardAPI: -# properties: -# defaultMode: -# format: int32 -# type: integer -# items: -# items: -# properties: -# fieldRef: -# properties: -# apiVersion: -# type: string -# fieldPath: -# type: string -# required: -# - fieldPath -# type: object -# x-kubernetes-map-type: atomic -# mode: -# format: int32 -# type: integer -# path: -# type: string -# resourceFieldRef: -# properties: -# containerName: -# type: string -# divisor: -# anyOf: -# - type: integer -# - type: string -# pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ -# x-kubernetes-int-or-string: true -# resource: -# type: string -# required: -# - resource -# type: object -# x-kubernetes-map-type: atomic -# required: -# - path -# type: object -# type: array -# type: object -# emptyDir: -# properties: -# medium: -# type: string -# sizeLimit: -# anyOf: -# - type: integer -# - type: string -# pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ -# x-kubernetes-int-or-string: true -# type: object -# ephemeral: -# properties: -# volumeClaimTemplate: -# properties: -# metadata: -# type: object -# spec: -# properties: -# accessModes: -# items: -# type: string -# type: array -# dataSource: -# properties: -# apiGroup: -# type: string -# kind: -# type: string -# name: -# type: string -# required: -# - kind -# - name -# type: object -# x-kubernetes-map-type: atomic -# dataSourceRef: -# properties: -# apiGroup: -# type: string -# kind: -# type: string -# name: -# type: string -# namespace: -# type: string -# required: -# - kind -# - name -# type: object -# resources: -# properties: -# claims: -# items: -# properties: -# name: -# type: string -# required: -# - name -# type: object -# type: array -# x-kubernetes-list-map-keys: -# - name -# x-kubernetes-list-type: map -# limits: -# additionalProperties: -# anyOf: -# - type: integer -# - type: string -# pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ -# x-kubernetes-int-or-string: true -# type: object -# requests: -# additionalProperties: -# anyOf: -# - type: integer -# - type: string -# pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ -# x-kubernetes-int-or-string: true -# type: object -# type: object -# selector: -# properties: -# matchExpressions: -# items: -# properties: -# key: -# type: string -# operator: -# type: string -# values: -# items: -# type: string -# type: array -# required: -# - key -# - operator -# type: object -# type: array -# matchLabels: -# additionalProperties: -# type: string -# type: object -# type: object -# x-kubernetes-map-type: atomic -# storageClassName: -# type: string -# volumeMode: -# type: string -# volumeName: -# type: string -# type: object -# required: -# - spec -# type: object -# type: object -# fc: -# properties: -# fsType: -# type: string -# lun: -# format: int32 -# type: integer -# readOnly: -# type: boolean -# targetWWNs: -# items: -# type: string -# type: array -# wwids: -# items: -# type: string -# type: array -# type: object -# flexVolume: -# properties: -# driver: -# type: string -# fsType: -# type: string -# options: -# additionalProperties: -# type: string -# type: object -# readOnly: -# type: boolean -# secretRef: -# properties: -# name: -# type: string -# type: object -# x-kubernetes-map-type: atomic -# required: -# - driver -# type: object -# flocker: -# properties: -# datasetName: -# type: string -# datasetUUID: -# type: string -# type: object -# gcePersistentDisk: -# properties: -# fsType: -# type: string -# partition: -# format: int32 -# type: integer -# pdName: -# type: string -# readOnly: -# type: boolean -# required: -# - pdName -# type: object -# gitRepo: -# properties: -# directory: -# type: string -# repository: -# type: string -# revision: -# type: string -# required: -# - repository -# type: object -# glusterfs: -# properties: -# endpoints: -# type: string -# path: -# type: string -# readOnly: -# type: boolean -# required: -# - endpoints -# - path -# type: object -# hostPath: -# properties: -# path: -# type: string -# type: -# type: string -# required: -# - path -# type: object -# iscsi: -# properties: -# chapAuthDiscovery: -# type: boolean -# chapAuthSession: -# type: boolean -# fsType: -# type: string -# initiatorName: -# type: string -# iqn: -# type: string -# iscsiInterface: -# type: string -# lun: -# format: int32 -# type: integer -# portals: -# items: -# type: string -# type: array -# readOnly: -# type: boolean -# secretRef: -# properties: -# name: -# type: string -# type: object -# x-kubernetes-map-type: atomic -# targetPortal: -# type: string -# required: -# - iqn -# - lun -# - targetPortal -# type: object -# name: -# type: string -# nfs: -# properties: -# path: -# type: string -# readOnly: -# type: boolean -# server: -# type: string -# required: -# - path -# - server -# type: object -# persistentVolumeClaim: -# properties: -# claimName: -# type: string -# readOnly: -# type: boolean -# required: -# - claimName -# type: object -# photonPersistentDisk: -# properties: -# fsType: -# type: string -# pdID: -# type: string -# required: -# - pdID -# type: object -# portworxVolume: -# properties: -# fsType: -# type: string -# readOnly: -# type: boolean -# volumeID: -# type: string -# required: -# - volumeID -# type: object -# projected: -# properties: -# defaultMode: -# format: int32 -# type: integer -# sources: -# items: -# properties: -# configMap: -# properties: -# items: -# items: -# properties: -# key: -# type: string -# mode: -# format: int32 -# type: integer -# path: -# type: string -# required: -# - key -# - path -# type: object -# type: array -# name: -# type: string -# optional: -# type: boolean -# type: object -# x-kubernetes-map-type: atomic -# downwardAPI: -# properties: -# items: -# items: -# properties: -# fieldRef: -# properties: -# apiVersion: -# type: string -# fieldPath: -# type: string -# required: -# - fieldPath -# type: object -# x-kubernetes-map-type: atomic -# mode: -# format: int32 -# type: integer -# path: -# type: string -# resourceFieldRef: -# properties: -# containerName: -# type: string -# divisor: -# anyOf: -# - type: integer -# - type: string -# pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ -# x-kubernetes-int-or-string: true -# resource: -# type: string -# required: -# - resource -# type: object -# x-kubernetes-map-type: atomic -# required: -# - path -# type: object -# type: array -# type: object -# secret: -# properties: -# items: -# items: -# properties: -# key: -# type: string -# mode: -# format: int32 -# type: integer -# path: -# type: string -# required: -# - key -# - path -# type: object -# type: array -# name: -# type: string -# optional: -# type: boolean -# type: object -# x-kubernetes-map-type: atomic -# serviceAccountToken: -# properties: -# audience: -# type: string -# expirationSeconds: -# format: int64 -# type: integer -# path: -# type: string -# required: -# - path -# type: object -# type: object -# type: array -# type: object -# quobyte: -# properties: -# group: -# type: string -# readOnly: -# type: boolean -# registry: -# type: string -# tenant: -# type: string -# user: -# type: string -# volume: -# type: string -# required: -# - registry -# - volume -# type: object -# rbd: -# properties: -# fsType: -# type: string -# image: -# type: string -# keyring: -# type: string -# monitors: -# items: -# type: string -# type: array -# pool: -# type: string -# readOnly: -# type: boolean -# secretRef: -# properties: -# name: -# type: string -# type: object -# x-kubernetes-map-type: atomic -# user: -# type: string -# required: -# - image -# - monitors -# type: object -# scaleIO: -# properties: -# fsType: -# type: string -# gateway: -# type: string -# protectionDomain: -# type: string -# readOnly: -# type: boolean -# secretRef: -# properties: -# name: -# type: string -# type: object -# x-kubernetes-map-type: atomic -# sslEnabled: -# type: boolean -# storageMode: -# type: string -# storagePool: -# type: string -# system: -# type: string -# volumeName: -# type: string -# required: -# - gateway -# - secretRef -# - system -# type: object -# secret: -# properties: -# defaultMode: -# format: int32 -# type: integer -# items: -# items: -# properties: -# key: -# type: string -# mode: -# format: int32 -# type: integer -# path: -# type: string -# required: -# - key -# - path -# type: object -# type: array -# optional: -# type: boolean -# secretName: -# type: string -# type: object -# storageos: -# properties: -# fsType: -# type: string -# readOnly: -# type: boolean -# secretRef: -# properties: -# name: -# type: string -# type: object -# x-kubernetes-map-type: atomic -# volumeName: -# type: string -# volumeNamespace: -# type: string -# type: object -# vsphereVolume: -# properties: -# fsType: -# type: string -# storagePolicyID: -# type: string -# storagePolicyName: -# type: string -# volumePath: -# type: string -# required: -# - volumePath -# type: object -# required: -# - name -# type: object -# type: array -# required: -# - containers -# type: object -# status: -# type: object -# type: object -# served: true -# storage: true -# subresources: {} -#--- apiVersion: apiextensions.k8s.io/v1 kind: CustomResourceDefinition metadata: @@ -5474,6 +3579,10 @@ spec: type: object logger: properties: + metadataHeaders: + items: + type: string + type: array mode: enum: - all @@ -9391,6 +7500,10 @@ spec: type: object logger: properties: + metadataHeaders: + items: + type: string + type: array mode: enum: - all @@ -17708,6 +15821,10 @@ spec: type: object logger: properties: + metadataHeaders: + items: + type: string + type: array mode: enum: - all diff --git a/test/e2e/batcher/test_batcher.py b/test/e2e/batcher/test_batcher.py index 1427298726..a076e1e065 100644 --- a/test/e2e/batcher/test_batcher.py +++ b/test/e2e/batcher/test_batcher.py @@ -11,7 +11,6 @@ # limitations under the License. import os -import json from kubernetes import client from kserve import KServeClient @@ -24,19 +23,14 @@ from kubernetes.client import V1ResourceRequirements import pytest -from ..common.utils import predict_str -from ..common.utils import KSERVE_TEST_NAMESPACE -from concurrent import futures +from ..common.utils import KSERVE_TEST_NAMESPACE, predict_isvc kserve_client = KServeClient(config_file=os.environ.get("KUBECONFIG", "~/.kube/config")) -input_file = open("./data/iris_batch_input.json") -json_array = json.load(input_file) - - @pytest.mark.predictor -def test_batcher(): +@pytest.mark.asyncio(scope="session") +async def test_batcher(rest_v1_client): service_name = "isvc-sklearn-batcher" predictor = V1beta1PredictorSpec( @@ -82,11 +76,8 @@ def test_batcher(): for pod in pods.items: print(pod) raise e - with futures.ThreadPoolExecutor(max_workers=4) as executor: - future_res = [ - executor.submit(lambda: predict_str(service_name, json.dumps(item))) - for item in json_array - ] - results = [f.result()["batchId"] for f in future_res] + results = await predict_isvc( + rest_v1_client, service_name, "./data/iris_batch_input.json", is_batch=True + ) assert all(x == results[0] for x in results) kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/batcher/test_batcher_custom_port.py b/test/e2e/batcher/test_batcher_custom_port.py index 08f8ccbc72..270b6de791 100644 --- a/test/e2e/batcher/test_batcher_custom_port.py +++ b/test/e2e/batcher/test_batcher_custom_port.py @@ -12,7 +12,6 @@ # limitations under the License. import os -import json from kubernetes import client from kserve import KServeClient @@ -25,19 +24,15 @@ from kubernetes.client import V1ResourceRequirements, V1ContainerPort import pytest -from ..common.utils import predict_str +from ..common.utils import predict_isvc from ..common.utils import KSERVE_TEST_NAMESPACE -from concurrent import futures kserve_client = KServeClient(config_file=os.environ.get("KUBECONFIG", "~/.kube/config")) -input_file = open("./data/iris_batch_input.json") -json_array = json.load(input_file) - - @pytest.mark.predictor -def test_batcher_custom_port(): +@pytest.mark.asyncio(scope="session") +async def test_batcher_custom_port(rest_v1_client): service_name = "isvc-sklearn-batcher-custom" predictor = V1beta1PredictorSpec( @@ -85,11 +80,8 @@ def test_batcher_custom_port(): for pod in pods.items: print(pod) raise e - with futures.ThreadPoolExecutor(max_workers=4) as executor: - future_res = [ - executor.submit(lambda: predict_str(service_name, json.dumps(item))) - for item in json_array - ] - results = [f.result()["batchId"] for f in future_res] + results = await predict_isvc( + rest_v1_client, service_name, "./data/iris_batch_input.json", is_batch=True + ) assert all(x == results[0] for x in results) kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/batcher/test_raw_batcher.py b/test/e2e/batcher/test_raw_batcher.py index 435aa64099..aeda31a753 100644 --- a/test/e2e/batcher/test_raw_batcher.py +++ b/test/e2e/batcher/test_raw_batcher.py @@ -11,7 +11,6 @@ # limitations under the License. import os -import json from kubernetes import client from kserve import KServeClient @@ -24,19 +23,15 @@ from kubernetes.client import V1ResourceRequirements import pytest -from ..common.utils import predict_str +from ..common.utils import predict_isvc from ..common.utils import KSERVE_TEST_NAMESPACE -from concurrent import futures kserve_client = KServeClient(config_file=os.environ.get("KUBECONFIG", "~/.kube/config")) -input_file = open("./data/iris_batch_input.json") -json_array = json.load(input_file) - - @pytest.mark.raw -def test_batcher_raw(): +@pytest.mark.asyncio(scope="session") +async def test_batcher_raw(rest_v1_client): service_name = "isvc-raw-sklearn-batcher" annotations = dict() @@ -87,11 +82,8 @@ def test_batcher_raw(): for pod in pods.items: print(pod) raise e - with futures.ThreadPoolExecutor(max_workers=4) as executor: - future_res = [ - executor.submit(lambda: predict_str(service_name, json.dumps(item))) - for item in json_array - ] - results = [f.result()["batchId"] for f in future_res] + results = await predict_isvc( + rest_v1_client, service_name, "./data/iris_batch_input.json", is_batch=True + ) assert all(x == results[0] for x in results) kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/common/utils.py b/test/e2e/common/utils.py index 12d8f2143b..30e72a2567 100644 --- a/test/e2e/common/utils.py +++ b/test/e2e/common/utils.py @@ -1,3 +1,4 @@ +# Copyright 2024 The KServe Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -11,23 +12,24 @@ # See the License for the specific language governing permissions and # limitations under the License. +import asyncio import json -import logging import os import time +from concurrent import futures +from typing import Union, List, Dict from urllib.parse import urlparse -import grpc import portforward import requests -from kubernetes import client +from kubernetes import client as k8s_client +from orjson import orjson -from kserve import KServeClient +from kserve import KServeClient, InferResponse, InferRequest from kserve import constants +from kserve.inference_client import InferenceGRPCClient, InferenceRESTClient from kserve.protocol.grpc import grpc_predict_v2_pb2 as pb -from kserve.protocol.grpc import grpc_predict_v2_pb2_grpc - -from . import inference_pb2_grpc +from kserve.logging import trace_logger as logger KSERVE_NAMESPACE = "kserve" KSERVE_TEST_NAMESPACE = "kserve-ci-e2e-test" @@ -37,64 +39,30 @@ STORAGE_URI_ENV = "STORAGE_URI" -def grpc_stub(service_name, namespace): +def grpc_client(host): cluster_ip = get_cluster_ip() - method_config = json.dumps( - { - "methodConfig": [ - { - "name": [{"service": "org.pytorch.serve.grpc.inference"}], - "retryPolicy": { - "maxAttempts": 5, - "initialBackoff": "0.1s", - "maxBackoff": "10s", - "backoffMultiplier": 2, - "retryableStatusCodes": ["UNAVAILABLE"], - }, - } - ] - } - ) - os.environ["GRPC_VERBOSITY"] = "debug" - channel = grpc.insecure_channel( + if ":" not in cluster_ip: + cluster_ip = cluster_ip + ":80" + logger.info("Cluster IP: %s", cluster_ip) + logger.info("gRPC target host: %s", host) + return InferenceGRPCClient( cluster_ip, - options=( - ( - "grpc.ssl_target_name_override", - service_name + "." + namespace + ".example.com", - ), - ("grpc.service_config", method_config), - ), + verbose=True, + channel_args=[ + ("grpc.ssl_target_name_override", host), + ], + timeout=120, ) - return inference_pb2_grpc.InferenceAPIsServiceStub(channel) -def predict( +async def predict_isvc( + client: InferenceRESTClient, service_name, - input_json, - protocol_version="v1", + input: Union[str, InferRequest], version=constants.KSERVE_V1BETA1_VERSION, model_name=None, -): - with open(input_json) as json_file: - data = json.load(json_file) - - return predict_str( - service_name=service_name, - input_json=json.dumps(data), - protocol_version=protocol_version, - version=version, - model_name=model_name, - ) - - -def predict_str( - service_name, - input_json, - protocol_version="v1", - version=constants.KSERVE_V1BETA1_VERSION, - model_name=None, -): + is_batch=False, +) -> Union[InferResponse, Dict, List[Union[Dict, InferResponse]]]: kfs_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config") ) @@ -104,78 +72,117 @@ def predict_str( version=version, ) cluster_ip, host, path = get_isvc_endpoint(isvc) - headers = {"Host": host, "Content-Type": "application/json"} - if model_name is None: model_name = service_name + base_url = f"http://{cluster_ip}{path}" + return await predict( + client, + base_url, + host, + input, + model_name=model_name, + is_batch=is_batch, + is_graph=False, + ) - url = f"http://{cluster_ip}{path}/v1/models/{model_name}:predict" - if protocol_version == "v2": - url = f"http://{cluster_ip}{path}/v2/models/{model_name}/infer" - logging.info("Sending Header = %s", headers) - logging.info("Sending url = %s", url) - logging.info("Sending request data: %s", input_json) +async def predict( + client: InferenceRESTClient, + url, + host, + input: Union[str, InferRequest], + model_name=None, + is_batch=False, + is_graph=False, +) -> Union[InferResponse, Dict, List[Union[Dict, InferResponse]]]: + if isinstance(input, str): + with open(input) as json_file: + data = json.load(json_file) + else: + data = input + headers = {"Host": host, "Content-Type": "application/json"} + if is_batch: + with futures.ThreadPoolExecutor(max_workers=4) as executor: + loop = asyncio.get_event_loop() + future_list = [ + await loop.run_in_executor( + executor, + _predict, + client, + url, + input_data, + model_name, + headers, + is_graph, + ) + for input_data in data + ] + result = await asyncio.gather(*future_list) + else: + result = await _predict( + client, + url, + data, + model_name=model_name, + headers=headers, + is_graph=is_graph, + ) + logger.info("Got response %s", result) + return result + + +async def _predict( + client: InferenceRESTClient, + url, + input_data, + model_name, + headers=None, + is_graph=False, +) -> Union[InferResponse, Dict]: + logger.info("Sending Header = %s", headers) + logger.info("base url = %s", url) # temporary sleep until this is fixed https://github.com/kserve/kserve/issues/604 - time.sleep(10) - response = requests.post(url, input_json, headers=headers) - logging.info( - "Got response code %s, content %s", response.status_code, response.content + await asyncio.sleep(5) + response = await client.infer( + url, + input_data, + model_name=model_name, + headers=headers, + is_graph_endpoint=is_graph, ) - if response.status_code == 200: - preds = json.loads(response.content.decode("utf-8")) - return preds - else: - response.raise_for_status() + return response -def predict_ig( +async def predict_ig( + client: InferenceRESTClient, ig_name, - input_json, - protocol_version="v1", + input_path, version=constants.KSERVE_V1ALPHA1_VERSION, -): - with open(input_json) as json_file: - data = json.dumps(json.load(json_file)) - - kserve_client = KServeClient( - config_file=os.environ.get("KUBECONFIG", "~/.kube/config") - ) - ig = kserve_client.get_inference_graph( - ig_name, - namespace=KSERVE_TEST_NAMESPACE, - version=version, - ) - - cluster_ip, host, _ = get_isvc_endpoint(ig) - headers = {"Host": host} - url = f"http://{cluster_ip}" - - logging.info("Sending Header = %s", headers) - logging.info("Sending url = %s", url) - logging.info("Sending request data: %s", input_json) - response = requests.post(url, data, headers=headers) - logging.info( - "Got response code %s, content %s", response.status_code, response.content - ) - if response.status_code == 200: - preds = json.loads(response.content.decode("utf-8")) - return preds - else: - response.raise_for_status() +) -> Union[InferResponse, Dict]: + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) + ig = kserve_client.get_inference_graph( + ig_name, + namespace=KSERVE_TEST_NAMESPACE, + version=version, + ) + cluster_ip, host, _ = get_isvc_endpoint(ig) + url = f"http://{cluster_ip}" + return await predict(client, url, host, input_path, is_graph=True) -def explain(service_name, input_json): - return explain_response(service_name, input_json)["data"]["precision"] +async def explain(service_name, input_path): + res = await explain_response(service_name, input_path) + return res["data"]["precision"] -def explain_art(service_name, input_json): - return explain_response(service_name, input_json)["explanations"][ - "adversarial_prediction" - ] +async def explain_art(client, service_name, input_path): + res = await explain_response(client, service_name, input_path) + return res["explanations"]["adversarial_prediction"] -def explain_response(service_name, input_json): +async def explain_response(client, service_name, input_path) -> Dict: kfs_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config") ) @@ -185,26 +192,19 @@ def explain_response(service_name, input_json): version=constants.KSERVE_V1BETA1_VERSION, ) cluster_ip, host, _ = get_isvc_endpoint(isvc) - url = "http://{}/v1/models/{}:explain".format(cluster_ip, service_name) + url = f"http://{cluster_ip}" headers = {"Host": host} - with open(input_json) as json_file: + with open(input_path) as json_file: data = json.load(json_file) - logging.info("Sending request data: %s", json.dumps(data)) + logger.info("Sending request data: %s", data) try: # temporary sleep until this is fixed https://github.com/kserve/kserve/issues/604 - time.sleep(10) - response = requests.post(url, json.dumps(data), headers=headers) - logging.info( - "Got response code %s, content %s", - response.status_code, - response.content, + await asyncio.sleep(5) + response = await client.explain( + url, model_name=service_name, data=data, headers=headers ) - if response.status_code == 200: - json_response = json.loads(response.content.decode("utf-8")) - else: - response.raise_for_status() - except (RuntimeError, json.decoder.JSONDecodeError) as e: - logging.info("Explain error -------") + except (RuntimeError, orjson.JSONDecodeError) as e: + logger.info("Explain error -------") pods = kfs_client.core_api.list_namespaced_pod( KSERVE_TEST_NAMESPACE, label_selector="serving.kserve.io/inferenceservice={}".format( @@ -212,8 +212,8 @@ def explain_response(service_name, input_json): ), ) for pod in pods.items: - logging.info(pod) - logging.info( + logger.info(pod) + logger.info( "%s\t%s\t%s" % (pod.metadata.name, pod.status.phase, pod.status.pod_ip) ) @@ -222,15 +222,15 @@ def explain_response(service_name, input_json): KSERVE_TEST_NAMESPACE, container="kserve-container", ) - logging.info(api_response) + logger.info(api_response) raise e - return json_response + return response def get_cluster_ip(name="istio-ingressgateway", namespace="istio-system"): cluster_ip = os.environ.get("KSERVE_INGRESS_HOST_PORT") if cluster_ip is None: - api_instance = client.CoreV1Api(client.ApiClient()) + api_instance = k8s_client.CoreV1Api(k8s_client.ApiClient()) service = api_instance.read_namespaced_service(name, namespace) if service.status.load_balancer.ingress is None: cluster_ip = service.spec.cluster_ip @@ -242,13 +242,13 @@ def get_cluster_ip(name="istio-ingressgateway", namespace="istio-system"): return cluster_ip -def predict_grpc( +async def predict_grpc( service_name, payload, parameters=None, version=constants.KSERVE_V1BETA1_VERSION, model_name=None, -): +) -> InferResponse: kfs_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config") ) @@ -257,36 +257,39 @@ def predict_grpc( namespace=KSERVE_TEST_NAMESPACE, version=version, ) - cluster_ip, host, _ = get_isvc_endpoint(isvc) - if ":" not in cluster_ip: - cluster_ip = cluster_ip + ":80" + _, host, _ = get_isvc_endpoint(isvc) if model_name is None: model_name = service_name - logging.info("Cluster IP: %s", cluster_ip) - logging.info("gRPC target host: %s", host) + client = grpc_client(host) - channel = grpc.insecure_channel( - cluster_ip, options=(("grpc.ssl_target_name_override", host),) - ) - stub = grpc_predict_v2_pb2_grpc.GRPCInferenceServiceStub(channel) - return stub.ModelInfer( - pb.ModelInferRequest( - model_name=model_name, inputs=payload, parameters=parameters + response = await client.infer( + InferRequest.from_grpc( + pb.ModelInferRequest( + model_name=model_name, inputs=payload, parameters=parameters + ) ) ) + return response -def predict_modelmesh(service_name, input_json, pod_name, model_name=None): +async def predict_modelmesh( + client, service_name, input_json, pod_name, model_name=None +) -> InferResponse: with open(input_json) as json_file: data = json.load(json_file) - if model_name is None: - model_name = service_name - with portforward.forward("default", pod_name, 8008, 8008, waiting=5): - url = f"http://localhost:8008/v2/models/{model_name}/infer" - response = requests.post(url, json.dumps(data)) - return json.loads(response.content.decode("utf-8")) + if model_name is None: + model_name = service_name + with portforward.forward("default", pod_name, 8008, 8008, waiting=5): + headers = {"Content-Type": "application/json"} + url = "http://localhost:8008" + logger.info("Sending Header = %s", headers) + logger.info("base url = %s", url) + + response = await client.infer(url, data, model_name=model_name, headers=headers) + logger.info("Got response content %s", response) + return response def get_isvc_endpoint(isvc): @@ -323,13 +326,13 @@ def generate( url = f"http://{cluster_ip}{path}/openai/v1/chat/completions" else: url = f"http://{cluster_ip}{path}/openai/v1/completions" - logging.info("Sending Header = %s", headers) - logging.info("Sending url = %s", url) - logging.info("Sending request data: %s", data) + logger.info("Sending Header = %s", headers) + logger.info("Sending url = %s", url) + logger.info("Sending request data: %s", data) # temporary sleep until this is fixed https://github.com/kserve/kserve/issues/604 time.sleep(10) response = requests.post(url, json.dumps(data), headers=headers) - logging.info( + logger.info( "Got response code %s, content %s", response.status_code, response.content ) if response.status_code == 200: diff --git a/test/e2e/conftest.py b/test/e2e/conftest.py new file mode 100644 index 0000000000..4ab42d06cb --- /dev/null +++ b/test/e2e/conftest.py @@ -0,0 +1,62 @@ +# Copyright 2024 The KServe Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import asyncio + +import pytest +import pytest_asyncio + +import kserve +from kserve import InferenceRESTClient, RESTConfig +from kserve.constants.constants import PredictorProtocol +from kserve.logging import logger, KSERVE_LOG_CONFIG + + +@pytest.fixture(scope="session", autouse=True) +def configure_logger(): + KSERVE_LOG_CONFIG["loggers"]["kserve"]["propagate"] = True + KSERVE_LOG_CONFIG["loggers"]["kserve.trace"]["propagate"] = True + kserve.logging.configure_logging(KSERVE_LOG_CONFIG) + logger.info("Logger configured") + + +@pytest.fixture(scope="session") +def event_loop(): + return asyncio.get_event_loop() + + +@pytest_asyncio.fixture(scope="session") +async def rest_v1_client(): + v1_client = InferenceRESTClient( + config=RESTConfig( + timeout=60, + verbose=True, + protocol=PredictorProtocol.REST_V1, + ) + ) + yield v1_client + await v1_client.close() + + +@pytest_asyncio.fixture(scope="session") +async def rest_v2_client(): + v2_client = InferenceRESTClient( + config=RESTConfig( + timeout=60, + verbose=True, + protocol=PredictorProtocol.REST_V2, + ) + ) + yield v2_client + await v2_client.close() diff --git a/test/e2e/custom/test_custom_model_grpc.py b/test/e2e/custom/test_custom_model_grpc.py index 422a33aeb9..8456ae7b67 100644 --- a/test/e2e/custom/test_custom_model_grpc.py +++ b/test/e2e/custom/test_custom_model_grpc.py @@ -15,6 +15,7 @@ import json import os +import numpy as np import pytest from kserve import ( KServeClient, @@ -23,16 +24,19 @@ V1beta1PredictorSpec, V1beta1TransformerSpec, constants, + InferRequest, + InferInput, ) from kubernetes.client import V1ResourceRequirements from kubernetes import client from kubernetes.client import V1Container, V1ContainerPort -from ..common.utils import KSERVE_TEST_NAMESPACE, predict, predict_grpc +from ..common.utils import KSERVE_TEST_NAMESPACE, predict_isvc, predict_grpc @pytest.mark.grpc @pytest.mark.predictor -def test_custom_model_grpc(): +@pytest.mark.asyncio(scope="session") +async def test_custom_model_grpc(): service_name = "custom-model-grpc" model_name = "custom-model" @@ -82,19 +86,19 @@ def test_custom_model_grpc(): }, } ] - response = predict_grpc( + response = await predict_grpc( service_name=service_name, payload=payload, model_name=model_name ) - fields = response.outputs[0].contents.ListFields() - _, field_value = fields[0] - points = ["%.3f" % (point) for point in list(field_value)] + fields = response.outputs[0].data + points = ["%.3f" % (point) for point in fields] assert points == ["14.976", "14.037", "13.966", "12.252", "12.086"] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.grpc @pytest.mark.transformer -def test_predictor_grpc_with_transformer_grpc(): +@pytest.mark.asyncio(scope="session") +async def test_predictor_grpc_with_transformer_grpc(): service_name = "model-grpc-trans-grpc" model_name = "custom-model" @@ -162,19 +166,19 @@ def test_predictor_grpc_with_transformer_grpc(): }, } ] - response = predict_grpc( + response = await predict_grpc( service_name=service_name, payload=payload, model_name=model_name ) - fields = response.outputs[0].contents.ListFields() - _, field_value = fields[0] - points = ["%.3f" % (point) for point in list(field_value)] + fields = response.outputs[0].data + points = ["%.3f" % (point) for point in list(fields)] assert points == ["14.976", "14.037", "13.966", "12.252", "12.086"] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.grpc @pytest.mark.transformer -def test_predictor_grpc_with_transformer_http(): +@pytest.mark.asyncio(scope="session") +async def test_predictor_grpc_with_transformer_http(rest_v2_client): service_name = "model-grpc-trans-http" model_name = "custom-model" @@ -224,12 +228,36 @@ def test_predictor_grpc_with_transformer_http(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict( + res = await predict_isvc( + rest_v2_client, service_name, "./data/custom_model_input_v2.json", - protocol_version="v2", model_name=model_name, ) - points = ["%.3f" % (point) for point in list(res["outputs"][0]["data"])] + points = ["%.3f" % point for point in list(res.outputs[0].data)] + assert points == ["14.976", "14.037", "13.966", "12.252", "12.086"] + + with open("./data/custom_model_input_v2.json") as json_data: + data = json.load(json_data) + infer_input = InferInput( + name=data["inputs"][0]["name"], + datatype=data["inputs"][0]["datatype"], + shape=data["inputs"][0]["shape"], + ) + infer_input.set_data_from_numpy( + np.array(data["inputs"][0]["data"], dtype=np.object_) + ) + infer_request = InferRequest( + model_name=model_name, + infer_inputs=[infer_input], + parameters={"binary_data_output": True}, + ) + res = await predict_isvc( + rest_v2_client, + service_name, + infer_request, + model_name=model_name, + ) + points = ["%.3f" % point for point in list(res.outputs[0].data)] assert points == ["14.976", "14.037", "13.966", "12.252", "12.086"] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/custom/test_ray.py b/test/e2e/custom/test_ray.py new file mode 100644 index 0000000000..c3bc16fe02 --- /dev/null +++ b/test/e2e/custom/test_ray.py @@ -0,0 +1,76 @@ +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import os + +import pytest +from kubernetes import client +from kubernetes.client import V1Container, V1ResourceRequirements, V1ContainerPort + +from kserve import ( + V1beta1PredictorSpec, + V1beta1InferenceService, + V1beta1InferenceServiceSpec, + KServeClient, +) +from kserve.constants import constants +from ..common.utils import KSERVE_TEST_NAMESPACE, predict_isvc + + +@pytest.mark.predictor +@pytest.mark.asyncio(scope="session") +async def test_custom_model_http_ray(rest_v1_client): + service_name = "custom-model-http-ray" + model_name = "custom-model" + + predictor = V1beta1PredictorSpec( + containers=[ + V1Container( + name="kserve-container", + image="kserve/custom-model-grpc:" + os.environ.get("GITHUB_SHA"), + # Override the entrypoint to run the model using ray + command=["python", "-m", "custom_model.model_remote"], + resources=V1ResourceRequirements( + requests={"cpu": "1", "memory": "1Gi"}, + limits={"cpu": "1", "memory": "2Gi"}, + ), + ports=[V1ContainerPort(container_port=8080, protocol="TCP")], + ) + ] + ) + + isvc = V1beta1InferenceService( + api_version=constants.KSERVE_V1BETA1, + kind=constants.KSERVE_KIND, + metadata=client.V1ObjectMeta( + name=service_name, namespace=KSERVE_TEST_NAMESPACE + ), + spec=V1beta1InferenceServiceSpec(predictor=predictor), + ) + + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) + kserve_client.create(isvc) + kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) + + response = await predict_isvc( + rest_v1_client, + service_name=service_name, + input="./data/custom_model_input.json", + model_name=model_name, + ) + outputs = response["predictions"] + points = ["%.3f" % (point) for point in outputs[0]] + assert points == ["14.976", "14.037", "13.966", "12.252", "12.086"] + kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/data/custom_model_input_v2.json b/test/e2e/data/custom_model_input_v2.json index 7559180ffe..4e5085a902 100644 --- a/test/e2e/data/custom_model_input_v2.json +++ b/test/e2e/data/custom_model_input_v2.json @@ -2,7 +2,7 @@ "inputs": [ { "name": "input-0", - "shape": [], + "shape": [1], "datatype": "BYTES", "data": [ 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ztmOd9elz4+i2fMDfLmzxjZaWcxamMrP0Mez076bMumeInu+f4YMYOAyXpRB51jop2UXlmHo6gU6AFh0EFpZq1Wo0Yqt6Hmdsdi76lwNyUE7mhRzhm+tyet0KzaF9d05bix5mL8+B15jrPbAprVUjMzoOZpIzNGw2pawiUDwzmKezSlbLoG0S2gXBDpmhw0ijATI1WJJFlejendlc3JabPPnPHJAjJDGQPJWrNfXXZ1ZX9q+L6HyXGcGfZxzSbkiAhZXroyshHpoTZlhprKrvPoqAaTQsEtAasnRnRlcPbcWS3KFScZhqbzL7XA7/AEli1PXS2RZZRNXnwGgYSm2FJF4zqyAVHl0KrWeIqbSAyaCyaNR2q1daKpwMVZa7I5FCaReDQhgSphrudGfWHpbzb+dlo3L45FbpCq2ZoFoXnRWeLV2dnM1+l08PejlcwY7iW0RoTWyrWdpm0Y9Umg6RyIvUOkHCuwKlHZOVdPl9B08s5delZtuByuU3zCXoIq9LwO/2V49CNJIfkzKNN8MsLHbOQV1TUNJdy2YCjpWhbazk4qzx1EsxqnKlRBO6AkOg0lpbPZBabSXUIj0Eethetvj9nkcKltvjASnuazMUStlvyqF1am9HldD1a14dqS4JOHzZZFrctA7kWMyMp2jDq0rF5CDlIphgshBmaqBTejh7+9cVu3H02OdKCLVzdfnwTc5xq6uHR31cEtK8ujHgzuC+IuEFVaoRuQVORCSiWcq0pyF1Q5uhDIUE8NGNujnIGGkbBtbjZNwMzGp06MvX2n3Ubeb0OhhJQifm+tzvKRljmGnzTMu/NkY7C4CIYjupzer6dGOi9Pns435iaVqoqgVpZgvMZZ0aNV8/SO1WR2gidU4yflrYmtDnodLQnvvJzOvxJ4jdE4Rqjs5Za6HrvDV6Fchsnm9zg5KTkbwm59CNFPCqAWEOVpaoJYTKSmIZy2A5jsmsUuBNOtbaevFqYDuoNFMENecNPZ5+W20a+SJdPlNfqzAyE3K+ZHGgGuaFQamNpN3Yn3+D3u5rYGjq+HsB8LpeibGZrXmjs+gsYsvcLhzVoLM0NF4unpDd6YvRcLpbRZPM3YK53M3cPjrRa188vJDpPG2nPpndDH32ssmoa8v2fP4yVgzGaISNOCIjTQAgBpbSylZc7IVFm3FozWahYBuqrBJC9TWNC4Wla208M2ic0lRozMmgCZmxrWojRdy4cQCxk5VUxgyYKeju1Wn0168evd5zjeo8t5VzOWXK11j1yBaBRJKCdI5x0aUL0tPceH1L6lvAT1vRZ8vPjoYOCvOserJq5idaTCo1RM7XK9/1qx7snV53P63k+WiDK/njRmp+BdLmtEp+eNDFnkPTlYrsF2kZrzzdlQkpqNGhMIgI1yy1WsYB5yqkHLTDKW12YLLbq9IAGkpbAomZFy5DdMZK0IoN2Gg3ep8t6z0TSZyeuus3HtTF4/vcTgqNt8cpR0c6oMc4GGlLo5FuWMFdpkTYU5TiEdOLcDKy5tClwRB3Y6PDf9C07OT2CHqJzbM9cXyHV43nS14zwOvNqjSi8q3qSEsz9HOST1JqtK6suirI7CaWrSwHAWemZ6LKLyeiXZ6aOzpnXdMLn6NOfQxkqYsljoZkoik1mVVc1GtazThqZHdLkv6vo8PKHb175AZNAZ2Yb0INGLz6qGouqdiHOdTcYtrFJS/NbGVd6Gy2dgmOWCaPUu/1eDR6Vh8yJ0hBErk87i4AwuEh1ukktyBupbmUpjmCyURxGga0ZiXQB4c41njauhRQE3V6UPZmZgak5F6GS0xLebXRBtQOjnHWwcL61TObKXtAQVY5yD7zTsvKTpyFaYjYTKg6hyPBsCa7lgq1WSxOGczXTRx1dhClaW2abHCqjBnJqBdGQUQ3sws1w0jqc3TTMZ5h9Pn4J7KybceDJpLVlwm9k4x2rXM3SVITpqyqjKVaQJJj0pKNZU3ootSCvNmJ4SXZNeJy8cmsCi8NrvIwbWuIPGYUrUGzMDrSurK6ki2w1yo0FIJ25ySAgZ1xJutCGrpbwsydHoelNSTmnQKHJ0OeWkEN6BxD8mLat2V4ItSbhZFwWZlOVp3Dm2ZZMlqzlwXBPI4rGQ2RotoWzzMA0/K12sCyZ5eAaMlVc0qzxxo6miOZo1KatSs8b0C3Bi1nkbelGmKJOZNAS5I87iS+Lom57l9LyNpbhLNvSsmmhD1auEmZegRsnZ1rQhlCQ3nMq3aUQ42fRNFZUPEi0VhLZzpF1pkzl6pJXpk1oOLJZ065DWx0msYqkNCEgV0JA5/RkDBlk1vo8qRevkkjU+ScaJFRpkzzdok01kkFRSQySWtGKSz0+NJrPUxyYy1sg5hkaDJF1Ib2KkcjpkW8sjoOfJm3tk58yTJ06azkW8smYbk0VUmEdUljRUkiqTS1UmqmSYr58k//xAAtEAACAgICAQQCAQQDAQEBAAABAgARAxIQITEEEyJBIDIUIzAzQgU0Q0AVJP/aAAgBAQABBQIH/wCqvwMEIgHFfgIZUqAf2BztL/s1+FfhXBlSpUrg81NZrKmvA/Lx/YP96oePr8agHFcj+1rCIPy24v8AC5fFzbmpXHkaypX4ff8AfP53+fXN8fUP53wOL4+vzr89ZX4VD+FfjX4kQDivwPFy/wD5PHJE+uK/snjz/Y65HB/A8VwWrgcXOua48jXkHmufo/gOTyOKlSvzAJntOYcTzU/2a4Jn1Pr87/C/zvg8Dip4m08yrlcVwBDx9cX1D/cHUvm/7So7RPRmLgRZqJU1lQorR/RqY/p8ififzvn6n1XH3yo/O5fBMuX+F93L/A8VK5vjqr/I8683wPxvrbjDgOQ+1jXm/wCw2NGj+lTUj+yYPx2/O/zriuCPwr+xX513+J5v+3r3i9OzRaQeZlPS+p/rL+VkEG4ZczqsPnjxDK6g5B4+p4g/uX+FwKzxfTO0/hz+HP4iz+IJ/EEf0jCHDkUsCJ93x5/ASpXO3fJ/Ayp9fgZjRnKIuJTmtiYGnrPUe23/AB2M5cnFy5tLuE1Ae7jiEdGDmuKlGVKn1XUEbgePH5X+YuY8QE91VnvCe8J7s9ybS+Wxq0b0gJy+nZPwAlQ9S53L4r8DyPH43LmLH7h2XGMjzGbzl4G+PrAc/qPT4/awcXLnbTM7KqZKXG2ygw0Qw7daad8XLm02m3dyuAOCO6n1xcB/GoR0s6lQfEP6kg+8zT3DBlgyQNN4Hge5tA02nmP6ZTMuJkl1NpcJv8TwZcuCVKmn4GVMGLdmaVMjATA4OUwHr0+P3PVjnuaiEqB6rLABkgFLc9yL/UDr23RufVSjwJrNdZZly5fW3d3Dx9cA8VweRyVDR8AnsOJo6z3GgyQZYrzYQPA0DQNLhAYZvS6AJDz9QdGVPoCV34ly+7M2l2B5uCJ/gfJU924/Y9MPkfCG56X/ACbUN5vL69T6tfTo3r2yH1Gd/e9G5i9jXth3/JHpj7wzI/muL7vgGGfRW5qYYBNZrUEv8Rx9k81z9XDLPBVTPalMsDwPFyQPA8UwHj1GDSVfNc1PM1nifcqbTfrcSxOpcJnpsv8AS9R3FhbvGNUPhP1wP/WB4LVNy09XgZmfG4bGhOX0y94vFd51+HqN8h9Jj9v02T97ly59tByDBK4qfRPA4qVDL6i42YL6bJP4jT+KJ/FSfxcc/ipP4k/ivDgYSqlcVCgMOMrA1FXitFMB4I2GVPabzDNpfF8bS5fNQiawCDx1DEOpaiGSnxpL7iTD/wByGaiFegZlwI5/iqImEIMQljjN6ZS+msfEHBwmHE89lhNa4+/uGA1AeuVhqAwBjBhyGfxmM/irB6fEIAqy5c8y6h/IhTG9KGn8XII+LIs2lxqM1ImJosXxxnxh04q+DwJUqVL1m8B4881yjRv22AAfsdwQf9y5dyo0MWVcYRRPEBjC+PoGEVAeNFM9nGYfTpG9PPYafx2hxZBBieDA0/jQemSDDjEoDi5cuWZ1wOL4v8Lm0Bl8Phx5Zk9OySpUr5YflAv4ZhrllcVOp9Vx9kCaDn6HFwmbwRcXuY8oZDt2k/1Uj+UIply5rcGP5BdYx+S8M1RcsNGCA9ngEwHjYzz+B6N/hfF8XL7l1O54m02l99w83LlAyprPpvTLP40/jNMOMoPw9Z5u5X4Aw+OCeOwZRlGCazqaifeH9clMGw6nH4J+GFrz/wCoIm0HcVJrrHeCAcNGBEQ1OmH3cbwh25H4XDBPE7MqfWvFni+LM2lwTabSxLlibS51QMuXzUuAwH8PVLtjsS+LnUqdy/xIigw8XcqfVT0iAJlDB0/YimzvomE0yva7UVaLPcKw5CR5n2D0TCxJfKHIArZJatKhJEU9g3+PcMNGAiVzUN/hfFwyzQlS64uHi+BL465aXLgPPqG1WDmpf9jepd/gOMDdEbHSazKkqirGAiKkCEA8X1Bc2mRul+Lep9W2npvUZGi5nZ/1jweVn1Ll8NwOL5PPiXBweKn1yaHNwcXLl8CHo3Ll9E9eo/qYgsAh41lQQz64uVCsCTXnxAbmI04/eoVmTHMiGdiLkKz0x3M0mk1ldmeRkWlysVbM2HKHdZ/xeAMxj3B5HBh6nmXUJuffibCbCE/h3KlSvwvm+SRLnUEHI5fsbTbo5dSMsJly5VheR1D3Prm+BL48yhKgNEn53wwmTHDiuHG0w2kx5d33qXw8swMY7AT1eQTtpjx23plGP0JMY9xIOGlz76uux4M1HFSuSv42OLm02sS5YglwGXx55B4zpqdzPMoiWeb5a77lyu6EqFYK5FQ8Hgxe8VxXE8wiEQqI1T+Rjxs+XZcXrEMDAwiFJ2BkZpmDMzOEHpEvIfjjh4x3BxkE24E8/gPyMPBl8dTaptC0ubQNBcU8dypVfg/eOXUDGeeKlQCfdVwYp6qay40WeZVcGXLlzFXteDVxtlhzgR/V1D6rISfeyQemN4N8QyenTIcOT1GFl9WCp9WlP6jeP7jH+Jkeep9DkwYP+O9O/uE2W48zFAeowuMO4CYTx9y/w7niHg8MYWhYGbTabibS4sAlQjvx+A4uZP6eS9p0OfEozscdyrlRBQ+74Eqajm5U++p6YjTL8XXsN2HWDEDBiWUoHxBLQtqGdspT4lR2ogn0TtKrgmXL7xeODGEqCdc3BPMqA8XxfDQ/hVyoREXtRBwDxRnmeOBx6heprL58jgmC6nnjqGCbTbotAeqmsqGen/fOtgZIPBFxviTkhzT3IXmpMUVFWIJ2IHBhaLw0MMHnHxcMYcBq4+tjzYhMsQH8DDDXFSpUqfaLcWgO4IBAPxEEdd8aiEz60ngbTcwPc88X1KlciuKlCbTbs8IaPldfmPDNq2Tyf0K91K4CxFgugahaCDgyu2FcJy1w8VRoTrm5dS+BcVpcJhhnXPmawiOKiGAwQTqVBf4rx6ldMs6gbgQsIKM6EJm0DQkS7hnkVPowQShKncExHbHl+LKZkifIEUL+UAshelEHkNLvgfgYeF4uMah/G+tuKnY5DTbkyzByxrh4vlRAsHA/DXjxPr1K74pUrnSEG9TBKgXorNJfDGfKLPE26nnip6Y/PMvBExD5v4yD5eYq8DzdT7lwGA8ngxeLhPXmfcNQGHmpYlzrjaX1fGs14Jhg4qLF7mvI5PKmONkoWYDPMLdj8bnkwLKmpHB6FwixRgBn1tPTf5MgjdHyPGRxYzrMY6A4HNwQCDkwCNxfBM6n33O4ORO+LMuEcBZX4M0u4qyu9IRUTz9FuxwOTwYpMEyCs08cFbn1RadiVOoZ9bNLqbiA9HqF4IJt3ZhMM9Mf6mQxu4FMYdtMomJIRz9MYsUcjgwR4J4l6wkGbdk931tOpcvqzL/AcnlnEovFSeAB8owniY26MHA5PDEQGeR6r457PBqVwDBD2NTO5TQDqpVy6PcrvrjqFjf1cw5KyZPNWUEdbBX4usQUD5qfR8Fe0WAcjgxY/AhMMMubzb8euBXH1cXwfEZ4uOIsCagxZXxIhHCvsAfxPFwVB49WaZfMs3t191Lm1Te5YhIlEyoOTU2gu/sz/Wazb3McTgiZagPR8z7qVAIOAOT5EeXAe3lmzwIKlSuBUqMIDA0vi4W6NucWLsKIBUPj6HFRl4U0QYPxuuKiz1n6oewQZ99TUA1NLjDqqniXAbEM8zxOjNe64+/qfWJ6YxYYfBX5HqE9XfAhEHI4uHyI46/28G4T3GoQfgYDAYRcqCXNuKLRMdQCXQuXZJit1cB4Kx7WI4gMB/A8rPVdkqB+Hc+gdQHuNUFQay+PEuGzNTVmvq6PmE9bBuBFN4gYeWlwDhf7B6IMPhh8jAah8w3K7HAPHcB5J4EUFiq8XNocnfugN7oae6UAzKR7sx5AZcdemWijwGXAeL5Hj1QNr8uO4Q0a7HgGankWJ1D5lQjq5c8T7uBe9FvQLNTMXeO6bLkIC5thccnZU4vsNB45qCjxk/ZPEcQ+deTDKgBgvgwQcHhMcUAQGXHyABstQ5iZ7xDLk1b3CJdT3GmLOVbF6gTcGOLngp3Kgi8VKlT1X+JT19WLvjuKus3nx2K91CJt8iwm1wHph2JrP1m3yBjWDsYe5gPbiYzvNNMg7lcNwIIYORw/7L4jz716ZedZrK41hHJaeZjTgGFplJ9t8haWT+NSoBAIu1K1hxMTQdzWL5hhMB6yLviIG0MNUDYHg+B0BL6voHphx9mamHgnskTzD4Xue2WiY2xnN+q5NZjbZg+p3ELcePwvq+AYTDFgmUy4Gh7/AAoQy5tDCwWF+Fimb2t9qbJox00fioRyIBMaXFQU6aMGufq2NrHAPDrPEulb5O18gGgJtUVqghNTog4xPE6u++pcrsKpmqLNQRr0CRDbRPiTRf8AbEcfZ+MD3A1QVR4HFwHkdgH5GJPo/h3xc2vnaFpd8UYFMUTUg1A0sg+qHA/FR2FmNKUvUL7A9TbaY2MDT6gaDuOKiG5lCqxpmyJO5sYpaqmhjDrQNAirPlLM6gAsqBNJ4AIjAwCuCJpUJobXFaoy2MixjRVtgD3dgSpqJU1gMaA0qjj7ZutuOoTC3BnU7l9+ZpBhM9ioq1K+TUFsS9QJ9ugyJVMJdHhRFHaCOxWFuHyETE/QPafgGn7CZe212gUTWHst1GUwAqNdpr0RRq+fuffU8Tf4hrhuEtFuA3PE6mKqyiZBRU0U7GMdeDcvg1B3DP8AYCCZm+WzX3L/AA1lSq4161uDF03R37PcsiHbYbW/YO0WXPUpbVz9oJpcxqZkPXma1wSGCt3jaCVDNYDL7y17k7i9wiGbWLGv2DDPcBhm1G7ncsibQkV7gEVr4ubASwQG6rtTT5JlWVAxSYcwjd8JxUAlWSkURukIuAQTUGFeD488ioolQeKqaNvsRDANp4hB46gUxkBGRNGHH2kQxTOoGtjU2hMcBZieKeTKHHqAbN2r/EvUsk2TCegYzVN4alCVCLlCKYZ9TrUBYJ9dCWBD3B0Mf75B24hSMsNg+lzbDWKIZUCzWV1H/TjxPcqe9DkgLGBKmvYVYuo4bWL1B3PE0MHcXWqqLkuFrPUJEvrMvuL4gn3XSXEyVkzJqT+tmCwB5qVpkRorXybl/HP51+OgEAqAx0VgKAq5QYe2LKdy52Rep3MBnukQZBPMqdwA7kyrncu5jP8AVyx/OscQiA6t6bJ7i1wBAOCaDZuzktTcLlZ7tz2maexUC6yyFjTeoCWnc0EEEYmwYCJ0IWEudNPqri1qoJmbBBwsVKnqPhlB9700oMt3O5/q6+4EuKYrc/WUza+N4oOxHbloT0KhAZvoqkqiDG7mlASviFEvuX2PPtiDoXsxPXpu82WHtq6cRoezgrECbBgMubdeocDHtZovNBAAJZo+O5WsJ78Fib6ruDudJNlYh5dE9zI4A2DwrCYKooJ+oq4EoikOfBFinvEbnqE3X0bkTKi2PNAk0sJuKmqk6xWuDqA9B595F3mk/wBF2RfcLEns/Nf2AvboTyCL40YQgzxO4R0avX4AmA/Juoi3NZoL6ZPSrrkzRRbmZI8wrs6dzGP6dS4TLnqmIOG8h5Jg89TvX7PRqaQ1OtRLEOtBZTWUXJPbEIOOLqV1ZGF2eo1zck9AbdOkXuYjTEWrg4sqVkRyEYH4mFdVYdDGIBowO0XhI/6WDCewwhhAl9NPqjAorQTXr5aKSwWD5AGouu322LtR8Sgm8ssLm4npaZ8xmON4eN59P0B4wf47hhgnq8PuRVGOd2W6qUNloQtZO0ANBXmrQ9KG+O3ViMjGCwtkAn4h6XHTrsBOiaCKHh/Ya34JWh7dKy2GXRrmJ+smOx6Z9GzY/eUAb6hlA6fuYxUyC4hgPSRfJT5V8TwxJm02BNsID17vatwPBV7+uor+2WZWbsnwV89at8oVJiq+ipQCfL0qhVzTGPi8eVZQirsejv2zxcHDVfcLAwdygJ0sPfAjEwGODP8AXtofiNwcdwuSVBYMDWF2BKgJ0GpWI+J3+RoM1XZoMY3S1aD4nEYvY9Rjo488zIpYUYT0F412mVNYrGCY2+TVtkBXMQBGpk14AGocXcKXFY4wAji+OjNhA25gPxbzZMagZt0xh/XqvT/9Z+28I8YzGuzKoo9D04+Dc+I3j4mWBLhuBdDYZjrZsAEkMFoEUS/udbf6uQW22gapREV6ABmkoEUVYwMTGFlfJUWxqDoX0BcyiipmM3GXYNj9p36UN8tKf3LQdgUFNCH4Mp7Hn9h6hSYwAlBYuyirgGopXToRDUHynmVtKoBlEI7HxhO8c6j+oZ+qk3OgpI2siL2Dtufji8sZkjTGDqWAH16c/wBJpcB4ydJUezKh/UXFXVygMGkFUbgUgkBmqjdBlBgxiMoeUCTYa+ybmoryzZDWbcPjyT3gOArljcFKCsyC0ERqKuDPULtHf5MSIpuFlDEAqPipoxxFuLFaUCWUq6JqOwJYm2q2soba/wBS9Z+0KsA2MsEwUdQJqKq5oquzRAGSu2US6i0Ig2fK0Tvhoe2oiKLijUen/V+BBM3gvU3OxYgbbztYH6Zo3Yvom8YsgCG59M4g/X/zi1TMpi+KlzcUzXNUE11nduaVBFPW66NYjCmqYj881aE7MNo5qdmKwtsgvb59FaiwftlBvPi9/EDbE/LW5RvUa/7MzXt8zTNqVys2kbLSjuHzuTxtGPyQ9UsLAqncZlE9LTM57SE1GMX9nI1/2DbH0/SZPA8QTN21VFHyh8g7Kimj4tSMg+W44QAre07gxhATO4V1VF3bRRADtTTRLcLe/buWihotVGyEwKFZ/PYj1YizIf6bCKzb7gOK27Yh/iPku3xvrG0SYja/4znVGzqVsqYfgE7jsVBrRj8dSI70+NmKmHsX8tl2rWBdoO4am4h6ADwd40ATB/6CN2W8gCtansw1eCjifgcOdjt8iLA6GqmC3hKpOiACCy7s2oA7l6hAGj4wTQBK7ACagxiFmrY4WIgcwWIEatKxfFwo0UaWcyiIzHKxo/tOwGViqxfi2f8AQD4oxv4e4rJsSST8jejM2Ow1xP2xmVTP8k9Qz+5iJvfoiy01NlSRSUo69sVO5Y1vWbQNQLdljZZDCA0tQikap5LdJ+0M/wBjd62gNpjMxdYD5MBn+omvyXuEjVbC4yNHsKhOwg+OSpT2GJW6gq7+RaWDLLP2YiqoDdG1G3V7EBtT0Bkub1NO2HRFOtCIsr4VEjnbKuPtlW/AyJjaa9nYQWV0QzxFNxTNuvd1nqVByjoKlDaCzDaSyI0Ld3cs3XfsmahJ1DUBDzSNjG2gptANBXp9tn6OMQmX0+OzpDQBMBsjrF9mCoTzeiinB1aALjbbsAsbAik6MSI+QAeAHKKWCIuxAWmYiKbhQtNTAaH7J+kFgp22VhFEKregMJM+N32XqAVirtehluX0Xs12fA7XcXYoMN3YTb+ojGUYwN+oxjY/Cfqm1A5R7avuQZc0nudqxhowvKamBqmB6EA6+IlXComkwNcb5SqjiP5ufIgC5VRQFh8mNB4Y9KBuotyWi+P/AFyXLhIEJYtqsHQYws7PrY+QFwgwXBpP1lx+y1rGx7jsQMdLsXKLIP39xiQenOsU2cl2vn6+lO09vMrfSY3M7KnYQb7+6aAtvaKJjPY49T+hp4FJPwuggNArc+G3wi7Kdha9zUX/ALFdiLsjcFCo1n2uNZ7bBvT/AL70QxY/THtyTB8gfOlH0ov1DeTD5IpW/UHtNlmwM2Mtrfwjf0zRDBRE1rXsp8V+SWYHZRvtBHFTHDF7FCDISPdtrsK39AHtegS89zpss0GmjCemx7Ru2Tz6j4+nDAgfsVWgoA+VXPdMsuvuMFBUQp8xYC3F7nrBWNTYf4s3jzKLMB8/gqe66yqmPWFFmmpIM1fVWuXcqC6AoeSFsenWsTIbXou0sJC4IUAipZA9H8vUE9/f3lPXqNZ8RkyvFLBVsTvalgEOuzVezIyqGh7gOrVabnUkkKxSAs0a0f8AafHVqVLUggAUJkqALPiCANj4CgzF6DJB6DF7hCqhFMP29W9YK3x62m1KmRYpxI143yOilwPbP37fz8NiIiC4vn1CF8Tx8nxGgBXGMajWB/l2YutE/EuwN2R+2vyO6t3DjAS8eh2EI6CuovrQY8ZjkW76w58eaKO/cW2/aemNw+Rw/b5iC1qHYrX+j+oWtvl2xbbGGe8Zclf3iC4TrN/ijgTYYouT4FQYCwb4vGUxT8XJyztHHzldjosBs6YpvMf9XJjxYcZfPUHqdsmwAyzDkuetcWpADDvGRoBjJGNa6UDGsf8Ac1e8R0ZsP7JPvN3ixsvt9gkCyVrE3fyGRnUBMocK6iDVyGClJ7kJEv5FBtlH8dceS4FeyWRvRptkPcNzNccZsuTD6fUrQnzGRWBhsz0yaIeyBXCr/Wy0HIUCxsWj1FAafoH2ySiuQ42YqNVJZpSx9WDL8vaAmTEdUyapsDFPz2fX3IMiEnECe52G/UHITHv3AvywH2p/J6zZp6bKuNf5IvNnHs4vUPvkyHNkW43Z3BO3tonc1Mx5tl03fRrXuJt7npheVYO44tFBVlYGa1BVM4eHJLiKlBlWe/tAzsu/SMSdvmMhYgR/6re1R36tmOLH7WE+dhPV5BS/EKWaNkaBagtYz9ej79MIYsA+eVgC6mlBMbRBSO1OJuXPubOcpWe9tOmx/rFDOfEIcnbSLlFB0hZWlVGswAhvkzJ6gjMWuEkN5hJg+UfHSoBGZFlsYyqqh1hIeBUULj+Z1U7wAOmZlxrAUVsiVMaz4Kyo9KxnpjecQT6yivUNgWwX21BlMpfHqceBUmzU644GxMdu0yKsZkZgyDKHSe4KxYcnqcn/AOSSU/40CYfS4vTxuo5nvpvlN5gxEJEc7QpALB+L+iDfw7qbQ9BXhyMcjk7iqDdg99bbU17D3LUIDDkCmzeTIQAbncLbIBkVtRExx1ZYEYqMRhKhb+Q2nuVBlCy9gGN7Gu5ZcjuUSWRll9KalEHae6tkqxI+NfHKg32+QIr/AGawtz0vyzVF49agXP7mp2+I8ZPLe4wbHBQFJkCYEB0pFwPBhaUUUKQfRekOd+sa3wWEbuN3M+iuH7VtIX3YxQZ2TTO+vt43HVGH9TSrtrD8oeo/cJXQ/GDLUYhw1AoBeoIKPKmmJW+UowDaFF23Ah/T/XfIYVNKmT3HtIcqmbGKGoeNWghPbCBXs+8YqFh7eWBSkMPpkyFMCA6LPa6Wxi9zGABjlatv89Nzg9KuEa969if8gv8A/MuQZF3KGxYyvQa0xsTN0hsRfDgRuxbQMpXH8jhKjE+Q3j8M/ZyCe78cuYBcvqTlZGEZtp+6sHWAtp85/wAXg93MwjAmNaTJ6iN6g5Aus2oKaY+CEABDJWw7Aqop6NXv3uTEGSail+EQs8PcZlZTkYBmbU7KjiEqJbKdZaif45/UebdKPkSYvghskrqmDH4lDY+UxkCF1AN5Jtl0DHYg0rNqcgYFleelxrjwr/UhAEUhhMzf0yrAVkD65Fn2cr6e8pPu4zBHJE22moE/WK2St9Jh9YcRb1PuE+qZcv8AIXXJnEPqH2UFz/HpyGCpoF+W16wPuyq+bJhxLgwtGmTxmYGBSkKmtdG/YHEWjdT/AM+yLoGY42QCHJjMDY5rtNVAVhFyXCdi4WahoqaT5AZAFLY8T4xj1WySwUKcKZQo1mw2N73ShzTnXKuUMPcfGRkUsPgAGUkgNk/ddxE8Oo2Z6gXeDAdx6cHI3WPGoRfVvc9MntYJ6vKIjw9T41WsZd57dxvTMTRjYrKfFh8IMepNUB2+MZAi4kcqu+rCfEzHvpXeymHYwIpATIIfODATPQ+kOAQwiepf28Yb47C9mUAKRVQ1RhNOqanMrhjvSM2i5toEnhVbo1YYV+s+E0UsNljZbnuXGDMVOzdxdaKe4tBIoiqHLGKaOvw+yoMqi7awZCI6/EAWf3CO0GN8cOsNLNtnB+WLOcbL6rWY/U+4mXIjqnrCkb/kVcZCGUhcmIFdjVnoKqz3PheMxl+VsXIbQIdNaDmA9HIb2F7jIxFTvX+oAQ+y46jCLkqel9K3qhj9LhxooA5JEfx/yeQHIoCjpAbbECQqmxlHxv5KfittDszae44x0vthZ8TGQE1FtJskNRViH59WBc9vpHigK1Eg4xHcISeseQzUxXUAsLsAGUuu8bZX7nu6zYzfZSHI1ZZ/tles6kRsmNYpRzYQXR8jJbTSx+s+JBVZp0hyBiFIPUGgAb47iLk+Vqhvsn5ZFUMFn7RV1a7IU0mN0YklUQFdUA9F/wAeckUBFL0LncZumJtnpMu+TLVBrsDUZa3Nkb9PjuYwQt2oYqoFQsdUHYua0YWnswBRNNGqm1oEkYw2xpWIDKbYwMbRm9r98SothbHThj3qJqN3AtlEpgp0uu9lM7ldg6g6oTqZ9e2CaCM3c/2rtcnzv5BgzEDTxDUxtHOrFEIHjYGWAu9R7xzuG1VcxyxqMNtPsDIRj3VVBE0BldYlHuJmQTJk+GXL0hC4W1WO/RZQvqvWf08euRsmEiItQHcWdKiK2RsgaP8AGBaORW2b3Mc/qaK+Wdk17eVP1cmAMYP2vumo70MWTU4wI2MjN7nRIi1kRUSOBjmzuyGo+q5vcKQZDdtFvRPlNiGro3bJFBnxEZw0ZiILEYEzojogvrkc5EKt18Eb4mOAkcahO1GuSOSgKlR7WqgmBXQ4y/uJNjDjuY8dD27FGLl2Vp8yzClxqKNGDE4yBcwhye2Tmez6o5Jj9UcqPnV8b+sVZmfI8cEigG3Vgv7d0QTCpMXYTwu2x1LBcnRUhbG1qx/WNSxCwZqtE+RUKrD25/kxpal8lx+12oD9As9vpUtSV0pZ+0f5IoYQspiaaqynH0W+IZmWBgYW7Ht6fFZ7SzUENNiT7gEVw4fUy3Vbn6nYFr+KsQR2fjGUzWeS+MBjiELDHNRlAxYxKqY5q0OMuorVcNi4V/p6VAXBUMZdRRub+PSTYmVDrt9NloX3SsAAIlRzhyDVDANRpqNAJqpXVgNNyoHuMFDufjpB2pitNnVv2gFBVKD7BNWrDRvcGN1K1F/f/RDNqnysgGMFMKqIF+Ibr2gZ2RrqNBt7JEyJsFxsI5NNtqw+S4DKoWAEyY2HsjI7KtqplCaCtgp6MuoLWF8alizs3cAGoCRh8SSs9Of6h+eTJitE1pmpPc3J6G24WwUJJOxIGra9fVbgLNri7bN2V1uz73RWqhox1+UtNPdWW6uruZ0VKrodTkS9si9jcBc3uFHZYtGYf09uFesaqxGX5/A5RjLM+JXL4Vhr3eiXVccoVjU0NiQV1/3FCam/ikMslraK5MbIk+ULMIrkQsSFQUp1GimFAIH1lF4g0lCyrTImFYpLC2jktFUkriakLs9itWVtu/myllArce44QZC8c0x1Vv2XUCKuX3DqWuh+wJM/1Vt393u7mvftikrGRRcjSMWVUx21OzdxepQlrFuHA82YT+nF7gbrr2xYBFY2Vbx/JmyXKChW2I2SAfMwGyf1tWUH4k7oAkbJsnzMTGTMmM4wzoIXKjabExjcUUfjWvTNOtaUxNI+QKA+0sUD7hpLFb76i9m8z4mWJYUqf6ikGBixy/5B/wBl/wBD5Hl/A/f1EwxvH/r/ALGYfL+eH8J/jX/Gn6n/AB/6J5/0h/xN/wBdf+s/6v8Auvn1P64/M/8AM+E/wj9n/Zf2HhI37t/j9N5MHg/5P9E8Yv8AG/8Aj9L/AIB+n+uH9l/V/wDOf8mWZJk/6s+18/7rBP8AzWf+mCN4xf4T+o/b6H+If5f/AFieU8H/ABZP3Tws/8QAIxEAAgICAwACAwEBAAAAAAAAAAEQEQIgITAxEkFAUHETIv/aAAgBAwEBPwH9PZf6yuyor9Ssb0r8aiorpblIWHBRllSqUhqMu+hYHwKKK7kJH1GfpUeDih96yaP9Gf6WcFFFduL4HGfsWWpsrtoqKKKE2hOx9uGdTkMQz61ooo+J8SitamitL6L2UZDUJD1a/EfTxpYnDLLLLE+D5UYmWjK73rcvdZF2NbIcL8J71LnGOCyyj4qFCH5GPYh65dTnEcIqGypRnC6Fs3o4XdjD2cLtZer3vZRiNwjzZdNHhZY+m93CFGI9mKK6EPIsuEPp50cOV0sx6aHlrYuStHpZcLocvVFzercfErRDL77jF8dD6LG5WyY9qFNzWngovZaWWPIu9Mct3tfYorpsvoTvWzF6Pe9kIuLnFWNllj0uFooZ6ihsvR7+dCMvNG/+dHpwXsnCHxFGM5dKj7LlD0fVeycLkcpwyyz0ubRZcMoUvd6Nap7L3rsrRUcQlL62+i5Wqh9n10suLih6WKFK3e1zcIeqhlaXpaKiooUqa1cUVtwIsrV6MsQ5s5Q44i5WjH0VLKFFl6Pu8iyxFbKHDhQ4vX+QoyitqKFFbt9Dii5qKljFCLG7cIYtULp4OIZRQlcVp6MTixQi+hHnY4WOi5hC4LTG5boqKPIss/g9kioqWelFR/RIocWJl2emKFS9m6hlQy4sYoqbGy9HyXKi6LhMc5Huiij40JT8hvmFtQhDHFFMRTUobmhl8F640VDcqL0bhLXH2FDhQvDEfo4xHH2KGMXkY+D8EIyjHwy+ofovRiMTKEf/xAAoEQACAgEEAgEFAAMBAAAAAAAAARARAhIgITEDQTATMlFhcSJAQoH/2gAIAQIBAT8B/wBNfA3sT2WXsrZW+/gqHC21LL+aiixvck2aDQfTHg1u4mvhva/nxTMcUjXTrZY0Pfb38Tofo+nkfTyGnCY2J/HRqLMcebGWNiZ2NR0KLF8FFCyNZqNRqGkx+L8GW7VFihcli7jEuKbKj1tdRRVRW/osWRZYmPFZGWNcFyhxRzGPB7FCiqLGUejJOymVKjmEaWfTFgjSikaUaEaB4ssWQhGeNqXsTE5SsUIUIfexxwzSaSilNlxZZZZcPGzSYFRkqcXNxUIxXMoUNijSZYwn8F7blFzi48v3QluosxfJVjUIoooqcjGLHF/OjUZ8uOJuONih4lGLioo9GQih8f6T4NXwUOEeo5KOjWa2Wxuixi7jL5VtyXG+zo5jiMeUKHKR0dwzDuMvmS2tVxPuLipuMHzR0ex7GKV3D+VFbEeTs46G/wAi2WWMobow+4yhiUP53FFFGO7ydFwmVCU9FFCQ4yXEvYh/ExYFFFRe3P7RKXYrFyN7KKMOhD3oy+GxY7LGrHwXsz+0s7KPW5idlmHcIoe1D6KmtqRZqLLhMcVL5WxQihRpKKKGet67Gitty2LbQ8lCcdw0IcMUWKbjF+jKK2IQ9zdGuzVF0IUUZ9FC4d7cnyJzfJx7GtrZZizIosrdcPNFtmToXJproVH6KZYncIzLExPY1yKGoaj9CR0Mo9i7GUMxacs1ms1MbjSKEOrKhCVCYho0pSnOQo9ne3gaEXyYv/JQzI8bl9FxdSyy/UJx7ihKuTFjRnjqXAlGGUtRfIyzVGUNVGTjx85QzM8fc5nBwjgs5Gx8oRYhGQxxi2Iy4H3GInGSl8wnsX7hrgR48dMMb5PEubHHkcdnB6P5CfBb2dlOqKRyjVQmZdCdlifAmY8qMv8AFwvwdDYhcjRRSnHqM+h42eK7nJ8nU98FUUVXJUUcCv2ey6KdWWY9GXQlswjy8IVueBMYlsXct2xvk8L2+i4s1VKZcIcXGPR5HSLVCyhMxz5jycqEmhlWdHYy7nBNOG4pniXAx9TR6KORIVUUPqx9FFFDUYrU48vdHAsV7il2dGJmuIuOITUUkcDMPzD5UdGHUZ9HZycnXE04oaKhwuxeNLsSS6jzO8xfmf0fw8f2mXWy0jUz2arOxr8FfkWNIfQ8nFiXEeToaFVRccjP6K4sYsSjo+qz6jNVnYke4oqjxfaejpiY+TTCuMVfQsEaUhmbjsSKLG+C9nZRRwVQ1wfwobKOyj/wqKVHB0WyrMMaUZ4cn9P6XFlIwaxNaMszWPnodR48fYzJ0ZT6FDZXsf7GdlKX0dR3LixYni/M+R8lFHPqOUPZkihL8H0hKoy5fwLiOUWULgTMhRUooX6G+THKj6h9RlwrNUI5s/ZitmPCLhuhD2JS4uKGkKODpluKKi62e4RyPibjljlZM1s+oxNnL2tjEVD4P5FGpllj5OhsbFZyMpwjoouHDc3Cl9S9jlOGM66L4ExqKinKGUWWavY6KPY2Pgf3GXZ7P+RdDP8AqPyIQ+oXYux9j7hyx9jPRjDH6HDMOz/oRl0Y9j7MeoXR7MvuH9x//8QAORAAAgECBAUDAwIFBAICAwAAAAERAiEQEjFBICJRYXEwMoFAkaEDsRNCwdHhI1JicjNQYJKAgvD/2gAIAQEABj8C/wDxxsj2ntZo/wD4lalnOz2mnBdJnK4NJRp/8Mvoe1enelHJZkf/AAm9kQsLMyTPp5l/6GyLnuL1GpqanKzRx9dCR3EuB/r1e3+X02v/AEE1Ya+hdFifqr6EULBEDYqEU0LZcUU/cuLGTt9dY1LMu+HU14Xlt9RL9qIWhLwfjGqp8N8IwWLuX9Gfprosamho+LXghjav9MuCp/GDZ+o+GWzp2FSsuVrbF4Q9BV0tPuv/AEmhb0sy0+ldMaFi5HBXT34c96mhtUuql/gTahIthJKKbtXKae/1NqWaHuRepmrNWastUbHtNOG1y+GvBDI+klEliXwVzw3Ji5phLxlEI7m2GhoX9K+Nkz2mqL1Gn3LJL04ZNNUHU9r4LEcM9PTv6WV6Pg1wq416F+D2o9pZs92PtPazYvUas9hZL7cNi/o68V9eqJ2xniaiPpej6kVcFXqXLejt6nTj0w1NfR0JVj3loZfhX00MmnTGp9yZ9XX6G+N+DThv9HPT6Vt7j6F8Z4J9CE9C+FuLT0tC5binQ6cehp6Eri1t9K0uBzhHpMqe44qiB5mU00u79bvw39bX1rar6XyNccsjg0wvIyS9CVXY5T+Nl9u/o6YQacO3raY6ehO+MfUJ9eKzJfEzQvqWnCChK3HJtwa8FvQ68FvRtxZloyPRsX4Zwt6FLx14NRcxn/Tcl2a4Ww2kuzLRdsRTRhDLehvhp6lsbY6+pUvqmsfdY1LXPaXq+2EbGairJUJVJNdS5Bahsbyl6GJ0US/2FVUmkXwk0+msX9Lb0GsI47/Q3J24owligXf0L/S6epphb0FV9XHDbG/BKwtx6+lfgv6FvRvw9eB0l/Sj10x+nKL/AEVjvjrhr9Df0baMl4Q/poEMaO6wy+tphrwa+jt6Gnpz6M9MZ4LcFuO/HGMjwkn6XTg29ecNPWajhj6ePrN/pLlvUq4J4Jf0if0fb1NPoYwv6Uk8ccdsbYwicFbin17YWL8F+C2Gno2L/SLHTij0LluKUJ8MfSWJx1w09KxfCeuC9e2C4tSxbGX6WnBH1NsLfQojHzjpjrw6cCWFsX6Vi3BdXJxjBP6SfqGzsVR/L+xE8UeimS8VhoWwgg04bcE8TnCVjH1N2Q+G3odh9MJOxLIwt6U9MLkLGJHjbGOCSMdMJjGHuMdL0Laepp9TK9WfRaLcVsNMb4xjOGpyly2HuLsnqMgh4W9aPVtw2wY0/ShkrQvx2wkcbkblyyxgnC5bDTgsy+EssseU0wdOFi+v0mxb1OxJ3wVa9OCUael2OVlyCCWW0OZwa4a4XwuWePYs8fdhphmWM78WmF+GNy3HfhRMWxtjJPUgdI8J4FgoL4X0M+nHGDLYPBQSal2ak4a8U42eOhphUljb0oxUD6YWOnBfh742ILENcOdfPHcpwuy6IjGcdcWa4KSS+Ghphc04IwjivhGMErgt6LwvhbgtwaYWY5J2eE7kbkK7x7kl2duFYxoNkENFnfjRK+SC5ocpDsQuC2MvHQkk04INMIFPDYy1a+i+KyPbhbDqdjUZtg5IxvqXw1clqbml1xZWOqLQJxfG5JGxrwyyxA+x2wSXyWwyzwRhphpjEGhYu8bF7FPFIuvoRh7T/wAdX2OhLqOWkkTOmEDklFyYNC8jw1LHccajqeDM9O2vCmd1hG4+uFxvoduGpCfY8CNC6twXNfB7j38VzYjg1wtguNJcdxXg3x7l0bl8bngd8Jg3wkth7TXC0mglh7vgf6n6fyuCN1cjdCqjlZ1wT7kJHMztwXH4KSz0O45FhodDthK0RKwUF8bliZLkCuMuZlYdPUjeOO6YuHKduJwsNDc74Q8bQQiSU7kqfB0JO+Fi/wAmmHM7k0ir67Yz0M9Oh2qHTvuWZNQ4Lj7kb4ROEDjZ4Rp1IRYlbmuFjL+4ljqRU8GdSTQuyJuc2xC1J6CsdxtdMG+K3XhTEsFw6YSyzuXGcyw2NpLli5V1ggZJbUfQhkrQtdFkc8ErQnDsfw2Z17qSWNMhuyIQr3H1R/fC7EVotqQ0cuF9MHG5fUhkQXwtUXw0lHJbC428JSudD3WJ1GVvijCuevHL0w1sSXLHXB2seRRcnQ7l9cFBYaZoQTM4RvhlqJIWx2I1NFcy1mV4QL9SnbUQq1YjCc1nsQrMuSuCRrBFsOh2E0TJLuiSOhOg4qLkLQuQhc1yGJYpYST1fDfQlWwq88UtEaYWpsxXLQSkSseg0Q5ZbQ0lmj8DVUryPoQiDwWYmdDKxOlXRJMs3uWImcE8Fh22FIipdrD7HbqJtmn3Ox2NRFNS8MhsepLweaoS7kp2J+5Ythc0gmbEqqxqWJqL3O5Z4NQW16EbFNPbh74Lcq88LIKbTGEDW2NnhabimCZHLsWWoj3EfYu9CyLjvCQmiTQVeW0CTdyKtSxnlWHuac3UuR0vgoIFG2FPL9j5GktVdipL7ChnYh4Iqoe45UMd79T3ThzKxZF3cXcy7ETBywXIg9xsSxweSpCdRFrk4eSm+/CjyJNjKrb8KxksXa4JdizHT0HDP2L2jVFKNX2Gt5w9xza7NFT3w1O+51RbroOFcstcK1DsOH99iJWbgUiaweb9zsKqbLU/oQ0R+wtbF8EKtE0+9EPbUypFpEt3hFVGhPQzdhs6yXVuxZl9S2mEyQVODmLbjE2bjamy3GuCSVsS2vBsVT14pXyXwcIdrmZvCT3Cyuw7zhy16H+ROGyKUX16C3cGWDMps9RxuayKam29htrlXQ5beSY8CvoNTLZ7SKVEHcVrllYUYShkMW8GUmqfBCpVKL/kmCNuDLUdj+J/NuS99zpJmV31Y82hOpNcwWQsqsONSzk6FtcNCyktqNZCEtMOSIFpBl6C7ja4ImGRlHK5SV8Da68LLyd0S+hnzRbHp4LwWdzIak5SVCnXC2nkhMvr3LtyzJTfwQ1Y/wBOmFuzLVV+BzuZm4m8GaJ84dz+xlpzEP2F6izuXckxGHY8kq4v7k2M37kzYlrxBFbbTI/DPb+cZWDtZD8D7G07kMjPmOi1NTVfcU3OWk0vhL0H3IpLmxLdzoaTBmVvkmqcHj0OVj5iHI1Ur+RcMscs3HLt0NLDeCbhroWHFzlReUtsNCR7li+oovB07jipudWVfuZlujufAlT8jhQbomfg2vcU/gvc9o8uppjD9tJaruZVyntObYyXHEW3OsFx0wlwzmXgvcm5pzFP+3cSyrMXdidjTGS908ZXUzbnLYnc8slz8EnjB4yNkGxYpXbhs7j6mhMGWRpOTU/dm7Lbl9Sb/JudSZu9Ee8tVJCux3+D36DjRHYVX4FGo3VIllGpI6DqTquZp00IT+5EtsWkEIWbXFtPUUXZHQjQ0Tk2JcwyUi6FP2MqxQmZX/8Azw/5dyp9GTB3NdTph7lBK17lPUtUa0muHgm/wXI2NfA9OCBWJSgSsu5zcyFTTS81T4rDGapMmn5FsIgd/wDBZ8xFREqP3Jy27HYTyzAsyv2Krd1cnfqR/MaydeyLQy/tgpp2EpP6nM/sWLaroVKHbdihbGWxct7pIwqEovg65LfgbywjwT+CL5diFTuOl3bX2EsyfXG5T2M273NCKkvJGX/JZjbLrkNyHTBEPyjSTchVcp3RNWnQimuDK9exZGVqxqoNHlKvHBJ0IzaiTfYy3KFrHXhp0v1GObJkQz226jhENJIh2q0H1LO72P8Aa+pCdn1LpTsTMdWJpGhLp1MyJqIdP2Ksqgnfcu3HQhaGtWhPQ+Zck0oimlG0dEaT2MkZW0WvUVc09DO17d8Wy5P8u4/yTndhwO/MNRl8mmlxKDS73OWq6FOKaI0+BLNcmPKN7EIaqdt4IpX3ILSyblnD7CmuzsOG0SNTYvVbsTNj+ht8ktL4JiSqrrbgzODlZrEFl8EOv7GafanwQU0vQ7Ez2IIm3c77l/uTS2/JdNNjUyh3Q6nV8ItRccWnqiaNRXNXYdOU3jQV47Dl/wCcHmf40J5akiz+EiB5I+TMQ5zEllYnMyXXBmdTfYVFCtgmjoyz+T/yZqlrYmPI4S7mZTf5Gp0voZqatexEyiGxxJfV2Ms4w3BCiV1Oa5r7uoqYcedS2j3KtNLFqZwVJCuf1Hv8H+R80ol1W6JF/uO5qo2IkyoimzKaOixzGQagstjdI1K9PJOKRE6DJZmoZlfzhC1Ite7gnLdWJSS6EtNPc9s98KnU5hClPK7W2GtxVK9x1L8iWUSNYv0GnBdf5HSqV4HI+grR4FFVST7aDrl5lZ3EuWBUpT5M6pTa3NTIrssSQKmpJrVH9C/tEnfYdKZGo6csmamm/YVNrdS7RNKstR1fbgrT6Cq1kh0x4OsIdT2L2T/JU7QtTNoScmpzUQ+o0qEqSZIX3LUuS+b7ES66v2JnyaqCJb7kTcde1P7k4rJ7UTPMy/3P+JLU1Huj4Kn16cNbcwW9zN14IVu5l/mNLlrEaQfhouxHN+5Ls+xSklHQSskWhsmh5Y2GndsTVA6kv/se6z3RPM/gl6nK/uaUT2epDrU+Sy8sa1oRRXS/8maNrqR8zyVCpiEPL+xC9zd6nudifv2FVRGWJgl3+BtalLV9oIqTS6oVH8Sba7snPI2ql1NTNTHe5d2av2JotVAr8pm+NcWuxCQ+bTVDitZTlcoSyue45snYhpZS1BePghUllNJEHNKPcl2IMzskXSuc1QuZoy0u705ZFR98Y6kxoX3Faz1ReH5FrHcbPngkq/muOqWuxqvkUuScs/JZU0GrfQ0t1HaWibrtBTNvI6ZLfktc9/3Jqsy7sZqqHA8ruLUy2vof6i5fOhmlOnqtTLlqfkjruZXBdtdBcnKWpUbdipKpZma6bGVfBSnvsLKovdmXL9hUuhteTLRSpXUl/gT/AE9BzI5pqzbJn6a/mpXQm/MOh0yKr7HQc02jUTzQh5iOk8H6n6cvWyQqs8VdmRLfkctS90czm9pM7b8FVSbvs2KOVCqn7HNA1RVBLvV06lpTJdP2RVGa5ucqeXrUzM66Mxz/AKkroTQr45atSxoJkSU3tuWZyv4KXVq54Ox26kzYd7Dpi25qS1oaQW64de6LvxYtEFtC1Vyb+XuQot1PbynfuyLw+46qGQ6tFsLPU9NyIOnkh0l3t0G6jNRVclbERfuT11IiLGW8GWLCavR+SKbkT5E5M8qdBZokz0w47k1P7jWYz/7tS9SiNGNbvc1ldCm1uh0XQntwZsu0yRDuNady7X9yzX3LVaGfmq7CT/JCLULN3MrjWWTrJzVGmYpqaUMdVdMUrfqWVlxZt4M9nOx7hpkQo7icrwaR5KVrLgVK2UYThVJoTTYvdMUprpBz1Wb3RdvQvc0+xDglPyPlliyodyw+W3c0uUzMjlPM9JIhp9huJS7lNezH1ehZk1VJ9hvJuNZXp9hp/pS+pU8sdyFaNO5MjaJVy7Z28HuS8msVdi6Xw9RTrgpp00ZKm+8lyKR0VrwQ/wBMUfHY3b6EPV6Cp/od3+ODNfl6EZXK6j/068v7Eqhyc36UXJdC/Yj5PfSjNl+xcu7EquI2JehUxJfp6iyojLBfXFXNTLI6svIlYz3Ji7Gqeb5KZ8ENKHufxn7aNO74XTFupzRODzbMd7CTV1cdr7F9SEaXIcMcUkvKMipfYt+5MyTY1+woqWu7FkXmBP3dGUumav6C79CKbd+gk/uNwk+xpesdLajuRGGbsX1LpNQTLOWo6yJKr4GoslJzrmHNUs9rLajp03k5q1l7E75oFv1Mru1uROnYmLu7J2LslOcKpKclqf5pHDeV6Sc0QX8qBS80Grp60n8pZsnSrodDuZnVVPQvRSZpuS5aq/cVhPNL3RmKbkQ4K6a9IsKz/wAGSm1C1Y45n1ZTlOp1F+jRqyn9OnRcD8wPmFFPyiXUmQ9NSKa47Cp3gfbuW0I1ZNQ26aiYqXkidrHNS5KmpOWmXvJm2JW2gnSbZtyZOVcpEC6k1b6HLeruc0SSzmqa/I1mceC2xLzWG98Lb6SOpZZexztw7if9CN3+C9RO3c5Udux27oUfNjQ1c9C915FFXM31Mi3shUrYroKKeiwdPQl/BrqL+IvDJtGwvbmX8o3GWepLP7GadSLNjpie43VU33Ip0HEx2Ic2JTcmbbyTHL1Ii/WdBuz7omDM9S3tIujaPJZN09jkoqbHXX73+OB9yubommBR90RW0v2LOxZkVKJOSku1D6DWqLpyh1dhUxqN5YkqqUzUbEz9h/kURBOhm5n4JpohdaiG/sZpKX+xHQedW6o79yGpHSlUMcqbWIfSTMm12gq8nTobGjdO4sibkV0/I3szQVTFl9u45Tfyc9emyOWlN6y74ZVM7kNzaCmp/Ykzq20DVWawssobUuWa3QkpUGZ1NdiEZ8rkVKo5e5rHyX1fQdkvJEa6uTK6Zp6yVSn0Iy22Jq5X2Y1OhadS1NvwOlvl7EUqE+pSk/MF5+R5oOX9Rx0gVOWWbL9ORUr9Om3Yso8cOWdB/cmVcU6oc03nY1sT+xEuCEcxaCpum/VEbF6vxhS720udi1zmRN/+o1+5lTuZqvtJZ/c5nD6GulhPLoS6TmzJipqmDNU7dmXcwN0ddEdCK79LHLVL7l+hfV6FqpixZR3Lu5lrb/uK0Isl2Mub8iY3qV0Kj5Rm2O5M5T/d3Jzan+5PYetyNxSp8G32Esto9xFLzET5ZvKE86ZsyWJ6F1Z6jUWW4ymdJHCnyWcGXcaWpqpL1z8Darsy5uWzJn8X9Z8uyghKEhPbhZVU9Gy2ws1yHqZoely0EMeVbbDp37nLodxMyK3yN1TBs106FvbtOgupoR1IcKC6sTTp1LJtvqyE/CLw+xyXf5LzbsJ3Rkmo5dd0z2qT236o6PaB5lNyluHtoapd4Iqpks34g6MmrRdC1hN0zO6Em7mknu1Os2uZY13I36nQd1PUX+4ymaeUlTG0DU+exL06kXt0NYL05k9+gkpRe6HTDfkpyWfbc2Q0mdtSNiY1cWZ+YM7/AAQ1qKmj5QtmQrxuPrsR+pDvse6xLqSuaJ/9RUQu5C/c84KpvwaDfQuxqgvc5atdiJbI3kjVkNwLToh1L9S/gpimW90jNbuRTeknVF7ZbilqqRRC6wtCqrPqcup/YjY1zbRAp2M1OhefgTVNpgiMvgTp5oR2fYfToRN2ZXVX/wDUdX6b9qvmOa3SBS9yprcl/pt3IvJ06k6s5uXoZbkUQOYjtsRq+rM0x/xY2hdOprZozSRTZnXydhJqCctjmv2IVGX4LyU1UaaMU3RrYiHKNszZzQ5F26HUmpK+8mWJRb7jpq6mXmvpBUs023JWpKjyxpw+iHU2qW9jl0ghnwaonbsyVzLSEbl/bSpzGVGS6Y27dh0qWKFyjWgo03O60Jwm0QQmvJCbkl6EZhzoUrK5OZ7i6Enugmp8pTGmq7mdUv8AsKu8anJVq/kT1XQl7dD2W6tipjQvLRo76Gb+UtuW8nN+rIlZkrYTp/BpcjRLWSzHqu43TGo1DIlfBYvp1GoRF6fye+UxuZROr0RTDg0t1PcQosWbzdRREHu+TXM/JDZCkgy/qJqkdKqckUxUzK4nsZGh8i+5n2fcdN/cTqmSsy7nJUc1xpT9xOpaPqPSwm7wSpkhavW5v8ntV+xFhw7ibfmDLPLO44p5oNl4G3+BNK4uWS6uSv05pezJdHlMimiF1L3uJLPRCIzUtxYy5ebqNXyP8Dqf4Iqq17CqzWLVHMhN+4cJ3ObzZCgm6L/sXp+YKm82o8viD/UqpqQ1T16mbbYiXM7ivb/bI7uNoZlf6muhFO25/kt0FbQ/YuXlDdEX1P1IdqtIIqE1EnKoIVvg10JpruR/E06CyvY9vyWuOjK2+xzO49fgSq+6P+vUnM1fY5rxYupRF/uWXydluQ1YyadGf6n7CfNK0G26WPyVU19ZIp0Q6HpBFKzVdjLaB001UsyVPe/YdNNBoo7Cuu6QuX5ImY1NKoG6pinfqTSokbn4JzeCdRJpJELctFuhbcUxbcivqRB+CFS4IR7dylZnf7lCiqzjXUlUadTTUdMb7rUf8heqHsyE2093sdkNroKNEJXy6eCKr0Fn8TqVUJyv2KnOheIFL5RqLfgSy28Ghd/kTXK/JanW4lNvBaq2o6lWv+pKTt9iXsLycuWN7jWbTscuxNzMvg5nJU/3M1svYVvwQtzueeppmH1KlUqiHERoPL9i8K1uxPbUcS56lqYI27mamqp/8qWctJzUaPU3fcvqi2UnK4YlZ+SKWdXEDb+BWv2LUqS7sugvd4FTm5VuWj4EpIdv6i3oMq217kDvDIZD0IpX3Q426F1+CziB5qlm8ivmTfQlMikV0fxJhawVR/4yIa7svVeR1KL7lNM5nAk9OxMyR+pT89Syg7o8dR0pojlkc8yE0/khSu5loqRmLfcUL7kzI8pM1N9nYSpa6lolbmmm4m2rEPmjoZUz+xL087j/AIVOru2zTmZTbXfBXLakS5ITJs+wvBzNQWVjU6H/AB6lnAs1i6c9zddzm2w5rsim0FtIvB73cyxd7jqgqd9SnwPxhT5Khn6fwV/9kVeD5Pgp8nzg/J8YVecH4wQxiGVeBeCnx/Up8nyV+ReSn4P0z4PgfkZ9yoRSPwV+EVecKvI/+p+mVn/7HwMfnBlH/Y+MEVFHyfp+OCoRT/2KSoZ8CPnBlR8D8HwfA8P0RlXk/8QAJxABAAICAgICAgIDAQEAAAAAAQARITFBUWFxEIGRobHB0eHw8SD/2gAIAQEAAT8hzSyo6nECoRIZajNwKhGpdcTkxElQIMbY7moSuZuV8DDGViYaitiyoicQipdEaqGAqUm3xAEqYDEupYxwRmU0fFBlVzLPgMsSmXTLzUzHUzzKr5ZqOJVscMTnMEbykRMSczIxAxEsmXE0+VESuJfE4gQi1MpCGBCLUX4NyzqGvi5mGI5IHxz6lyvhhGk1Kw+KqDx8XeI4yiNQivhVucR3MTEK7mH4s1HP+oTlogxNEuW3EWaJS6i3Ccsumpr5cpcxmcdwJpLTJCF9y0fGYJqGWLkSpU3DE4mp9ypcfgZ9zEq2YEH/AObPhcv5qcxpK5i4jhGgsl4MtgxDGZuBTGVHEOEWO5XwqIaRuA1OpxAzNHxvCKXUxEOZYRqGcGRMwxKmUwZU1KzKxKINsZeJkQKj50S8xyfBgiIztC57uDNpnccfheJn5v4qU/FBBlcs4lSpZ8Y+Xqalk1T4uyOOYDzNEaSVyyzzBjMwYhiBAUx1NQbj7lSvhuPwcRML7m2VEwFg6hhmJFuLM5qGeYq1FI1eo2jK9kwLhqJUwTlja/B3M9QPgDMqVKOmITiZMCaYs/GXyaiwyyvjcRpWcZwP9RE9/i+K+NwzPcz9TjPyQgkXcSG6hDcpuXRGkiVlnpBxBlZ+A5zKuLAuL8FJcszNQOPjKMYEG0qpiRMQ5dxIDBUsqWcphg5+LbmaVKqWx1uWwI7ma+MfA43O4m0cxqoC4UwqDcuWwalNwqMpxlxANPgg+A+WAaEr1KTCC17wmzH+YJdPFHD8h+WVm4vUXEGJSKRuD9pfcQYVXUMQhxC47ljmalfHM4jMSFmcSuDZjFs+CFYyZSvgzMGpaViU1K1cSpzOQSqZhALlkKvXwpeZepa4YMyr+Ci4+TbBLzHNVA7jfUIbSxhPQ7hm6PEK4ZZN/wD59Qz8b0RjQhxcTKwwxsi/mXBi1LpmE8xeIpk3Aikb1BlGLbUHMS5o+BqZRh8Ym4mID48YB1Mk7hmOsTtDFz3DE5n8QTuLULbi0bm2VKDUsjkxCm023OZr1NswQ5lWy6OPgVUcRpmt/FQi4lzDLOMYH3WA8GjnUUpulQCVw2WzT/8ADQ3c0WSUJpGqyxXSuYMpREiYMVzkhMm5WWOCJLzLvymXERnNuJ1LqGY7gR8SvjMTEGowOJcsJhceyQzQhj2gYeR8LFGVu8TIPUmzKmTImeIvEzyjiWvEtqoKhncbTUHNzgrE1NxsT48fBcsNMHEgJzMSpe4Ftd+Jl1MBamWZall3qBm0w8+ggY+HKNI0yzjJ9KOeGyPwns7JXNbgz9SvlqBuYtS0cYnxhxDbBmLRDcVaXfxz8XCNS5hL+NS11CsVcBqmgUeYN3+odkrAPMC/C/gOjZcHXuWNcQF78zIVNrAuUU+C8WLwbdRFx4xOZduZRJpxMdxBCjxNkbvcvDLqN9QyjpoZhbESP15WxVB32agSoamuY7OYq7qKn8scW+REsf73LFBvfxdB7RsUVKhe5kzpMIWPPwUdfAxAzKqWQmGIK5lZ+Acy5c5jSQV/AHMtYgIi4C/HmVTDhZ01Ldr+IZq4Ll+HcmxzBefzAMQFJZDdhm7Ncw5oY7lyPBZAWNQzFiDmCiK4+Jv4e0cLIYKuMESaVKPEwK8kMK/QghfohK7mItRdSIsgKtNVN3x8WMpamLKMiUlkCHhdkqkxmiXHQNJmAlqITV2llxCCVBZE+ZaAzmE3Bg34AYpriX4nSV3NblHEoeJtqVUVS7xLoZt8aqFYGKM0nQepTtMLMwfl/cu5fzB7Zi3PPMnKXe/hLysNkqHR/UoYAaiVxOJdRV8TkRy4jTj4Yrjf4bMVDx6lqjJYUW8fBpVw5nBqXlKZ4laoVFIg4CGuLeIf2ZnArR+ZzXMVLMoEOrVcvpqr3LVOptzIo9DUa0b87lbOuEmT+BqJKR43LxmJZmB+FjEPqgoiJEdRrs3L0ruGUEj6liSwiphLr4AkaSqjQhGLUFiKX8Qzsgv8pcMvqcgcRL5idk6GDX+IzVMvljHJmIV/IllKCNVMpVNxBmMcJmbgQ2wjCnwDBC6YEYSsag4C8vcAe7mOnKXUalAaXMWReiOl6lfUjB3jcagUyQA5/MrtQuuJnWBXMdansyVYupWmY+pEfDlToWMcwBgMmJtj4qrEUzcaEMuLKIrJaBGLjgIlZ4g1EueBCk0hqjnVzLB9RGwfct2H7hRkfXzorE0H9xEXC/ucunEo+ok4nEQ5hGZllSLgVOmp/rTNZrr4hxDXQxV4cMuMI0wwtNQiziVCOOoWWbh7lDiWExuJKYQaAzXBFGApDDEcGLuZOiPBNlxGSCvOggVxM3EGga7IdVT8SrKcklwPtMbJTabghAMlYmhVShIHsVA9WJawH5htxYbn1AtgdJaZGJfFTiESBVmfcuLzKRi38W8R4JyE9w2gg2V+iI867T+IiV7/ABPQ9wu2WZtxO8S75qWzetRQmHcxIJ5jH0kdavtNnV3MXzHHcA5m3pEuC0Q1AfFwb0jTqMopgKIMXLeJnxHDMyKl63BQy8S5mAlggXKqFoWR1Km2AR+I3Eti1DpDTfiKl9Y7h/GHAQAQWMxG5aF2FygxEqoVA6lS+YXzvmbsGpc4Y7lxonbibOX3OR+OeE+6iv0oN4X4mWimPT+5hL1E6hy6e2C4fVRTloty9sDYULmr/c95Q2RqZJowzKGyvqLnn8wYysz4PNzAw+2WdLC2P6i07YNa/Esv/KPlPGolblO/3FqZg1AYhvvDOoVNypUX38Tf/FLbtQL3KErJKO5piNcI2n18HRuhlxGpg3jzFxCsCrll1MqjZGjSlNvvhheLoM0medXBZawiVC5RMsdBEf8ACGMwVcxyipRWHygO0TRLj4NXHcRHcu0JUujTDkIvWKbnGyZi/wBkLTv+IXxFbz+Y8bmQvRNu/UsN1+0cjfuWwni1+5j3UOzj1L5UzBxaL8y/g8y1mkV6a+45d/cutspepr8AptZTZKvkItsjHt9REYNdH/yM8pwhZil+oNzSwEqYay64mH4d9yuVHJmEAiGyIIgmyXCF5fzCylIarfSL4hrHlUvHBiLMTA4lOTLCAFy8ogtmKPuG4j/iKzOIOBl1HGUHqPcvHEGls1gg+55MUOfjRGkedTbLuZd2x2Uxw19M8n0EFd1MmqiyWJa8zSrbl1/5MWIQmk9ZlRysS2qR47nHL8Rd3KOn9So3CzkZkmGLglGr+bZub5ijiCHU9k4f/rKJoXcwY8pbiOHZNJVm4hR8HqWaguJtFoxBCZtwIuxfLYDBu0tolBWmWvdRLm452x5ktmcXA38KDa/zLr4Z3jEuPEX4zpqEhT79xzFmCuWEU6zAonBOItrqW9zI4iqZmfxGlblCIhjB5lXwynH5QLao62hh3LaupatfqLWZb/mFMGL9oTzn6grvjoleX1LP9TPF/UwcUQelNf5XCp6YmRVQoOoIuDYS4MQFUFWZYfC0TPUFwzDefhxMO4ijMLag0FyhmCXmWspglym0rrLMywLqb0RLKp3LoVxiVjNrsuVKich+5xRXuXV8CCZZeZTjHd8zulq1iIEfiUrcvE9NrzHhgO5lvX6mhniXvxOPfzFkTzKBr7jrf7lK3+ZYO6lXkWFGbFjYuOMx1uqmwufuXeafzGuH3FtudBxKdcSx4KgttlDzmOWz3M4jNVaSypbWsR/+kG3bMh+0MIr5l41+4eMZGuIf8RZqZRxCSm4X2gxVhc/1FCMczCUOYXCULmbmOnEaymAhqWmbLCISySqEZqXw+PX5xGFSbQE1GSWrqN38Sou8RqmphY54jGOIk/zy6VVHcK1Fup4BMKa4lsMZ8orgEo2lavyxiPcyYJjeswq7gUDNuIry1f6jdkQhqod0Lq0mS7Joyy3TcsTVy8tQWXQSq7Kjm1UtmFSZpr+JntjXURiWOv2x3kxKcH7ju/7mswtoUfBA/jzLR2io1F0MPUU7YvLC2ZM19wNLSVRpl/rLGmKlg53LmyYEwZkWzrLuI3iJVVMU6TFEEqWbnSNsCEHesTfEqkwUzDUoVdMwX4OJbxLB39S8s72RPZjmeo4iABuZziUu6joIk8SwTaxklgqR4eJWAcze7BgBZeIhjjuNbNQbePqKafzKlSBYz+EaQ/1MqRPjBcALmoFolA3ULdJwgASrepRyyk5xG+C5TyhNQg5i+SPJi72n2Ig/+yg1uAtlfiIHf6lOoq9S76mSPJZi8MHzLHMMPEqhrZ7l5Ro5Z7R0GU7lWTiNCFXDbn4AAxgxdKjVKGoNx5Ji4orLDWAzUrXUOIZlh1BgfEUayRUwNJs5gss3dMq2KhehvVysxGy4bQD5hutS4rhim8d6oc4UweJeDruUY7xxByLlAtBFTC4m3BNQRUOJXRFrd+JUxR+Zd8R5xK2gA9xaNAhb3MuIVzCyb9y2qq4WTJyYiBrMbPM5VLJgTN8RRfDcTwZ3CnUtxLtlJY/9lf8AuLf+or6nMIz2wHKpdPEIZdQetmOiIDFuLm8sAmRiUOYKysqlBcVvU1uWTY5l/iLMSweZZhL5XAbix8LXC25cSo8Ux/3P8ohIDV5qAdkzGo58DxG03ETo1LUtlcSxqc2lkRXiCobWaTv6htDxL7cuBUTYbjm4GYiMWq5lwz4iulCeEqjvMAwTWa1UQ7mTJuCRekFXg8ynR7mUh7hnm4nhUMtxYEuJdz0I0d/mUuFfzAOktGU6lzYV7lW2eIfczeIbOJmLGB3VSzT6QOkFYc2ktgOZfMKviWSLLxALJLSm2ODxC01LpjcdlzgNwusEDkljuNuYOyWmevj9yiSw0fE4Nwajkym4AxpqWJzGdSbzHSVS4eSov9StqXWLeJ7Df1AvXqHaS0FEFC8YMz7z1AoAmGKjyJcqsT8XUff3Nh+UwWpZGWHaGrmJrj+YLdwo7i3gJVs2sypmYMwt3RLHP2x8o0ds7KqWORluc/UwGpQ7RQvEVt0Et3HHMTOpSOmWFhF9SvSyzG/zKmtxY0Kl/idi2Cyj35jXcjcXzHjLHxKqPhm4HbuOUvqHqYgG+5/MsxFAvc2xFzmAu5lKgXGpcbylaYDBclpYlniUBd/mphuY6dpZvLCsb4Ix6hXlPDuM1U21mHruK/mU+pWCm6smYtBm4kVkGKdmp4wu1xYIGZEVm4malpioioAit2wo2nJRDK6SyrsIVYW5Rq2KJl6mbGolkNx9ExOJW3MSOJWMJbqa3TFDHDMehLW2HYphbF/cCbEDx9yvxBbzbGr5jrMVbpqYObgax+4fPVj3Eu4qal3FvgzNSlWsQ8qjTlZ3AmCH6lOeZ+MSnJMG5wSgNQtuFcwaPgyiNSraivaQByXxOA4ljemHGUb9YZVaGOoAgNHUTo+CrkG5qDfM6CD4fcF6jfL9wekMN1HYY+6g4q5XUQNsTEtrMIEC9w9/qK8PuYHf5T0iNquVqspfF1KeURIVlMdmYLfEARqBnURGpjuESh7lQXuf+kqnM8NwsX+EyqmvEEUBzMdJ8c6vzGy59kScQLalLBbPEB1iWaqD3Q0Sm8TB17l/EdmHiiRzLIXG+IHaYFyzB2RTJKMYVWMHsEBNT7Q2wspuFje5S641HGLjjXEo/pMpfMFeFSi5dziHM2amqxOZa8EvqPFy9YgcalHmUNsC8GN3hmUO/EvME8so0uIPH1LvWZ5VG3VI25D9QWtRKyM2ilcXFzUYefBFL0+4MyrNSjqYAT3AL4mixl2FmG2CoF7HqUutzjUKWIzBlVf+IZZhnIhhTL3LHEqFlwztNjKaxqbXMXJblgbtMRHUUUUMFXEowQlJRAm+oq1xtSpaEKPmZrcymWOZYtwxTyTmTF3UKcNSqiyWEGpXXN5gTT63FKpiyQpI05j1LjMpYl93FbqUK5gp3HTqWD5gXq4zFiqyNG8asgDMuqLqZcMUl3UwzKOJlx+41M3LuYutSjG2mc6lM4mDNcyznmC9oKDmIKxlqYY8TE3upYJTWpncHhnOGVjX7gfqbiVUZwmIHVoXTkjAo+LGRKapkWuZdZlz8RxCpE3SqlkVdS5bkhlgyTIMTJGybccwMYwKmv1LjzOnB2YY9Z+IpccRmnEcC4XUeTE033For8ytYhsiFHEtDMWjUQe/UvziFP8AEMBWJYMwb4x4lRiWnUUi6bx5jeZ8kXcCJ/mL14irRcL6Rh0Yl6gbr9ynj8TBqPf4C9zF0MqJZ4Zgu5U0gaupf8xZQYCMSjRY7zqX5YrXFwyaqBX+IM+JbuKfvReIZA5nMwtxS4CwlVJpExVUvsxFpdyzAZS1MW5Q5ZZhL6SwyZlkiRZwRAszLM/qdph6lDDljMVriOQjCzFic8weJWXqoFNxSnrMz7gtwwwgV1MG47TL8PiGzcGO4ww5OoYdw2L3Mgb5IU0zL4KbTTIsum2U3cL8Z5D8S1GRfUE6H3Fa39QWuI7P9T3BmR4mawy7hOcwRfmAl9QATnudqViYpnCoLDJxMTKUJ/U/SEHiZ7Jg0RE15IQD5BLNJszuWUG4dmJUpNxcy9SA4Y0aCIVfM8CCG8ajZaS1UWksiJEeUsuoMGEMwdkNRsZ9xNMVcdDibphKlJJugwqpRV8cTI5tJRjMP8pZFBcKtxau5lnlub05mbu5gfFeY7O0QwNzbDMzNPkjli2AQA+mAcZ9wa7/AJlrWYNGk1/7NIxeivcs5v7lU4PUvtGrpmWvwKhlxEWpto2YJYGpjOprB3OhlzMmSpSNjOByYhwSX1BxBixiOPccmyXTGLn4ihb4hD8GZd7ygFSy1LLzBqA+fjKrNS3ctKC7Ja7IiXDbSN5QYUG3LxQStnFAYSzEMDOREyEsIreTmUAAubMRNdjc6EMo3NSqYGYp1LNYgNmZ6czAzWYmrjkysJpivmUcPUVi4epjRvxErpSC1VLD0j2SN9Ja6/cF3OSEcZmAzOHwMu2ZVzCLEAwZl5blHyRtnmoYZ+4ejULTetzSbpk1nzEQPxL4qJl5lwcS8RszUUv4NPiU7TURUnPAznYgOEy5fc5ZuX2ZoZgOSNYVUwlkdF/DBlWyhAE1MCktaR1jjkg9odwww58TeCmZRdlKUgqmSGXMtRcs5z8OJiszTDMzLmLDqessxjZpFomYT7sRr9syx1N8oWWVcMuce5WcSxtlDj9y7hPUCMJReZQgEq/zFbcksgcwhSQxWNg8TQTIg6qMunNw1PQlx9xFjwE1+oh3McYdQzDzKsgqHWpdd5jsmaRsY0vCJTu4jeMTSzKu1zOQBmWG5m8TIlRrrEw45iW7I9GJQIEtNDmftApAmq5RvqXCCcM+IgNfcaDczXM3K+Dapg+oFNS3UrEqnGZl59TL7mTUPW4mInZzMXmcwSrzTlichuP2hmAYYUWKI8zfmZKjbemNHWY6azFzm5tr+5TVbi4Is4ePjFPE1vqICJogY35+o3Bi/wBSwo9GCbO2TuDY8z1A4t3A88Eo10kNUy/9QeU6II2y5g43EcxruUPwEH1Nn4JdWVmZMWglBKgeaAlQpsgK5TNxYixxAmsuwElE8XLARhhZ+ks5SxoCFvUO3JK6s3BgTdywuDLi8E4nQxBzO8VRtiGWJU0QFiuGpTubI0zcUAogxIpprD9TFqyYf5RojUq1layQVhBgRMVFuv1E50zJd5lrsv1E1RctzjqKqvMW3JPKVb0iXkmQ5mDzK25jhHRiWqvgiXsgT0x9RsuFCjlg1RquIG1driCNDhjs3JAe5tQBfXMYNfEX3MImY2JjtxMAe5rbtLakMgpMwM9zfeYWuXMyWFzPbuAvVw4DMKzFEvMW8QwJxBMLMQMmc5uYOU0m2sdTKmkMeIwjDua6JYlNTMTSUHtOiEHoWYKSo3+4GVj8wtdz1iJtMNMCXnDAOaTRv6nL1HH3AhEIA4fiUcx1uIssbv8AqZVkJjKHiPmxa3KxhufUoK4mxzAMvM5gBU/bDNqpz6mONR+BxjcZV8QtRABqZ6mpiBf3Eh0GBdTFslamFKxOZpKb5ln35mVxgh0MysywC4zKrjNL1KG1stc/KU0ikwzGF/1EapichmaUPMA5g1giKybgDuyU6YiqmagkLRbP8S6+EaCihF0SWqi7204iayPfhnt0teCXmJsgVw8kAU1CD5gtJbj7I54m0nBcVsOcTQm3lMuJY/4hpaXMHEu+I1W8zNu2CoIO/DM5R4hi1Lm1DJuUOJpiPJUu1WdVEycQKKw4SNwpmjzKuoZepkYEC2Ea+F3cwTMSZQwH5TO/9w4D5j3N8KeZQ2p/wmQtRHILcYJBYMNUmCPRVEtI34N3AS9Ma8leYYHSGEt7gnK3MmbWQko7yqZYlf0S1uDLHcSUZhaxwURyEyKVLXRVMTMWkAy/EK74wyWi9FTjM9YdTTMqmVzlgyxI45nJR8y+3EAtzCKF+o1e42QL4jfH8yxxDbF+WUjTOZiP8yt3jqNk3ouEqZFY2C7TUJm8TLg2jqtzPyMM8fA1K3H1KblWRKqKxwwtOZZrqLgQrNRxB5fozrS3Eu+EtFxEuKuY7P1KSJ7GaTUwLtLKNU2LfcQGmjctaOYNwbghgdCBhQ8REZJ1DMMTqg1j+ZTcovaAZalVkBkz4iHG49z+EwdEQfcsdTJih4nnPqESZ3BmJnHwZTFzuWhVhQ+CkI4ZQ0PuICzmI5coL4hllnqXK+qGXiLjZXwO4F5wRqrK/MFQ4a+oo0zZn6lNoZJzGXB5oY/mGOCBMMuMkuXC8xFfZMORrdyg1cmI1D9xXDAcfG2WDKbOZhqFjepQdo4LI3j9CI4EcwsrishiUXHGpXXM531DeTMO9rzMmWpgeZg5Yl7CaHSaa4JbSh5YEz+kG0+iDF2zCQ4MZg3zqZWBVuIrvOZcG1yl6lHpmCwguYuaRg3nL2PtMtv1C7LUrvGI0FuwmM2eZZvcOWGfqFpdhZEJXRgtSZyRqgrMrfYbleyzqBaDdj0yx4tG+pt2emK4alkrLxOj8Rt7IYmFsx3CIqzXiHFhhQO0RYNswFZeGP8AbYaNmdQVMRGb3OPcBwpjaGYlThiF9QoIX0h6OaiDyUy5yJOLB6mj+I5VgNYgEo/AKRQ4hzMfzEp4ZrWEqlDiUQ4wcgIh8OJXBxHvJrLKKCJkcTPIuuYCwpvL7mByCXoIoqOAib3fPwyV49TFrWJS86ibaoWNyhqkhfUYQVtxiClh/wCiNm4hcfUQbjNQWZlRDqKczZqZBiFw3fEZ59QCiBT3KN7RazXsYlGc+ZhwSXS/2iq+pX5hoWPnEMM4huUWrqWESvYLeWY1PRAHFTEurTEZn5iC5pozDbcylu2DT+UFlm5g1rUdx9GLmIs0Joyn0cz81RoFl06gPVm1sXEMSmHxL/I3cc2U1GU6mMplsseYCoIM1AQVkN0GITffUdAJF3L0tc1w8rle0cMAripeOqgMHfMVKW2BcBAVd6laj7mLFzK7uNWKLGYdcRVatQ2n6gxqJeVSgsCR18IbBkjVH0wKYdwrw1lDiYIoQAlxRlBHkmXEz/HLIhXMIl4j5KnGSZGJ7RlTzLNz6xPB/J8YBXlOhmYAlIVb0ZZbt1MoGp2PpHINdShTJUvSZgWNbg3u87l2iUN1EwtxAlWt7lL7FRoc0NS9KV+0V4Yn6QYPMuIh8EpHLbcGbkO+JSaK4YyNWwKqSlYFsAmQtTDCexuNvUy8yjmFbmmJUcs3CnI9wRgwgtK6TxY8RCEptEG0ermDrtjhRrcpBYQQyr/3KrlKqWMEo/af9VERha0O84j8dnUKAI1xj386le3MFrriUa2hxxQUvMWWKh5i6X4MuY5QfW7mMptuFuaZUzUAYMu7bJQYpnPmcOyB13TrmBoj0TKqr9zmHkYK9LxKjf5RWW+Li1PxCtNovlyvctx1zEUicFbPMesLTeYvEFRg10uIwCCGU4SkZ0HTLXHHEow5jSXH8R6c/BKfiVm4B3EoxNXs3BwuC6nN3b7iNZIGKOE0W89RaGdk/ByUG7jn57uAl3DPMNVUpK3Eoboc7YRowuXXfGJxB2mjdVKN8DiMgMspun3OmP0gqDpLH9oG6/qWZCXOMThMaXxEgwqUP0gjBR3FryQSuu4bu5g4jl1C1tTmMnEYyE7iPWmIzElYAWpygj+RHmAFRZjXDCIIV2y6qzACwcTjtXMnUsBgL3LZnKF6EL5IbN+5qLMWgC4DAw8SkLUShkKFvuYbLepgeuSdDQl0DupW8vEVAFBuCDtlgFNNwCh9JVTsmpYr25xMSyIrSYXQQWJxmA6FEuKsJtOAeCKyUTUrcN6YKQxO667gycwlDAQdx0wXuGgi5UruM+zinMB7Y4zvqJe6l+D9wOEy+RR/rSVCv9iAtrsR0Fye4GsgeIdueUhOFxPwOJYMYEzUGHbKLD7JZ0nmbcn3LSJmE09wst64ZkjLsFY4jAbX/EV3pSrBiHV3MmYvzEwOe4rHLcc48iXcM8oJDNl/D+RlSP4LaZqYcB7mwbrE2mB3K3EWidxxY1YMrRO04AeJVuDc497g3VwXkFEaqq7jTwmcdL3A5yz1C/ArZFXk1+IqUIeJ1P3NL35jXWhyS52fUalK+GOQ/CY88oGMP9oEgUSGlhXZqdDm83ES6dQqwMwrFWpxmW5trUV1PQNxulDxKqKFMU03KuBUM/wgItsx1P8AUxC2dUB/WZVM9jmolhvTD3X1M4t2lo8CVs5jDCk2b/UZi7LSdejDOHqMNFHrMQPhsnQOUthFW0zULQFvqZ2lO7gpOdhKpcdtQSqVmmLrrEDls6YMJolhciGynq5bYMupYsDUZwK6lCltxAIIggwjMXqn2i9iFIkjWUuWoRYYZRjMlDm1ECYhcHL4J+5rEf6KlQ9StkrDPiWsV+o5l1cVjebqY289ExWC4mglzghXMsFui/q6nbepU0eoEGKlLrfLDQckvOWmWCye4mQF/iLA1olg2hgLxEQN3GXRtww1jyw9wHmVuYqq09wMCzvcFzPdylLE14mEnOV043LzDUDLUV9fErKObyRl6uvMFiQ7tgnIffiIkB5Q92RlPOTiAclithj7o3n5IpAhO4aUFd3NVb6ZQhRMKUYa7gzVaxBuwGSoNbfSBFu0MwId9xacm/cyyMzNFmZMOe5SFqMzddkuWF4gOw2S7KUn7iTNXCjKy5GWAqu4bdsqXJtm6U9yu59QE88xblErH3OUwDuHJRol6dTySGzfMexNJsbl3mQOAD9wCu+4b3+Gb4u9ZgKi5gHtfcpPTmFTJT1DUbU7l/KaXOK0NPMsGMeY0ZzwQi2rt+Ih4q40aGNQFcQC9ZJyDcsMxdLLwQHXMcQvUSR+U2wxBlwyYZT2zMoC9vELGspWws8dQVUDoxy48pLpsJQj+YzMw5I0wUHZ5lfKd13NoY3cSp3liGfKwl0CiO5gb3BYr5mJX4lHNyoWwAQZKrgnGbgoDI7GWo6NERTRhzcSLAVmjLC2vwzHcY4ndOzqPkthlsRVsdIJYbHIxqyq44mK3SRgShzEGqVMakTmoF3O0sDffcoTjbHsfuBULeZbRkvMoUDfUwS66lSkwkIMYKiZmp4A3DqyhFSXzcT3xhDMxdVChxHnUAiy1mWaFHUppprmXcHRLAY/qCjYjUowLzEplv8AUMZt5mUS8xd2+BLhcNUxyVH6l450xmBdw5haNCYYF5RFjIXpjVlugIIEoOcdwArbCBQX5xcQClqq4luSz0zSlrizM9AI6ZYFAvfuZj9Ey6LKtSiqT3Ar1c+ZZVdTAL1mUZHMqZeoK2YcMxavZLVl4u/Mx1FmfERZYbTasL05lN6PXRg+tU5X+SW8iIUXKYmoPwoNWpIJWb0Muf8AtHV6vRMrVXXOoeUMabyfhES09ElnId0OpRZWWo+IfRPxTgrOmcAPVzvfKVFL2nAlQN6hiDH7hXMcQqcWlEUOyDwvPHmV8h3FnFXzC1csag7wh2XOBNtzD3LUHszOf2S8mjzP1n9R5YIgLdTEelxCtZVUCUUHXDTuHxrqBD4DzBQLp5lBdlcwIdOpQC7Ibf60ydRcKpixjfWriGbi5dROwmOpdssdQoStMF9VTRL2p8y6VVGo/upQV+5owXcJVL6NQZG6oNZVe+JSK84rbkh0z2ohltL/AK3AGsmGKC1eNTQ3siqLcfUwh4iX7OCEEpwkRCjYou4nbkePiNBRwsb8RuMdMSyAea7mVKirqnGXPvHRrSY2nFdzbFsiiWaLm43WN1u5a0HJruaeRz9SngGJRkcOCOYtLVNQzgjqpVsPIhmzBNPuZTaWKRZlHDOCZ0ijxmAKntxLijIspQwc9wpm9DZFBbnMqgr23BbXDZMqvhiWKy2SbY83LrDUq7l+hwJsr7lSsXpnIAZYlBG/zDW55s9YqIS75i1vcLDmW1thbacYRhgfKAj3rOYt1lZuHHEsVNsEANzFcHLcKzYPMuKBeBctAK0Fe7BvMBr5jBBF2wzFNYDzLcvtMMRGhmYbl8yoO7eOpq+FjUFRdOAeuiVxHs7m4K94uNXZ24iYxewNzcDXDGLjLAoZ3+IwK/PFS9N8nqFtMc4rKArOZnaN/iGv2MZmVphjY2JpEVXLkXcoUXxcoLa4aBCaPcwwkvmFHP5l/shPt4g+P8yys6NRP1EA87BgjhZRki2Gwrc8I6QD00YWspWx4hTd8RcDsSYlyoExHw5jDlVszNjYsF2JxU2YcdS60dPUouNbhbChwxxXL2xiEFODDLclpJyVPEXmcKO4qwYM6+JSeIVomQNtQqvgrTGrbkl4DdA8vpIXA3mKgExLUBY55HZGqy34JazBVsztA0sxAblS28wsGKcYhYNDoJ/UXc1bJWiIcI3bfcoWodpTLrKtsDm68txlwaxvESragcpuWkyyqPLqohA0KOGd+bUxfNku61KuuBKodAQWKAVBdyUUmNdtOIn2Yp4lgGWOdTJOznmWGsssw/J1LALudwWNKgphV+yJu2QtnJTG4kYZigC8uYhonPWZO4BNyrCXryjcrXrMEX36Oo2rSn8Qqq4bOPjpFmDwK0oQoDIagNUsuBU4SC5eU3M9S05RpFiFsX9ShkIGxj5iwZuNaHfMxzYhmzT+8sBap46lAt66ikJh1iLlQ3rUYEQ85uKsgvpDOJnbHe4taW9RGFS8lTAAbVLUTiYXUsniYUOZjljFyhtZvcM8gZtgN0K6RIF/HmjMJcsqVK08hLGH7Qnw0Te9dJZoaZSrwZ+oYA33L3rPa4RsiHeVWtwKG+UJUK++JVikrVweouCVyzLZ5llRg4Dz+YJn8iZ9RsLLXJulUDWMtrBkr92VgkS3FrIm0Rg6pygmsS0m0Bg3rSQaBvl3KrpSntMPKublBK2uAQHNYzGxVM2FyepYxq4LuWNzeDOYEHSiKhac3/UuAGDcbUFDL1EVLTgTLePVCpcfbLJMcYYgzcLL8E3goOajDWpzdzCCDOEPlVVNUCsIAxC8IjV29pQMlP8AEpehmvEKhzKyDWvbkgcA4uk7yDc/9KlJpkLwvnwzIfoSqaYfqZNvxUx9UYR1h2czFB6XEUEHfc0Cq1eYqx94GFhdFzV61Ha1mGC/MVj3EFK0MwbAfLCkcjbBFAbYC9iKgCQq1x9zPIhQmaqi0mVBDbxFrriqJkxh5mAmNEeYmzGUikN7wcS6QunEOEjpkitolOWUo6Z51AJf+yWK17LuBRq+cQ3AcbI00346l8pp6lQK1iV/BgNy4eQsDYBrfdxisl2czDUm0puMQZCKC3hzdyz7rLGKiMwcqu4uFNlZhMUF/Ms6PxTJEPdgeZiH9xkBka5lF0vBWYgW3TqNMaXlqZMOQrEa4QLjPLUDfHUJucNBOoUO6g5ke1RBhrw+IGODD0lRlsmOAFxN6R1WYftqVY/ctRJm98RERU4ZlBRtxyy9Ks97hZ4UvJAVDZo5l4M3DzLGpNVMaYLowfmDahCirz5hWtStxSrtviaLMAJsYJQ2d1KsdekAQCOzcLY9tamCNbamUlJY+I9McUltQp0xPJwOSZ0qXKvzH3ymtTXMMewqjiYbavnce9V/iXAxL2y3NRlVzPmEHcusdTWuhqLW9+cFa22kqNkaIqlEowDeeZylR1ZqWkujwTA5L+yI4LYqVxb0lzHXoM7Gz+JkzZMpCmg/3TgjZxBN6jAtl71F4WYEC/LuWtmLcQB3Ns8FeFR0CrYzivha0RVbOIosJxfEqyvS4Ai7BLQsMOzKpnbsalsvcaolwLTdv9RkYEx7Y8BlpBdmXaI1fMxrAuZdAERa7lFly1zNQ8VTbBUcTGYn0gnUtWXe7qOXXZjEyWCb8IFWjiIwvuAc4YflLzGGBsqU4lYpgVCrp0buFHBb7VFXbQW4hVUF3BSm1K29EQBvfHUqtuXhlErpjLwess/Q4RyiletSy4F7OJ/kSUVwIULniC0FHKNTcECrbF7P7iF5DNMCuL1DO4GuOYLZldJe+4qg13LfuIhHeIEo3ltlN2XDA+AF0QlOgiKcRHeZ3kEu9zJrdQkg7xbLySyNoCEaWI9uJdrQcvcdiNXiXK53iIoKqjGkP4NqOzYepbVy20irreLiKYEKaqcCBldRqhba0IgArqg4Sx4V8JbTt4O5k1QXcTT/AEIKBWG5atLFB8C6XeY12cYa5jMMPEeS3qFrSRWh3+YUC7oTU4nBUwhXDMXJk9OYuO3NQAsa7mL0IfzlP0xtbQvMS1XdUVFowaEeprmrdMzNALpuBqY0uLgZajXIhVdaC1ljXNBLMqXwgu658Sr3gxUrFQLoXLjep4yrbmCw0zd/3EtsNUgBlvitJtCrllDHHuHoeSOVu37mKC2VxNxc8Mrcy9HEtV0lW1U/McnF8rI3rhqC2wwOJYJbZY45jwxKOUNdTlBwjwm5vDBStesbPwBps8TQb8xDjkJm2WNVpnEFP+1OoJdWj/MW1yXfT4G3qCxRjnMsnxLFmy4Q4r6lmnYCZWwXZBArtYFPk7qXaQYu4qqWcnb6hsKp33DGyn2uXr0NIJoDRbMrOCcOSETW5f1LRpKzLMcrTiNwvDDVTHFzTnMwVXgK7j8wMozKBoHBeYK71bGUlgtsajxEV1mNP0FMQspbtCoJpAqgu+1lwylVm1W49wGuQ35mFBY55TLTYS7hrWHJQmGw9wkWQX7S1sE27LmZbxw3qKtJ+SZCVfB3MlHgXLvv0DmpdtqNdzFRptVFzQDsYGoC6oJyU3jqYl2xHmBsZuOhbuZyJvWpYIE+mYTgzUqAJApIWQCmcGWHpeJWMo4ZRV5bpUalJYUqOmV3Tesx2aBq+kLqzQuXsJeCriz1riLiUdG40Di/lCt2PlMNQD9J/kKJonubCo6nebp5qZ81BumZBiGle4opc5qM6NWbl3gXPl5mmrxs1KUrUHzLQ8ZJW9yrx/ETFi2mbclOJgY409MXGbgeIowQ/iMXwCkNltuHMUMbp0cylc9gUXF9Q0lCs8jKcUpz/cxQXK4vFrbmYqVleLzUzkaOcwUU1wDuUJ62eYE183uVC5TaCia8NQbo8c1TFDj5KiVVza6QlWtqvUtqVUQJjV5fUsw4bpc1A6vE2KzxUCl+4cn2Bqo/TTiUM68OWEuwKdIGYHBChgBhhVWJr3HzH8pZfxIsUVuW/XxACRmq7ggzyRpUKktbcJVIqpMofgQbzHG28bqcjhjOb8wV2iNljCiayXxKh4gQnncQDA3ctYdd2zF0vj1AHblbFQKCerMBRNfciFJlZMz0FM7lGQbh1DPOLlXD12QQ4wwmhKHMD3EEtvKL9UuIjoNroNzJ6rkWKgCO0QFCuk3th7mMB5qUTYmKrcCbqmDqAymw5mci5h5wF0QRiPS4q67ZmvEdDk8MzpbBQ5+Bqyqe7i7bdRaqPGKx95hbxblrMLzHnGoA4a0DbC9r4wLLzH0zCDfTocVF2ex/mbGE2/UoLUcPTDahCs1XAk1uLDP1BmvIeTubhpd7qJwzL1DU7zQhYVGWuP8AMFKjJ3VQ+l2On+Yxo1Un/YnhDitJRrciwSuSnYaJjyLjuZjVpGoEFm87o4UKQP5EqH9hLAYc7fzE+0Hn4mlgwCBXgl7XPLFYpqoW66nBODmA36whYs5S1wT8iJrsvFQtQ8OmagDu3cQ0xY6TJgMntFa9AKmYcSM4RZg2lG0zmcZXhcNIxeKyNmpdsdXP8wIwYK1+oejPSN+DObTqnQVpgGuXNYj1ButMB5DeY0fpRBJBznmC8xTncRaIxgUnzeGWoZvEZGw4xiHCvwOIzB6DUV9wS8xlzFczmybhqtLlqVjbif7GUzNZX1ChRwZW5aBz2CW1s5TEo02Vh0jrVlylhrTMC5har7g5QDtjuDVXkzxOU+SLikb+U5SL0pPBnNQ5qOwqazF7qXVW3sYYqwGfojZl3ylQTgDswjhBY3FSkN9nzMwwN/cUmINSqV5EJGm0ZGFAcewjZgt0LEBSnuJsPTxwgPwFrMA4VMnD6Ygoq00Ulk41RlUb27dSPAEbvNTFKkyeUNYqFE0lt4TPNQyDHVZmULZhjOvyB/pAHTi5YBlSt2LW20L+I31sdA8RNUIcDFTcC3SFvLXYRNo0lcENRg1pLiTlI0XRPVNFxzd2UP6RJAtxDmOA4Dz9ygLDymow01a+kOcQYYnlRE20nJr1CKpvVmo0lK21WZUE+u9S6AOnCU2zWHKwVYThnU63jMAyC3XaHI1zd5ZSbB5OZhiWFY1EtLdUS6b7Q3EZsM1cqs+ZnMPJhNO5NU1BgI73VkbYPGzfcsvKGXbK+kQXOYcdkapy3qZoF6MD2GTEK98FXFkbM8pRwL1Niqyg8RJ6iK19wmVooNQ2ZjCGh3GnUAre419QUHjMMyzdPfVs2nlOY3tw58pYPBvMMtk5eTC3QL4WMHCC++JgfHPCVbDDA9xnVeQ7yosuNmpfIqGpYuli0ZpQAwGZezYcXmAsQZeUzSNuCiI0qGQygoYeF0yiYdLShnMcS6tgFh2w4rfXTKFEDHFUsxdlzz+3T9wW9HgNkvEADFGNty/xFjpeVWZdlghp9giJfAX5/qUg2ypBggEr3KIFEgGqO05fiAlBAvq5pSqHddwxdS3QOIduaVk8zCWKmOI8NUoJVpLHviXOWVLNnEwR/MJ9MS/WYBKehE7k+6MC8hQYiBVuZtCgsI9FNVQ3LYYvInjJglIBvFcRpU04bzcK/QhmNpHgV7QJfp3FjK5yzCLktxA63twWxc+mgfRH8aBjmRuJFrfC1uNC3EyzLBvommldMGemCi7nILxtlcBHnglwNOnmV1gji+SFW69tsSrlWK+5blKXmbA/qblQpuIcGWn9ykHqzUeiaacMwXRfl6gKyLJf0BeJd7ac+pRF10NMQw8G9y3XA5JkiGtEE4DtgsbfqZhoaNymi1zYRyN3pq4Os8MbmRssHgmencSMuPjFzNVchwhy5HI4TXx8RDitMPlFfA67v1Mg9RO0Y0db4lMjGdxAz2yG5Z2GERL5C6bwRVPUQ/hiVjya1MwDwLj1WghTk02XKZwmBB1yvAP8wVZFsXmUgh5aJYB+Gx6gppnF4h5bI3LGjdHpCi8AOJiwwFJdY3+XEoFcbV/Uq2mMzynorQr9wg1cCHGbaK6jrrGmrJuLT0i2B1W4tcSOxyYcLo7ZSCu1TcSxeNAU8RRHnqBhHZy/8+EoLpvZjEqZMYMXHoQxfEJqwYYxRujAVaOAm+JdbgI+0It4IUUxrcsCtGNpfbouQJYnBV43HmmxSMkr0znosUFq7qClTHZySuhEJXKiBgliZDeIdU7zA4RhKAMRnxKPBDwQRD0Hd4mJyXC9V4lTCncvDTOFVLAEObf4ZaVOQZj9+7WpgSCrtdQDRDnqI9avfn3C3DuaQBo81ZjVIdL4nh6D/iJA69w/cCWFDWU2YehYLfhsXQSvbK23r6ggC8MtxsgDld4iGFfySrAG+cx9GsOIdBPJHWNZOWAvi51cC38momTLb1qZJUpqBnweNGJqBYvRlN4jpgq4S17xAPBfn+oFsmdkr41KKwRRe5Q3mONMLzzHg4t2z+GGYFYqYxJZUKpnQaQLYLKS4gzRVxjaI2/FDwQ2dTXMsVU5ZTBTuFhqVtf0fSWZIznX1Dg/kJjUT6MRaNpDY/VSXGkzvVla0M8m5b6WMalTV+7Km1KarEXilaOZdap1S3cI8AVQRDsdWK7jycOniUbwz5dTOzKo6rKDMJaX4lHsERVQ/hUKQYAXAgVYM+/DyQtV7auolHwYfZMUExBkpr9RtDiWe9ow2cmiK4rviK8F0Zm9fiU4GPyVy39wTEDSty1ioR45XO4jGvfEYpZLvURvC83xKpHIz3cUCgVr3LDX1UW+TfKW3EZq4FbJ0kBm65bXCChpyS+Ctctx1qmrP+zETA3cZFwM2uYytxtaLIEovswoXAq4ZiK03Zrol4HGhfiXlNHVaqXohmqGUCydLxcYiTLu5iDkQ7ls+4zLPMDSxGv6Jlsm87iZdULsmNUq1xiDUbcjlCaGFXd4la39mswoBi5MlSo9RlmZTnEzzFoXnQrJCqdJqB2rcZMGmc5iyHKpQ0H3MRR5IQ68hNREtng52C7MMLNQPMWle8YHMGocgynPQI5Oflq4wbYvGojk2QujRT9xW3S8hKwStddS6c3Tpl0K5ui1Id5zDEUK5yPUYqEpHZ4iKRZLI3y4mvFsepVy3WGmBqWPcEWNg7hr1vJcO1vcS1C19yhsFwHcQuiLYY2HffmZY/coJllR+o4Mmyuoxd74l2tgo84/M7ijYhKoPSba75eKl24+fhzGimox6aLLqAQZ9RUNDoZqUWhUZbs2VcxuO/6gVY40Zz2TfgOCLmKQKOE1AVaUwYiIv3RN4tbRhbG2G2V08umWTUOJTYmHqAESmRhuBsBpUKQDmTUdNECbTrKEkSn/ACoYZawogWIFyTNqah6lRgWxsimAy7CDbyi4jgxxDUtxnv8AvKJWmpxmHFr2JdzyUqhLFCwj1NFs4Q243RyQKS/gmEAW9pLt5jVDUxDaN4SiShjIYqdohpaE0xuqGZxwJcWiHQSxny9QKLMXRcVLFp1wu4bLjG1P9QdrKukoIcBNIFIbOdX6n9uI7Vo+8HlMTxL5NDniYC2WLQ9y/YeGokwvnbqONa9gI/pCsbpgCpYRNEReZ6YvOxnLEsm38KC9I9h9SpRTvGYloXW71L+H2yRjW3OWiMtvv4SzpCsIyeDVqetRhah21DpuWBq8JlTbTdZ3MhP7TjK4KEDytqF+sO9wF1ZwVxBSgQwvMABavKELpsnaB0LmHKANMCgw2SZwaFe4Vb5beYoa6V+IyWxzvc0CfELFNk3lVBiiCtqwV9btGGr5sZfwi+GJSmI6gAyWjSOhW9AlhD+JUvVmTy4gOur3UvgazmZcsVdkqoAHhmdOIqVt6jiZWlaQfJ07goMHJPcOLB2EbbZGCamgAcZSJrgIcyGhKpWu4E3aiKk3VUai1K+Ck8xrYNNMQJNvGuVq0R/SgUdv4jqtIrDEZqCsCWKf7IQktlF8w0imkogBH5hFy4av+Y3Sd+WDh8CVx0Zi0jBoRG/suiDcC9o7mPgSKYrfJACs4Clghmw0dYQo2PQ8RJ80UZiLFULxUS6+lzEAnQwPdKzNXCzwBemH7HmUpBlEfCYWuy7S8pnY1cRfN3pEIYF3eIWUutMWX7TGuY0KyF1EBDtaB0Z8K+H4Xkx3At2Ga8wsv+WIAAnFrMeN3fkhj5ZYibXKniDud4hsEK3LLmOCoLNEcEyZ0tzmU8MEph9wXl3ADRf6QSsK8LubWtGEargKYf5llplAKpfrBAtieNyhsu80pmkLcai32NHYRFgyahZFAQDzuZuw0e53swCQKVDijUViwwyxAEcEQ1mMMQbTtZnzKg3lcHr7/JMGyNoJcCt0ONeIg8TQgt0TY69kIN7lMlx8AZjvsYSKP2EQhSoFv3iIFWzjSIkLKw3cyjwxmX7VdXcMq9RVncd58B3CA/DUXdgotDaL4GMSxKG1fKbotid1Kj28RXIW0nEGlyPCDaL9y4UyDg/uEmMuB0Qbas2OGGgYuSohXY51L6iDwko5Pe4jlG4ahuaaMVYC81e5ZSvB6IQFhuKywTdyhr121UPKvbEs+yb7l5TnrYJ6ItsjS9xOuBw4zDPWNqBALuWOi+2U9C1ML5b8SsvueompEYzItQZB7G4HQwzTqYpowlHEzM2wESwDS0pF+C9QZVB1nNx2mrTh+II1oXSzDKscmeYzVz77dMbQeRUX1Nn5gJR1LVDknwZRScMHA2S9aRkrEMC1gyQQdcDMaFFNnbK0nfhMbvCgIiDYUnMK1drzOeU6qouWdO8I3G2/X4lhQeXzM48NU1MHoZuZ6wYDYWLlhmUUCyDmEoAQDcdUWSZSM7ad+ZXoLcCEDmzE3v3coEkK9XCoJ6a/9RLzhOJvWCtdRTe3s6J3tlq4ZZCxt0ljR0hA8G/M0rvfSBKlRlZRd6wsbfDcTMsF9ssFfrdw0NxfQzGuNF2MVLO9li6jV0tK2IeLDGV3KrK11dZjNYGTSI1pB5LcjLP+0nf5O3EL6NqoxDbyC/UsBnLDOrV8MxjXwq6nDVZTjxEqvxauGGAh7TT9drqKi9KBds7LnABgQd7Uv5e5zYN2eJUkYxRpC13hGG1iWMXB4XNul91ECaWf7nWwh2Q3t4qUm11PM6rKe4y1ZdPMyzTI1fpiFhS88yoFR+bjmmDZrHmWrAdUgraAMDk0jpDCtKw8SrUw+6+oWDWhCGYwVRsISCFwUq1sr1KLolbLKiEtxyCK3rpU29FLZoMytollDPhxLhRXRSzcRdglbCc/Z5S0UaBI01vEZV6iKZ9kaVgYTMuLquq48bhTy4QrM227vk/czdDRrbCr1ZWuIdBCuSI3PAxLTC02umotK/jmXyFV9o7JJfIx0PETCpgVyRAqI34IcALbwRwCq5rDGFaH7EVCoYB3cCOJ4xM2OhXqFBXDZhLo77LNJnlIH5OMaloplum4Yaw1lKAp4J1LaL+SRFa+5fGr5plZqaBie10Dolc7asTINiEORKGK8qg3xhp9TJXbl4IKsyjEK4MthyDBMmhg3gK/DzA+7mzcIBl+zmMpoMDErLYbXUC1yuWN5cjMCrg58RUTB8Exin0H9xBRuOTmcp+wXLELT8TEdnHW7jm8LtCxrVVKjgGM1FIoQrEElcNMXLZQpcnmWTgacPEoYnKw3ZsOoXRNbR5krhSiKA9WrBi4Jn6Y3FCiFu4tFGWW1Dw36nKIttRyveu41pZu3TLqM7csxqsf+iaSm6ii0F+H1FKIJaF5Q7dcFMvuWKFC1pBxRgppguDEshR53klSepYzK5LtzccV1FdyjsNrhgNz6MU/ct2njmAqByrmYBi6pRm/MQN2d2eZRBpRApDOKxKVLuVlWJlYApiWUJou8hLQEXiAYe/OonYHkpmlFaq4Bmo5GkBlrgeKlaVl1fEbUUYLqoUMMb8E29qbQwuW7zKGYOdSjtPXUqTTzvUvvbG3E7ErlcI6BeI3pI11c9/cYqIFAMdjGgNpV1ADxqVKTFZa6mU42nX5g8h1lkl4K6kbSkDJK1ibM8CVBJdNLGKV212xLYMnBf8AULGo8QyY1D/SPbsXOsswAHKrJS83S+ImAObohQIU70IyaEVjCIWGmiKxfZXBMTNbYXGli0XAsgbAzguPExYpiFjLU0pwWmquN4AuVYC25yt2MrqYMDDUAaDQaTLmDoxqB0GpueQHiGjaqKcEyYSleXYxYArv+U5m5iQcIGKxOHHKrOq+G5i74AXAEb2C8wpdteRDcOd1VRUosOpqz4q8iFMDwYIoxO9qwQDKiFr9h/qGACsq6RqodnM4UNv8IVFX/piXCrXQScnU7EV2sbQl3uqcVWUtUzlzcpgtTMFqjgwz+YAX5to3HgH0xS1tsXKeBCjULyMQL6QOJwnD3LCRlmKL36FQbsc6xUEdoXszg45PJMcpMDpcI7Lnv1F1Q15dwWKTxfEHiOyr0JbvjGi/MxOssolhwo7EBsTpxMnnEIbdLxRfMsworSnJX9JZLlO+pn4vyvmVaCN+zLA6Aefcfoaya8ShWTkRqjVLEOOL72VNFbDf4lCCjhFr9xCDDa5b1MC3bqIRyIfEXXJwaw7EMCsw0KW9ty9NDRLOv6sR7aIANGst5fqDpRgpi5TYTlMuG2t4nZH1FsUu3PEbMx5MsXYa7Zny8sqsYq6ELl8sblTx9zTxd2/1KpEDe+YlC3iIbwFTLUtkdQn0KZfaYGpbEb0YFKfmKMF8AEVOhJk1HUf3EoC1VVfSVu2sCOYpaJp6l8KJyYYVL2/5QoobGTJ9y64Ebto8TI6o0diZjtNaKZuOh2cEajwpITkKaNIvKqx5RB5ZYLsoKopDjKkT+ktXKoVUp46OUtOGi+yzKI8o1EuqDm44d/nA4LqKMfAQzG3JY6pMiWt7PNdxtfZnL7gX5lgDkwkDYEFDyYzO1fhKDam1zM2NMqbhjevRUGlw+YMkyzl58zO83ZqX7LLNJXdseH5mVmGjUYmFOVJWwCyQBdXvzKebwvCAZNvA9TNbGPMxVY5AYjGPUf5jnJQ28S6oMuIl3Lj/ADKQ23yzEIWdzNmMhiFihjUr8xOqo46YWQAO6WXaqV4ZYZssxC49ky5mlMYMg6VoZ0AZsKFB5Cm759RJal2GF3+GyzmGdUmqig5Ic9ZtSUGMkwL7BKUuX6QoEG8iTPL4VlH0nL5dxvwn6YlTyXxEBqv1mCdt/wDplmYO6vcqyDJjgm+qmGMXEMVbPCFewqaiTl8Ix7aaGWLAXAGOR2FzDhd1BuAmxrq3KqBmy9/cZ9jNmMSsBs+zyRGQcaX7gW5S5PJeNy8wxgDuay1r2hpUPanJhs6j0SVlYV6prRFzthj/ADKCuqQ4MK4OZi6Ky8SoqMW34mX9GQ7lECJX2mNczHIipi/NHiGAot4gFoLL0yqOVd2u4AVqEK6h0KPS8x+MNeICaHGbiwhHHkSppi8EcJCmgZSv7g5rvmLo9VDC1ZyrCRTY6yuwsySsK14e5ajM5pzChsddZqG/CVpzb41LsieDO5RqUGpbjC6A3eDi9SriF4YqJnk1fDCNhfn4j/p8Tb6Pjf5k/lT9eNPijT7Tl6R/Rm0f8/U/bw0+0dfc/d/xP5vgt3sn7E/un6jD9Mde/wDc/wC7xP0E/WR+x+B+i+ZLj0Y/9e/hf8PmfsTf6j9E/j42vrP+Lz8v7+z8X+gh8mG/2n7c/wCHxD+BP3Z+9myf65/PNfWfqQb9sNvgf4zWP4J/MmnvD9JNp3x+nNsfwz+Wfpk0R/DhojXP82fyz9Z/j4382f/aAAwDAQACAAMAAAAQVGACVARAwy77ErwaG5nPH/KvlGi3EpmyFPTwBtZRY0/EuyvoXYlH8e+6VTnKVLJGSmtuW3t+QQqUouKcaYu6sftupEbRCVO07Qc9lBpnXaKzrHTNfzyKDfOC53uHJJcThzJzU1mZrMyNmuP8estUIiY0MQzxLXtGRo2FdUq3NLdLKw7bNU9G8NkeJ6OB+k1L9IoJn6tLkF+BZORcBaVSJtS1HscGRWlcmGMd3x/mrQusc5NkHofmX2UvUagExVdAVI1Jzs7w5dtIN/jRY7XHZ+6HKiOHDJZTTXwNlPjW8sjZgYRjJQrwOHp0k9R6/SvcOSiZYJ7EXMBP0rHLr3xACNw9JGIeUJ0FdYWW4U82PHJOP2zoEp7w5xSh8nySeTrdO14H08UaUeseqrysQTBbdD/fSqAOcmj30rvBiJG/2eT4raVYa4SEr8Iml7gzB2oUBTF5ZNOZLJRc5sWwZ6rtTIIa9jYr/peaPvGbCPKeDdDVT3dSWo7AMvYB6UmMfn3LHJjIxwpJV0SZtndLdZ1lNrCygZGN9KOQ/uQfcuwrkjuQVIU17PHEGTRXgrBnYcDQNYjiZLWGkSgpHLBrfzFC+q7NStFcIJgHj2IK/wDtEIlymfqpf0eU1yoM7Txr9lOmhvPstnCFV6hcU0PRdn9XTYQXH9k5fz4G9XL8goiUapYsvIeauiB0nKtpE2u6JXggVAULOtPa1glT52GaHYlBFZK1MJOhc1BXpi/WeyLkMEvkq1vlsSSbM5BF1lGbt2QvOo61bmIy8qPExvytiTZ2t8cT6GCqBh4afofoJxxDdQkgS/fdl2FLEbcU6raKNW8k4TaauocTFoAINWx8JZziM3BgSWZrvzKN6c6cPPxEdXIKBSIIN8S28SioAE+oFGo09gdYnMDAqdjgI+4GBGP+dlS42Oqjc287uhDz7vISQNBn1XfRFP30z2TZpMgtEsftnfADBzuB0kr+0Hhb5AQS2Rw5vqmvJp3AMWarHdFPdQcNIzLyajHzzjLGC0QnMezmamhtw30XTtNLC30wZrbEJ5HEUUacLhLtROvbWLV8FItzvbVv0m0EovseskUUjyNzjzlj2CvQuweW9CuDXBXak+bZB/N0zZZWIdY9mF1GB/597Wl4mYhwVddr+UCFewgcON0vF5Nfcz2XlbUXcIGf6O/XExagUf21zwJxFf2faDORL2bb7G2XiYZo+WeaqBC18FNTEKLvgLuyONq0aPfNQATQjmKhdaTSWK+latob7yOwKwSsJjI4DK83SpQ1OzRvQ6+cpcLJBW6PQjuI97pWw0p/TREY5SbKPOBJQHhDy2VH0Hag68LvNiCaKljUbAMSbFHcuxMIfxhtQvjXSX5Pke8ZQgMUmb152CeLU5/d+e9AoFLEbTv3585FaLg+mqBzdv8AM5/8NZL0I96yLkmwh4X4ydEg4/1zQyzRGEBtXiPivDQjeJ2o/FdOvS9qCaNgluDzAvaARKbbXhmIEoZrg6DxJZBKyqTIGnbXDA7FwuDQzx+RzByljk2fX1qkv3V336wafXoFHsI85ViDrX8q4m2qf4D7wSE4YYlf+di3C8mXhM0IC5Z6L0CCF76N2OL+B6N72MHyFyHwHz6MLyGD9x9x/wCCf9eB/8QAIBEBAQEBAQEBAQEBAQEBAAAAAQARITEQQVFhIHEwgf/aAAgBAwEBPxB7Y/Cd+fv/AHlnzv0z7vx+HLLZOf8AH5Hnzy36xD82J+ZZ/wDF+6W29g/4234THzLb2z43WCBk78Bl78yzPgcn7jEwmZ/xlltn3L9/59nLG7LFtvwY+fnzPmWfPyG9sbMlGzn58CcWDJj/AMu/M7OWf878z5kkQ15J8dIX9tlbW7Bvt0+HX4jAJvNy3rEGwbliRy67NljBLb8bfhvwkNjTcZE5n5dLbNtyfjJEkE3T2OvbE5PJ+fIUa8IBY+zbBtD/AJDsPPg5afCSY27G/t3fvgN/eB6LV4/LGeX+zttsNlkJIfl7FtxfxJyEMPYB5aE4kOdkvkrbM+eyfPLb2xg/sFn0wsMZ7P8AHwB9fDnwZsLCCySORY2jG9Nn4UpRye2JBByYiy2PjMTLLG6/AWfDMywktZjb8Ae/M+DnxttpGxPDS97etv0u/l+jKLdOwYx7yyZsi/J+ZZZASWWWTJZeXGHw8+H+2d+jnt1IXCG0fPNjh8AZ+HsLh3s+zhsgh8ZZFyY34Flk2TfsMkh/C7tt4ly2xbyXL3349LUlkjLveQmW62uYXqHz4luizkw2/T4EHzLJPj2Sb5e+z8yyzS1HZLjyGW6Mt7ED+E6itcPC02G/HP8Awp/0fD5iWfFuzDkWQWfMSWOS3FsyxhB+wEifnwNWAZHwufN3JefST9+i22/J+Gw2/CJalvbXy1tu7c+4XjcSHl1PJWbE/BnpZ8t7Hwnv3djsAFvJs6tttmFrdj5kbtxOPxO4Rw+PLZYxeWkdmLt+y4W8s7Cz4wfG2ITafE7u/wDn2bctYX7ZyyQsyU/ZIIx/vwrcZay1ghyexN4+M7E58bf+BztnwlLPEMthFl/nxO5J+Ty12YC2X/sP5GwbJEJdn2OWbFv/AB5+M+bMz8zbB2/KX5jIwyQJxZHz1O/Bn49fLpn45k63tmeR/YHpDZhL4TPksbi2GxKW/Hhb3rGCxYfEH56PoZ+vGXu/Onk88jZnyelq7sDM7GEu/wDGbLkPYY+5BYLW9k7LTZbZlhRiY9+eT0sje3UOTwhJm85ew/yeMsMTueXUkR7PJdhkQ22bN/D4aQuwgXTGT4uWWkOQ+HbJY/sdWqRj7cguh24mEHMk/IG8vezxlJx0l35s9j5jPJMpjX5+x0tt1tyydmbwnP5cFoYyffcMu9vyHnllqM/i3CTvfm7yYOb8nx08t+eqIb/za+M5f+Qpf4sfb1JjcmSOlo9uLJ17aWDy3SyIyGbPsKQlje+2gy95IbOZC7tmypwh58LIHN+48fPy/Pg77PfJHJPUYI85Dz4bt/7YdnpssbpfsDN2eTMNkv5L2D+WSaT5jYlrYf7ecTQHt+fGX2H8jyfLxZyJP2TTWEyyWz+XcyAey3/l2B8sTpdskmDGAbb/AC1meN7eIw9v6bZrcLUh78jMYMtw266Tqw/By1BkMz2/Lh8JyFy/8kW3OSWZ5K7YPbhCsu+Q47cuJvt5DyF2295IkBZZjy4hZtsEgdkuW4kVuG37c/bG8sjybeyDczt7JH9u7pFPHY8gssP20Hl38uOTrHkNcnkKvCwGx/Iv7bLm2bPbhxuQbZrloW/hB/Z9wjn0o9vyevxssLoheMAQtwt/ZW7A5cOXr2VHJ/V32dgx658Way6k8d+ZvY3dsgZcDy5k5mXP2WBc/Wz+T/UrNXsHL8vy5y5vPh85Dk8ZZbaZrAlDmSuaw64zp5aXZ5yWkkJOtx+fPyWmThJEXu2gXpsMP5d21OvZz8tyT+R57ax/qGMp5eJ5CvYP78XDLP7HeRi6y/b/AMQ/kP5dOy75aeMMf1DzYEX+kp5IlnNg7Lz4YGwLgh5Fo2YRyzvLqbdEgRA/bW3EPZee3UH7DNrYTkruxKF/5AHsOftrb23vLTZXb/y7AztkfJ28kn57GmdPbV7a7kvZD2GX7AtCxkA9ui86S32P6zr25DhckJ8+FJ2HYLj9syY2dyBidQ/tx5OIJO4y8sBtx1jnS6ZCEo8sv/I7Ft42f5Obf7IPkZsnFvTluD8sLp7AuLwlAOt0J0lf6LxHnwJ3O2Nl25APNtzku9b2dPb/AHI3NJ4gHGcs2omjCQG8bZ/kr4EgxxyAvL8ZH8gvk16zyWv+T/iXZtnM7YPLcMjHp8bqS7nLd7J+2Ft38v8AY75Jz2O7lplzhaeyYR3rYejAidySGS9WzywzJW8wgmvyxXGOuzvEG3Jl2wxP7dtl0lj+Wlg7GLcR1yclmkOJ8X+oOaWHkLLByUnNnrZD2/hJq6Z8AO5dbQ7GLyGnYX5ee3X5GLdOQ/J7DXs6+RqR/C6GLeMgCOI63jZcrgl3l32S/kix5Sj32E/SQ5DsKF2QZDqU5fmPkgOFt9k1uzjKwyfk85cP2Ef+XoJ9tbjYj2XLxuBrHOSN0htjv9gnLGYSCRVuw/CWyOXOWFhOJLzl6SGX423j4O9LeRocg92HrZF04wLsv8kR7JJU8tt46z3yBL+hY+ybfs+x4z4fBvEXuPG9343jfq8LwTfj5PS/P/78vvx4Pk3v8/F+bxft6Xufv0/V4+PxHl+r/8QAJBEBAQEBAQEBAQEBAAICAwAAAQARITFBEFFhcSCBkcGhsdH/2gAIAQIBAT8QPckxs5t3OX/bObbbPYeZe+W/Pz2DJ9gN5fZf5DXWzbMtth5fYT7YXv47aEtsNoZHsdtS9hey3ks4k/sJ5b+4vsYb73838Dbctzn4C6/BPHl3/wAQdsB285PmxreQ57En8svSBLU9ulqewa7dRqP6lY7JlvyPOXpeIW86yWf93xrP1e5OvLZpbkzsxs/qjAEBOzu8j/bTYh/IHIMv+2XJI/l43WR9tH2DDlmXB5IYDvs8gjc1iXYDE8YY4Xv4e3X2DI6yDdzfw9mfP0ZZpa9Ft+Q+JanG6Sfhutl4dt5JD/bNLOeSGFp5BOtpcPzvp+HEmbduy4siRlY/tzI1LWfLjy0hNnPn4T9QLHhChfY/L0r7TQ4kM98vI3ewd215kC3nJTHWnydMWfZ4TuQ9vQSP/caSbqR2Q9ueEJkPiOEcQvUZY+QW8uf2ZsnYMv6fgixGMiij222/xeCP+2DyPiD/AGW9nkX5zPXkKHUuyE5I8QOI9rxn5huy2bU5cOQW2uvWHH8L5Zf5z4Sjy+wjmJ5L7avK9mA9vXIcLHLz32wb6XHrKByw3HGbUZ/yEtm52USfS9ch/knpIPJDAHI+hafy2URNL1PX6k3YpoYK43EWyQTq9tfl24kmWjsIcYazMeuW5dyhPtoYQ7Mf7kTSXDttyP8Afx82fY8/H/LVsrDD+N+W/wAlH9WDYjfF/AeLrf0jLJ/yTXlr/YebOLER6Twoz1mqIgp7xZN3I8hJkfEvkLtxy22dvI/P9tmIbYZeSsHsjRvmEQn2MPI9v8XhmzhGFzYJdIw7aFkoYMmODfxwxxdLdYyyA/PbLy1+Xz88tt/DkN20jfGfdsWxMlh1xg7yHdIR+GS28Mgmypy39bf6t/IjTy+iW/g7Qj2I0vI7+P4v4ls7C2DZi21/I3b7HbN8jNyOekYjOrqHvZZueT4M20tbln502XEKtfzxCFiNs/CYvPx/M/t/39DlmwfYNMZlDB1k7Z8MnH+28xlL+rXYFdnTkdmNp6n8erBa/Pxj8TeRzq3PwWT+P5v42hbewGMQWWZeopo+28L2AJj24JlgPbC64XHyGukj2CLDsdvO3m0IJZAsH5mtnbZ/D/w9guJfrCZ+ZuD23sRNvbfcD7JrfBj6JVOkqdsdsHk/xKDWdHbpz5ddsEsIHJYLHPwh24bdLbWIj/P3yW23tgMvezskxyP6nyGb7HXcu3hcDW0OTDjJ5uEf5YHsvnImBwluPwNl/A/X8/3be/h+bNtpvtBly03YgiKuRq24l9tTXl1Qgu9EDuF3zy12LXey0JVAlndvyT9v9XqCy+RcMYas/H8ZaQaxeQTk7h2oX5KT2ON1HkhDQI45G6rHvJPhZzWx4yNh7ffI+r3pYO2eJHHS0j19vLrb+PIeLIwnEn4ts/xAsGSvJfSfYMsgieK4+WRk87aTu3ZIIwB82yC8IYbbl5c+yQ2HeyocOT8S6baM4s20Q/j5DWGS2ZLGywIxsPWfIGNritvAy0x/RqScSvssIJtk8dh2DX4Ke3jpCOrdZCTYU9tU43pC5kh+MUIbCLoy4v8AlnIMm2xKMDh20Zt7tijCNEgSEgzDq8jBfBEnZuaXl2/pdIfk9/H1kNLB8ZPZEdumzyemL/e04hsJMIPEHMPk8fgDlnZmhyxnfys8k+wOJC3YHr5OB1ib+TR3ZfsD2PuJ8jsCo+NpxvDduDp5EmkM2pP/AKuOZYkdwPkCkeZB9hT37P4G7rfLLaH2XJYLbuM8ntyluPZVgcXWDO5D6yT2Eup9wheZ7fc/kc6nNvHZH121NtDZtPRaafZQ5/YjjDHsw5Bjt2rWljAZHwhdkh2VTnkB0g0sOHsOusQf8s/PSBD5mDs+Yxg9nDbRnbXwvHLQwloHts6kBdYYchhY8YPMsupGBm9t0tgrZnizHfY77G4Q5227IjpD3/ZaDfJccZ82DiwOdgHkTNm9yLqHzYAt8naJZO38uGPYtC09g9Js4lTRK+RXNy0xHQyccCRP/cbvZzWwXS7Y7Ymv2AtuXLpyJtGgWOiD/wBkgEnc2OXORq9kmrkKOyI5/ZfyWrtpG/YQ9s7yH3fIYLhL4shsBH2PYF7bqd3loPJwzpltjBUJszuwnryO8CKNmvSyBvs9Gddy7Fy7DNtxj+yp19m9PzyFg7A67bqpAP8AdtuQd5IcWQTID0ZS0gjrPl7F6LTWeQ4zj24aXx22eEuoyxULXU6nITEbDrK9PCVcS0nbW58tziRqF921nbsfgDUZANvntkNhiqQcL0IZn8kDYHp9h0Z5L6QOCDm2/LUMJYCw6qRHawmk+aQ9jhGz4+wvHsGH+F9ID+o105bMJuo0axp1PkejYMxId5PATMqADfAuvSEcQj59loWrW+78JQ8k0FjP2cJHLO9NLBxhiz2I7OHboLMMhFlxfbhx6v8AFo4/biYB8hzkaH8tUROTu1ckQMsfZDLvH5DyluMkYej2B8G3Ds4OJc59XY2GsjHsjn9kXOwCOmeW5q0LnGXTYF4O3CudXyeTudhbnyyJB3IaT/bD2ww2GZ9jrMk35CnGWGjZMP8Ak4Glt4eyzw7C6X+4FjHh7dsh5ftmlvpBmvZDNLO85trxawsmq6pYKH/5vtOODyAXjlg6NunZHkxdjwEN8szLcIYBvJwZGC5Ng7rYeWFoI7IcMLxkjmaWpxtDG+i08gg5NvLTizqwgbsHx9WA0gPWy2N11Lk6R6ljl4Xa/wBhSPOQT4XPR7CXGU+XuyDvyEOdkkxbAuD255auo/YOJLwjfLM6T/RIHnL00u3b1jyz/wAXRzyTGxluT3v8h15DOv8A4jRai/7G62Az/ZNOy+WiyBT2QLxr2eFvLfBO4wZ9nBHkKckjm33bUefJAewch77Iz/TEMJLyX/ZPhI24cs17cLR9n4jzNlAleWj2xweybjaMbq0XSYnZU5ZXVkYwVjdJOOeSmc8u/YPmw1pYOMqvCb3PbjiYCdjSXeQa4QOFjcvIxrJ3V7A+R/W12wTti8kR8h17fIew/C65kH8knPkB5A/93VjWWPAnLyMzEkPyWhkaKSld3b3yxXGzwTpb+2Zw/tjplzyPMeSRwnvticl8ITMbHnLDhYbs+to1nSQgwg+kdHthJDYadse3Dkt/9u/UvMhQDrOTWBuWuLcf20DYPdmvJA7BeE6Scg6ZZrI1/wAveEm+WM9vbKMH/YfWf5veMR9uhLmw0YR0gw5cBe8sX2xD2SQKS/2T5J9LOWn0uYYJ0+3e/tGvJBAo2E84lm9+Ww5DXVkndsHD8iHHkkwPJymsjvN28Lx/7fEzw/8Ad7P+/wD1HqfSfZ6byXrfT/3e3/gMeN6fwvr/ALf/AEXj/wCZvgv5er3PDHl4vL8ePx8L0vS/n5Pi9P8An/8AL/8ATf/EACcQAQEAAgICAgEFAQEBAQAAAAERACExQVFhcYGRobHB0fDhEPEg/9oACAEBAAE/ED3ee8GBy+MJs/nnAFBsOsX2wgAmveBBMdI1gDnAh79YvthABNe8YkLi9Nhy0O2B2GsAmuMDl7yDpaYdnVwLpxnDeRyP5x+Z6w7eeMNF9SYC8lwBHfPxhs855GvrED5bfGKQMMsWmJBd5qh7xWduMEciH5zbPWCvExlSzWU2/jBgeM2O9us02zG+ZQ0+MT3HeBEyj/awAQr3jLzv3vIdrF31iGg43Jjs3pOJgvGvEwIVxrGGu3Bp7e3PlPWOkdvPbggFk5xbDl4esBIrp1TxhSnQM+8OQ3oO82Km+O3ENk3PqYGk7fOCRApx6wnonOJjpsnjBIe+c3nZmrgBCNeMoRe9nGEkTR31iZ884p061rrDmbnLjNGvxnA7HZ+mKCobq8bzqufWsCFFQ5ecCjy5rDzvC1huS4B4F7cV0AmdB17xNib5uM7xkCae8JE5uTwDBTG3vFRO8Z3jIE094SJzcSz9MI7mLR4xUjEAMNO8Xm/LcVGstfzjy84Ng6xophR0248G91zvwJhUA551iPbMEBMqIcvrBGxPvAopYt3iDvvj3gkjeLHfPWdDveK+DhGLu8uFEHvnKz93EGucGBNo7xIedxbRx5mXALg1enFb0ZYbp4xhwfjAaSGaBfnxgaOOTCjU2+fGSY9Y0KcYOx58d5dgeG94lQcL94AQ6MC1ZNmAQ3NrgizbiFvR84tU5nBxhuRgc4rslf1cseHS9dZY+rx1jVDp73gSgcXeBU64+cVo76dbxILy8mLU7lGOBbetxxNzqvOTocabwNT3g2unSmTAgBN4gVNu56wX03r4xw3w5yn8c4PkNRPUyDtPjA2Tj1m7WnnzMNrVXxjeBo24CryOXE9FfOCMS7JMu8TWuMs50xepXzhAuRQxJJnJ48zFNmS85oYGIOK6AMAFS5a6JhAt46yiw8XOXHWKBN/eLQpt1hLtfeNQacluT3ggNvFwbqPxlNJmhXfPxknZwFsEPnDDxgsjmgsm64Anl4xNAuQ+XOFMZ34wVAaGBaunr1h9m3dwOLiQPRWYMAyPjjGKDl84iFb8YdG17xrAY/GBEiO8JOheZjOzj84AOeda25NprkeLnWcaAHfrxkUmrzgDWr+uOb7fGCIl8+cStWC6x0BwYdl/GB57fPjIR71biUk55HxlmGg1M11CaHxhcjreOAzjj5xHSPeE1LcuigpNeMHFTkPeCN2Ho1cJoN+OjEI3l3d5Wpd46jp1OMUvQf1xiifgwicj6wmahK5fDnlfOGgi3vCIm3vN7yPHjNdluJ02ZuYsiYaZFwbiRcgiOQT11idG8XRPrBFHGeVyDl3kulyjWQxepXJTffjLBzLgjy3keUK5MJIeXvBdg+8qCrdTIM5fHjOarhAAJijMuGj8zFnDDAhmmVJxrziTeF61kNn25BscVWAZH0GJUamFSrrxkGrgVDliOITDW8YbfX4z0QuLUNeXziU8Xg84IVKyhnGNHGNMfbBEejKXWvXGFUHjp6x6vWE35esbBLvvBQoOSiEXEVbrOsWPGEMQaxSgg8ubwmvRgg8JozTb7mBBhvmTrFkRFg4DVt84KryMdYKXgC33lK67wFTSho94ABo7cSbZJjTwk4xHNn1ikBtOsLqFgGsVA71kjonkwvgPvAV4HrWGRSnnFK6nbgFnHow2U3i8n05Tlx73mlvJJM+nxmhho7w2M1mq41ejIC85Tm4p8suRejBEhPMP3xLazmj+2BUB3XkeMvlzdHxjNFNbyAxDW7rHrSGLtWjcxRnAE5fDM2bTI3CPk6zTDs2njJrUJhoin84VqaPOcdqxw/HWcxxrQFx0cpnIL4wAMwj0Ecrox7pj0HDR2n/jHvKL+MAp4znaOEl0XGy6vGEqPoMFwUnLkVVLgLS741idjXtxyh16wCvNKDkzp7LrEQOu8RI8PWKJJHxjLpHhh0Y/OGce8q1oHAKlnL1g1sLy9uVF4lm8Cw3DaZCjv9MBonzM5Ed6MUoD6TFCWix94mXaeOMsJEP1znedd94ttEBi4tAdzrEZt5wQMeXFAry6+ME0nAooJreJdKBMdKsXjFs4US8ZADjzgSI01zgHDN46l0MIZqwW8/GaOZnQ5mKBeM0a5zTvFA/gyH5y4Hy7594QGDprnDn4Mj0MX9OVttH3ceDOofvhC9cHT+8bArvd/GJlQ8TEHSQ5cJdPXziUHg6wAoMn7ZX2GEzddYANfthRoxKHnOGOjW8grMUw65mJRLrsxTcezltiawl1cZxjrDDp57cKRNtsxXDn1liT3minHozsi8HrEdDxia6PnBesQ8MsjrFD57OcVuKvfWKF484Mo895GTorkwq+MtAuE3icvOKAQvrvICB876zVUb13iROQ4neOrymgwb1cndgWS49q/GF6Bj45uD0VTtwptq/ee4OsLvF3gpF1lCC8cb3gavLL5yoV3K3KE63rFNBo3OnGoaZdYLWvch1nALwzJdOuDDsOUPgw0Yr3zjV8eZindD5yYR5+8E6bPreUECv6uKnY4F2X46zXSuWFwPGart+mEAgnjAhTR0HGBJTl05DTb4xCCjbtw4+aRhZxHMuHSjkpDY5rErkCGIbuNlUMQKNzWVb/ALN/nOB8SofzgGgHZ4mKxQe7hIM9vjOL3v8AGXQ/Tznj7eJj8TlMtfODXk95GTc59Yb1pwbp66xwxm8kK/XBI2HGII8cYOhxiGEfPPrAP5DBkZ+c69yhvOFvGVbVyXV/TBG3fzh4H1hu299YQ7K6JgEqMNYEKBV3ecM6h8DgpZO7xiQXT56MhibPOIqBRlzfY3+kytETrrAjdTy+cYAGvNMWqX3C5R28IcY60D2d4A751m0qPLesvWvXrFaUrd4AivfXjEojna+8G3BTe8ZDZfu4aKL44AzyNGuOsI0HXWM5G0bhLcJ5wIF29Ygl3yzhcNx0GuJgSPwwBwr8ZYLFRhMnbj4OcagaWfWCRBzkB1d84hCO7lEoT1iKjTxk8LE3PeGya3tNXApDzAlw2EW+TBo0a1y4mWJ3OscSKt4hiybi83I67nHBgMl08byhiW1gd5Cu9rg4Cu5jdh9p4yYznC0h11gsSpyO9Y29EJw4TarzhBVus4LxXjvFVDTcpTg+Os6nEhiCjNYO4fzgaxjkXAyBXeLAn3geD5OIvbGHxcFFrCa+HOCiNfGUN4NgdYXnrGgcvOCbXAATszZLrEORj87fPnN1GesjHDy9YFNtZxMCbN9BrFsBHnzggRLvjEqBel3cSFB8KZzNh4NYGcT6NOL3YekNYyHO7cpAK+iGXjg8ipigPTq6uXnXgvGMNNrx7xwjntdYgD22+sVoigW95bThxlOSvMxBXtkmGJNXgcuo+LrnEltpucuMU3brv4x5nFikKym3GMb2lw7Ah27xKkLOLowCFhDR7wF5cEGqU25zA3R4xu0VH5wkIR8ub5YeciI3M2CdYg0O/OC4LHuY2TbY4wQSsFZQwuAgAYElsNvRgQFFJimkABHeHoAoOVu2YEAAHGQFQrLmkFfM1lhuvDvADDfQXFIizw6xBuRym8IibVDjKaImEiGqIpiaii7/AHwJaU9GNzp4feLt5ctI7nNMh028rMGo398elDeQglMVYk325Xlo4wZ5537xqii6mCLuZYXWCGychh1EMTdtuUCpgekuK84L0+8ZA/jETh+sJt5OsvhzhfHHvNBdfnHYTQfWLoJW8vWLEFrHHYa6Jg4Y+Hkw0E/SZxTPHTFGxbNGbZGXvWe6czOgwKUKesAmso61kGD4mTzHM23jlSJs3iCJpyy6SPWMJy8KbMOnckMUwQD4uPa8D9YMBa8zK6WL3hoGQ5941mCfGKuV5X3kkNYugMV784DQheOCYdAp2GXRCFM2tn1kslms0uj5clZfn3g0WmDQ2e8ed2vWA7J6c5G53XGQLtsS4TAO0KuA17NF7yZlNanGsiiV3vVxFGM77cvm0CHaYewQKG8uFrrjzigiLLMUQEnBxc2gAdvGIwED0YxITgbyp/lWMGowdhxl2BEPgwq3fA6zpxUTnZi45H8PjF8upxiCcg7wBH8MUiUOt5beEOTNLrfOIj5c5EVNG/jC2tYic3KSBfjEVC51Aa5zmmJ5MifnWBsCBzhR/LkMQJNl1rFC8TJylLxgOj+c05JhEoa84oCU7xAKy5NrMFFWRk5wQoLlIuq6Dxnt8fExwKHhJTC5T0gmJi+O7TWEQDryUx2A/IUYNbXynOHtIvDvOMofjWKAWm9k1gQQJ5tzjVfHLEE8YnAnSXNCNj1lTQCwac84dt3lQHLTnMOCRxx08TesnvKm+ssMh3kHbcZwk694Iy7fzh6u01LpwyV56M4HjJhRFmuOsaRMb7n1humhePGAlN8YGyipgRVCfGTQ8a+MMgUHbgAY1w5piYUGl8YfCAhgwQK6LoxyVp8bxQIaH3iSIppe8uW7kceguwOMlts0JioO+PLJjxm+U5cT6QXrAhsLUHWHU4H5XJSQhR2YatYSepgH0hi3BQG6xISZS+MACFCL3lUm+fJ7MIk8PPnIVfjL9jubwUAnRcEvZkiuLrIdmIeAdYgNr4xicTjEWHBqmJwH3jirbncrruc4qz8ZCWkW4acsU2dHjnL5Gn3iPBO8mWphsbe3JQOnhwkAc8942nCHPNxZAMuxy5IZTsS7+cGKW3zxjfgNzHQE9zYYpuWBdYuYm+C1cQYp2Nc1AA1thgNLXrkYOgpwcbjgFrvezNYY+M5gYN5cdCDyjDIYoctbHDh2nOEpeeMfgXkcJiXPLhBpG8YaBz5woWkPzk1ZX3iKaF94JM06O3NwEJ3043Wl5XEQqFVxQqw6xmh0xd6wIcB+uLEKpgKgzDKPzhw4dlx4ht5OsCLpDcxpDo3OsMRGjibxDRYvFwq4pBzj6oASJiJBIbqc/GPqQ0ni4cWAFIF5x3PfPeTVAYOsZbaBfvJgOgvs4vSQeF7zmqnK0ZKYTo4xybi52/HvFibtaeFcMsmQyHwr3g4re/eEIEgB7wALtUHnCItWx1MHpAuuj7zTSSkPrC0B8/WcFrmprXgxURxhh/S4Sq17yI4LxguqYIgQ2cYVdWT6wCo/LKDteZ5zaRN8ZTsA++MQTvpnLKHXxrCN2fGLBDfnNX4bzgCuAC+PxiMtfXjIR1F8eMSlIaK84Whu3rB6Db++AUEwmdyT4wC767uKIWoYKVBDb5zakQr84waY2s5x0ShYjuZfAQVbxMf0C8jnEhcDhcOGw47cmXJtxFjkQoToa4LFQ1qQcIF0dKjlgrGV6xRv5zQUROnAIAR6ccmpsOFxsbQO8QAsDtct1vrAiPeGuidY6Nv3iETYbR3vARWMmnjCVUvjDEGw3hagjbxj0Xg0HWAJzg4zcLkan/ceJArC9ZsAg+e5hsLTi53BG8utYH2OcQgOI8YewlgHBijSmg6MBwo3DbMv2xR2twbl+45McKi9LhH8bN8uJAhG3AuOK8dBy5fGxqGSgBEHTDgUJGnoMYX+l2djhtUIvgCY0GYwUL70rkoCjJIVFYdTHMKU1UznEjr6iOB6hyegM8oQ04dPIkmVF57fOA8uaGO3Hl7OMN47XvN7Ch4xjXv9Mdkb6mDDT51nBLMY4jOsCAUsyzo3HNAHyyUcNwIEq40OhwRQmso487wBqVJ7MdpROA5ysjMHB1u8DDhsb/QCjIBEOCTCbXvYhg5R++b/ABjoKeBJm0iTi2OEl3dHHlZByb/bFIc8NiZEOzoMoQG+8UVyqvgw0BFNIZvryI8mSix5LlpTJQSYREFdvIccDUc9jCCmxLcsHzhXUomSis3yHjBIXl17MogOu0wNR/GS7IPeCbKB1c+GX7wOu0dPvEsdy27ww2qOGCwOHrOYBesCCIPWcBFm5kQCXXlxdhvfnDwdJ3zkGmsuawcTfOMrdfHGBECIJ5MG1avY9mPcdRcESF0nOEClRVnrBQSgNnlwSrVN+vebWZLRl0YINFsjzgWBDucXHyqtgy5zwdlzkiupyxuFq6Fx3Ad043Djz7xjRFw8mSwyazdaWm5EhsSElwCXCAeHENiJTs94VFRxZitJ6Bg2+eQv7Y1KPaMRgScXWJJA+cv0T+uSioHxnQa5XFOWcucHPvjOd3cJZ1247QMM3NEneOIaHVzZBMUBcbUySye4ZUnj2r/GbxzhAMu6cRRL8YNN88ExjEO5FgLQA5XWXpQWDxMLAF4e94JEI5xcRDw6xvLTnnBIgeyswEF3ODBNRA09ZUhW4uNlN7FM4hPjjlpb2BT9M4TII+TEYixByXhPOGrXmzkxQpb0sTEQ54pvEC8dPeNBvX/j+oao5wk1s9dYAOaS684Vlqt3ziSBvVxxQj5XjLmi/HjEgGtI/OEB09+cUA0TlxOjS8XPMENecD/Bib9fG8GpZG/OFgaHAEDCcOHccGI6OnDKlVw6Ggc44N76eLnqgj4fOCqA6D0nnDA6dwwdao8e8MARCB046Mq7TnDGYCgFVMIBdCDxMsjIMXzhyiL2c5BBR4UjgUhE1llF54XZk5s4ic4bAK6vRmhCiymsCEY2S7wjU5iYjjgMPOFKSFEBgNYvhrGQJRoGapK7ByDUrWuXBL6PTWFSx+BfxiGte4vw3nCmdo4+ivsTEaS8rH9cPyU8TkS7siZpvlMx5ps/zMT004P+8AB3gAuVlI7sY2PQAMihD2uAwrDnZzgRbq6rjhxc2aMsALydTGeG77OGgpd0NP0xaX9RJigom75HAacTSEwPYt3U0YQYK8O0yaLATiGXVXysmFodwiZ6aHN3cl0K4Z4zaAjwLrKNUPhwtKob3yZMhu2Lhgeoa/OAhQTeCxQMw3VDpjBUQEjzhAVnrNCHWGIJEo4jEFIuAxyAl34yl/2s2YKU76xDAbOJwYSgHuYNxHgmHClnnjA1J1Ic4IG6645xUU2YpIUe8IOuMEXX74CAn9NYwRamn3hqhrxhOLy4eTtI6xgCSwUmCEoPJ5xRznuH/MgANYbi7bDo3pzcpATnEKe+OZrDrWgcadGALFXl4zSNC89uHIL1rnFJg3k1M54JzTAs4vAwCnxWYIATw9GR7q8nWck45vGXh4vWJgIHC42UVHXeIUoQhMsWDnw4aobHrzg9NL3vBpLoGrgDY1LrIiVbwkwNAhqpCZAhSzXOJGvP5MjyScPDiIDYLyYFhrxNMKVCnvnFdKIdCYmkQeCawUAHyaYwJbSa4xSJ1dzeCCVLyKhjLUHpwjJS6YZidYCReTFeLPGhhVSvyYroqsEbxKFM8UofWIgDHS6DIQWHo25EOiNB4xaAAtUg4oisau0yCuwFW94IVtaFIYbYF6ZrHUJZ3xHDQRFNhrDkiOC84pGRenY40iE0zYnxidd7kpjBQKaGZjwt9gxn3gjcWzlye8S58f8AjEokjOcGTSX1hsujiXBIf5XImnU34xZjTyznDSNm6uEBOXKO8GutzsuzeusSO3mznOIu3rF5KNbOMTWq49EdPdwgtvZhwOOE7x5bQ0YLPPVuAKHc1rAi1Dzj4Mlo9MoEraaxYHMpqfGMEdLuduMQNF2uJZqSWrje0IlwhIpKnnAagLqdGDYgrYMxegGfesrHJtZrKCiOm7jhdNV3zjgeuYdY2AwViY240sR7x8PDsODliZy3wOa9BGdHLhujsHeIeCHTzjoRCbG8YMD08YVKQG8bwTRuNvMx0Ws8uaZG+jeUeBHRFd4gl64TG0AF4urjzSUldhidJOg8GQQZbY3EcIeGg4QERrk4ybKmoTXDBTrQqzFGpJz0YwVBwEmBQJW6SZska6lHKoChGEY7pwtunBdY8PBgU3eQ4wyqtJpx0lEcbswlS25S5kYOLwlc4qAG5gad1dzaGFZl4rcEhAOBIYNBYtSxwTEjlbvDQZd8dYa6adTaYKircR4wlB9HLE5PB5ws8uNaJjTinkd4SkNDs/8AxcAK7rkwkBzw9NwXfbxesQHSXjtxUpDpyCh2uCAiHLiZAQ2vnGKVr5wCeRucueOR2cuATQuIQEN+8vggeesI3QccZWqUNTzi2tnOsl0nW9ONI0HHOKT2nJvErNu0vDhkgIwqGSZSlM4jThOsURpUcD2EneOB2aa2rkIBQ1N/3k0LU5NGCY7eC61liBB7xaBJqDzj9WHRjJVBT5YBwaHHjDh6k3nAICppzbahjzggIO0Lht6gS6DAo0jgIwAhBJecchInXeDTseRLrDyFO0dGPaBzHjJs0W1nOKAQNNTRneh61vAuq9uCisHThgGE3ORxkmE78sBpq2cK4Oqo+FwECm6ucSY2bw0wYBlHlQcS6Totp9YiqSMja4inXkWuLNWG+YYna4tJDlglhYPI4tDSo7YcpaQNc3C6hptNX84mqC+Rc3AieDbjoCFlWCvJCANZyJx57YhkB7C4CNDy9YNAw8Kxa1NnHWKST7ecHyka7mAD25nWaVzyL4wSKXwOnNIahO7vHjgXabjhBUB1rGCr3ezIFd2b1/5aYp6zz0rsHyYDITWk3cMUFTq9YCa7fPjBsLb0HeE1PPHGKQEDXHGTkJLes6JHrBqXbrWK4dy+8AUFPWBFY7+Mop1LkMRJyYO4IFc31I/Tgh5HWEp0F5yLOHz1iJFeMcoAFrzhI2RiSZ5TYc5DTSNE6xxpYYu8Tmw3vm4qBASumWx1oTowGKKls0PjHIAnzxkQKFgYcRoHY5CiJ++ENy8Nbma7W9zyY12XTEIqaAcY3DOSaa2ODcloBqsQG7BrDRBLGpWIVBQCnOODVXYxMClKNEW4GorAkWTEBA1eJ1iKtUvHAYNk+Ew1ivO2I5XetnEEgL0oP3lRU0kec1N8WunCaiPBAxyQIdIymWrZvJcQgA+D5y+SG1ITJaaSCYFGlt0j+cRU0gwbcTbVGwaYrV3jaYSoAZxhrBXh7mDCEHbMNoh3FDFpSvF1gqi+LtMLUBLw4DTD6MiM64auPIs7gQMEFTq1hVVnkyelBK9YMgrluHUtnUxCLbePWWCJwkxNoDeVh0jSRDFRaDVwkkRscmKRNL6wklT84ZtmtZqFQKdqmS413HxjjtU3lNqTuc4H6rImGhVLd6ykCa6xqG4HPGSga1jHcznxgU9/vjnlhIIvpcWCEGN8uXGxmxwWjvwZMdKTWLQRJC24TTbbDrLT0dJ4cqiT34wCQJG+MLqg7t5ydnV4PGawB8HjLEocfBioMTq84KlUuhk4VXHTjN5Ng61goCnHdMORTfDgAjKvHgxKqo9mhxWQB3TgAiJsc4aoUAbXHgaON7cFiUIjZiNrwtJwGnSAGIZWlAiujgzv6fgwriK8nGUEBQpvLJFS4OoqHJlKGB+W4miDtGVw3AXyiOAQ9vTDHE8MdjgZGhvzMfAk0u8SEZ4XWR0C9mzC4INWo4ENoIx4xlAh7DvBQQeRYYHBcWcplOYYSQTA1DToGhi6Eg7LxiqlGlzeAAy6mB7KTrSYfYUehmc0KczgcQA415uEo1k3pgRDjgGsSxBTVes2Ci8BcuiUjwxiOzdudtDwsuMiaG7zrCOkC813hdbTsNYRso9DjHbK01HCkJm0cmMtgWDyY+hBp3lgulFef95yo0qG7MIigGhdzFdkgkeMhO3t8ZFAiahlohzv3gNoYd4II9dDrLFPEh0YI0HOUCEmxm3B5jQ/DisGAcvGOEZiidlBubhoIcHeAJa714xWr3sccuINvnEglH6ZqenrBqOeXEqqGufOE+ADTly/Agb6w0B5POB0b84jXsd5wiH4LhsLOK0THNUeQ24KpEUirhMrGEcbx6awntxXHfnIgdvccDAartNGDUD0BzcWcoKL1kEgtDaH95XCCQiP7xYKWw3sxFcSa7wAQQsivnE2BURcLi4QN04ySxIO9KY+uw4F3iWminLECssteMO0aXVamFEoeHbHwhR0aGV6ntd4UtoKJS5BrCcJcNECyzeSmsOucbifTvIVFGDYGsr4ciG77dOUGhOq7x9tnOjUxAjPIOVyhEBvZEwcoLpF24qnajwSYUS08lxysnmwMqqUOZ3l6idNr8Yaq3kmy4yIxPN42Op584Q2GUxXtKbNgxYu4bA5cMIKjp3hpIC6N4hXY9c4MiJP0wRQM0pzhhBiJaYYKBeIsXChGl4wrooDgwlAcRHjnNAqslW43bACHrJHgKriAXb2u8AdEt46x5JTwYuCCmx7xkPgPnAyNq7jvDry4neBDtfwY0FR2uOlCd4aop1moWjxzrCEoGcPeLp2u6c4FAXw4xE1ZcpHRZ8YMhA2b7xEhyo/G8vk0DT5xDBV66xxZTbVxmuG0CPzhEvqcuLqIeO8EESJXHrAXqYbQ5ONYDhBdDXGQDwAVxx4ihQYf7mMa/0FHhwmpdQHLisUOUduAFy15243AUlEphlIKQw15xXxC8Q9e8K1hQ0xecbCgVvI53v2EoZz7G0eZhsgRLXjeMab00ytt4tMnQD5Xzl1aG+1wZr+tnA6DQ3WTIJIPnVcdaaO9AOHbb2Vty5NJu7x7GFsOMStrnm5JQJeC5RrQbAyu5Rd95rKRy2YFiqu5aJgWqdo0zWnDpxwhHt2ZdUBu11lgKhVN4blV5O8UD2g8YQKfBZGKpfHOQIC80wIlHhSOBUEbrycYKRpxyMenROUMw4Ii7DeCw368mEGiHzkwsXpxd0c4d3GSKNV4yQNkbAOckJrxV2ZpgW0HezFZIM57uWijyI844YWafGK0XQ6c4lvd8dYBhRS05w5p0bbi1FhYWXKSetC5YG2cubxKLB84HZynB0ZaDk1XETo1N4Mbv5x3FNOtlcQXRTSGFVbXOLR6PPvKkNnXWc4r6mPsaTrjBwd+Le84j0gOEEEN/nCsJiznGqPSyO8UKUTkEMEWDsjeO1ZagMPnwZ1j0ZGy6pm8UZhOcqIvGrVxTrUL4wSn1nbfOFhUaY+8kRB2qc4agVLpcGhalOGTkiBA6NYhhulS5ccPJDzgxrRJitziwU46MOgqT6wQWgNpi+zDRQ+elwoFKGlWYgDpnC4JKpS6xxVjwG8XnZvG8G2pGxbghJDUAwQKUcrow0lk0vbjgCl7XjAl08rvNQCR5acSiM5neNN6VKrsxASY6lMWTTpMUBu9HJlAGPlm8dqCnJN4AIQLz3jJKocFY0hOkbtjlDUBuM00kQMagTwrLcbIGcGmJ0oPIaTIRWVlW8EzoOmHBjqoDUwR971bj0Col4DF0MnEYwCylruOc6KGk4MAIJ2LgyxEvFy2xfBpcdAa1tdOTGVUcMMiV5HEjKTTwZqEpy8YEkZy8q4wUR0POJU2WiZEpfeImxRzzMRiEKOSrTdq4mrqb944DtuY5sPlxlJRx7yd1n3iHGx76wjB2htwki4cyRTTcBAoP1wTVU5cBRSPnLB594MGAaVxQgVvK40Ja28mCxI1gFrngNwNK4ipR4HDgXymPVCAV7yehRXTmsbUAYtAvNIz+zm/ITQ948gV2HLhQhKQauRiyoNmEsDi0cmRzPJxcPRXTspisAINDnNhocXdyFskmhxgQiwXQ5HGmknA4TFOQroLR942CpJe8WezsDCARqaA7xFRNzC8CG+IxxQb45XGpDFUTEoQO/OHF8qPEwYTKLDrGtVXleDB47HKQvxmgoF7NpiQg7dvIYW7Z4xaoInXGGrl6J1hzMSSkTFg2XdXRiyAT4OMNrd4u95ZALzN3Embpt63ncFfTjUrV4bzmluO051iotR4uc7d4jqYUCBBjyYkgPZQ4UYB4prJkUQQ2YtpAG1HDIgvbox7treiphuFRzUZiWWd95yVKcMwajaO9EhnWE1pGmVRAjpAuG3RzeHF3QBHgOcu621mEsC+fWF8gPDlqrRx6wSAIjpeMMi1XZvJBduJkkGgcYRDYcZREam/RggtaeXjCAiu45RVq9TC0C7eDWsamga/fJ07UYeMUoJ35yIUE+TDgkXWnKCWF53jNib3gxSVZcTLscUy2ZXrU/OGVAd3u532FHwZQVV1coAQEjvHAMQa6JgKjAVMvvTEmHIpWlmcMW0eC5LdTFes2xtBQpkVlNscCijUwkQnEtmAWgNzzlojeEypRtdbuDOCuiunAQVNMQ5cZKCG3nCijvZNJk1VMG7DJBRqQJk+TjisxaCizjlwlOficYJQGjpYZYoU6HnECF35bjt2vCax1EXrm4y63U1jsB6veDREzjnHxI51rAiqA1ZiZsejBwgJ8q73lh0Taj1iKaw4uxwKMTV0cZVlss1XGkiLwEuKowHBLiyQ4ihiA6LxTxk8AHfOC04eDhmNoE9hcM4Sur2ZqAGVRtwaKHlN5vib3Y4/sI+MUKBH7JjUl7DJgI9t6MEKiy0wCqoZrkMVSnhxhR0ldLc4RA8ouXUW3tBmoJLTjK4sD9cQYETfhxcEfcM2byGk4MToRNAYFrjzy4ZSK7w2aIcHOLg4L3vWP8AYyX1gG7CpMdxCpnzm3CA1MDgDruYVOQ0Zxkbq1kmsVQcCq7wwnY7wiRl1HAGSTq4FQiRXKgG2s7y3r8d4BBU4He81BUbmGVeQDDN4tjZ1cVOky+MsI825IRdwmDLA3vzgMi3y+sWUBTh8YsXYH7ybWwOPGRmt8s1cPCEgd0wRTNgOrltRb2RMAag3c4yUIo+tZCUp9dY7uiMd84MlDgVQccHdOjW81RTeE1k1Oj2OPInXehwiiRnPNycQvaUcnaCI0S7wtYDuDExStBseXCiFc10mERg/CZEFwdLeIxgqzAbDiaTePUBeq43oJ6eLglNyd7xitS2BS5tAD0pgoDZdgawXpA5Jzgup0MVxlRi4VuOiKp0ZZi15nCYIkYXePAB6G4RpA6blYSKU3MKsB0EK4YCAQp3caNKBsMwpRCxVxnIEHPnCAG8HQxa0Z07xiqCTkdmDBA+OTEHCO9axFdaB5dmEEEh4FmCI1JwOC5kDvvLTEZcfODOS3lxMVsLMMA2bhlxEB12uLVdBN61gtILHGUAB45xvW18dZtNg0Jq4tgapVyfGHdUHYecKA76OIY1I6M25rCLx4M5DS9BzgAPQ9YGxyNndzgIpzrnAF4VwKnxMx7R847I9z5wSxpXrNIEG65yTBSJ5MQB7ahxg7B7CazTu04etYUBTOKpkwKlW9mdLxS7woTJD5xAibWacmLbdcHACQQcbblsaLkOsdjt2XsxODiOgwHbbpjbDCArTrBIF3sMggUtxNlBDGEUHp14wgEiNh4ydQDreFjmOkt9YgFgpZsw1iF5OMvCxeZZm8AO4ac4Unz5wTuBurTjsLVlbv8ATGqIA71TLQkOJpmSRr6YWYNbT0Y+A3UckAnpy5KAR57mAFYHAMuXNAJFswSAN9U7xjEHhcZoL1B1m7d+upxUG3RNsVGpwIMuBgU+XmYajSPD1hLkLwYqxFukOsdjoFrpxAAGzHIBDeu8JDJW62TDQqMX1gbmnO1MBA5EB1i9EPt1khRDi24dYsd7OMXyQdsxkLrgqMcED4RtxhKAF525MJsIkMXCOCYalO4eMWVEDYYgjQHeLpd4TBmzY6wSBKcut5vaTbecs0dNYoeF5AxgAXXvAEuzTeHGh0vuZKjPJN6wIVLrEc9zHGl++cEg0ePDlOuDenUwoIUQXWFC6NA84WIzp1MAAVA84SWjCtOM8BDrdw0BUxhqnAOzAQSqKp4wBSorOYXHRsHaby0CCoTesCBEDO+Me1gG3BzhlQFUBSzDahVMdJl0BhfWJR8ol0TJiaDwxDOVv15nrHGML2d4mhVbzoywRpdFmAFEcjWaRK+c3rn1hhAHVKmPRAHXTkxFK+DFEQE5SOMG0eQ6M5IAwR3g1UKbuhzgAeUdYGKD2q3BK3ONMMFGxrzwZRI0PnFAomqQwkmV0VrcByFDl6cYkJXV2ctIDy7x3Is8LvBwReEMsKJq+8d6IvImAqor2EmFk03vvAAkGVpchBBSEwKFqbV61hTyVeKOKxNuBdYxbtird4hsRCusnQbBfRl7B4JoyQxBODIAIvjnJJAjyJcAdleS0wjwJ0jiGXY7MUIxXJbjQgQULxccJB9d5+tUwxv6KA43lhI6J3nnVzNgY1iM53iAJB3MFmkkB1hCJHnWJ6tavnFu5ROfeKhODxveWCxv65rEm85VpenjB6rcFLyfjF01NE4yIleLuYXyd3LWhCuWyCc+zDCAWp2YGBSADzcZNSNfGQpTZrnbjZGkj7wKjKcNDhssF1d4ES6vPGOqarXUwqSASu0MOKUtvCGIDaC3e8GHSa+cNkgnIXEqOUgdZAmoIx1iPaVN+HBoNFBkhCQQS4ybjzU1kkVaseDIb4TUO8KCCrPnNUsvZvDgeXPByFFXjCRKI7jNxSd/BgCmzw1MVtcHOxcBDatgxMsE3yaXDBINlky4sA+GMFgE0nGXst0izBIWJ284Q4iRFvBBF1Gt0wwFJu9XDTuo2c4Ohq3ouSBtHmmjHBzPEjE27V9jGUqPfjN12R484gIwUdhswdlDy+cXiCLp2uFC1PHZhTldt6waQbCO64lpEIw5xDELtpAyagnOvBhyRXayaxggtlOLiEHcSUMcJEvAnWG27eQxQaDzpwaCDzvnAkKgbTrBK0DbMdCYb835zvLR55xmxoLXjDs0vI5NkqUXcxF2aLDqYFRz1HeEqwDg7xwFuR6wkiodeMmLQ4vLjvKjyYXNyhzMTyJwOaCP4yympy2TFJodYsIlWE7xUtxtTBJQk0DcUE77cSAKkXnFFfiYAWPG8EBA7tOnCYICc8GI4N9Yp08TFBvYVa5ZXd1DjDsgGx6xEeXIDJo2IfWCgkecVAacb5mKggjKHWDKMjh7xaBoB28mDAoJNecNAFI8M8o3rJ9Bti6cIkCHfEx0hAdXWByInZgoId4y7bfO8ps88EwYCJshxjbra8zCpu0cAAG3F5MYRhGx1ji6IiYCCgEXpw+QTn4xQRI9PExgACzW8U4M4TzgkVgc3WccoOGWYzACapDMGBKZGMUKL8lOBAT10HBw7HEbMVhYnRpiAABTfjDHVL2bMaBEDyveQVyaZioFeNrowxQRxhwFeC6xkCKRvA44CaemUShZL0ubqkXWsT3azVcrqCzl4y6UDpwgd0VR3iQNnh6MgKi3XbCrDVXnFArQeLnS3G68YhypdN4xQUNGznEAVONPeDQc03r9cYBYnD4xYolDTrAiCmkHnNimJp6xgCA584+iQ7DD0XXh1gDEs0Dc1K4dnrBcAjRXCk6HdmM2qE35y4QiNPBhI790u8ulSEuNIhM9nMpqYggN8rgrWAbvJh9XCMxZ8LvBRlfEuHBCbuJZaDbNXHlIBodLjwMUKobw7yY3bhxTK104CDaC64MNTS7PnCZKpuYKNAgPjCYJSjMOxoPgu8GAvYHrJCaxL1hDvPEw1EgO5NYIKIHPjN0jZwuzDhwOkxjppqNiY0CZG01TEUKcpcTTg0kuQbud01lcws2XNwzb55uUVSOEpgjGdHh9YDYfV/bA1K9JMat0nLscGhOEJvNeBXQZlCwx0hDlKsSkNXLFBehxBCgjwMMw3RhvdW4IRqGk7YgSEMhtg02PClmD2pHs1MMQQO3FADLwOFVoD54ysAHXFxQ9rDVMNhVqlyc0GCOyp57wynk4mA1ejY+ceCl3HDAN05HRhjNgt8Yc4J+cMFkKmnIwje7vWPL3PNuWaGja8GGgevGG7B5szUQfebKe0DHlrGUMK0ddkmsYIcHD2ZNqdjpx1AKIrd44K1eAMPCqn4xcLPk7hjINhamDmZyuLJYck0YhRtTTrFiAUlet4Icm894wAYGw8YwVwEOnFr5xLSKdXWNlq7PeDR1EKY8gaqDxh07rru44GgPfeBYkDX3hhBbN/GOhVEddmAhh5cX0jsx046vAG0wVDF1xzhrSMt84bzX98NFkkZkiuyHJoNCHRhaMIQfRhPKA9MXdJ1LqZWFo7Na7x0RCLR8Y4G1NzhwiGg9cOCo7eHvIKtunvDg7hzkZsB7plIY15HjNxGXs4y2T5Obg7jjbhuLqS7MArsJplxlAwqre8HYJyK421ruM2rgiO8OCnw8OFgQieEwgBDbvTjA3Tx0YSK68mtcAVEN8Yp1bshjukdlYY5BM5vMy2oE21q4zoiPfGAASdHMxC2hwY9HMi9YZERvzguSC65wl7UzeiBBlR14D1jogXQHd5wCNkKjjBrSRXHm2rTEVBW6ucQiEFGaRwuxcMOul6MoLw/TAELsxUA6P1wTHKdYiVWKSiL2GCtTfMywDR7HjAqmz5sy5Qa2+M32rIM1MgWTe+siu6m1d4Io0Gy3eDEAeN84hVdGvLIIBxswPIgDXbkVFAcHeHlDdUw4o9sdw2Ri4QCaKhoxWVUHu7MEDaO83C0dxgXNyDt0nExUSI0Qpiuzd74cHVHVcQpOzbvWc6fN3kmtE4u3H+lRrxjhZWamMENNyPjePQDjveJiPxNXBvtKvjACiTcP0wjfk84yovvXJhR5QtC4Sgu8ECQMH6cIcmLAolddmBoRWpeMIUJZzsxSl3fDghWE1vQ4FxWtluMqaR4y08g085c0EdI6x3DLq+XE60TmamCxZcU1TABAjw0cFCPacDnCDHQOs22A0JG4EuTofWBQefKWZDAbWEwQYQ0h1cN1sY3gi8k31itB0Ua0xkHim/GNCgaIcubUkYo4w0knE7ci2RbguKF+8NCA8vrCItU2YCriD94W2k49uFoci3guHVZBHc85NE0oXQHeK/AEC4yiClN4PbV5cBMIV1s/eONBKFylfLeKgORLxrLGyTxhulD14zcYH74KATeXvNKZnMMiEgW13XFFSrrnHSUlAw0EsEwmVDp3ozUJGucZQ4RXCSVVXAAEdF6x6hRfxjZgrp9YQbdbO81hOCq8YqhadZTEDxkZSh3ON5yhTY4g3wRwoVDvsc28iOusED2OU5yrqzhrrAJFPLj6gj94DSlb1iBGAFW7ycFIG8DHhKnGFUClEusI1YjLg0VCTfeCBR4/BiUVJeL0YjY8m78OXySr3xhiXdFWcYAB2dYNjcGznCoSDqYXIjs4cAF0BqOcQHS+xMVBAfvjkVINGOhCi9c4BDQ2HxjoUEchxiXVDsDWFzB7DRyUhIdHOMAg5E5xgNlee81hBPA4bdLsHZggbt+TN0VUTS0mIVBB1dmN5jkpq4daOirC5rkgWdmXCgczYmGqAhSazdmlYXTFA1AguOIsHS94xFB6bx6IQ77cPY48anGQBQuzP2znFtgY5eNLvszj4BEvXBxjBIdfqxKNqI8Lv9cES6htTs+MIwLtvOJBIpEaObQKilw2Lab3kUjrrrDkSg65YRpVhJMZIxVgnWHBA8HOWNwNznLFK8ZBGD62XKEA3kuKGvPC8DiTWUetbw6IKFfOFDImjkYUGeQzVyAQqynK5fJu5nPN4DENQRUHlxlsexzYQfGDlQFTw47DEOJxhBOkr2Ysi171jhKT7uJQzguBE58uGZWAAbwGmrx0YFUIru6x2hLdGBKwuyXCqgo6JnTULPWHEy8XHejU294DgXgvGSorSDTBIQazkwgyvm9YQKpZwYGKeLoe8bBB1MoPG8fjCCaRDjjB0RISvGSEaeTrCkgh08mCFLTh4uDctvJOsIQ7OGYQRpXTtwx3sNlmCHSkl5MlAtN4bCNDvmZBJglopgbJG3NxKnEFpjgJHsaGLgEAslji4IJZeccCB4jpwyUTdeMZXdvyuMIZec09vSYkQDNJUwgQB0mkyqCOVOnBCQ0BjhmNLK9Y0eCgJeXEQtXXvJjJJPeGMxa0S5xgq2/GOr0nPvDIrDbt1jym0G0kwwrpBb7wStr8sHNi2C8zFYKLFvOaYSEDZcNBoE5I4/FHb4e8aLlgPea0ojp5MIQFLaWZOLeVzeIdcdYJqmppcVKIPXeFMd3D0T7NXJwMDtMDyPByAhmzPOEUQibNYRqCtLrEXCpU7xCDosawOwYJDgwhVFcU5QsWaMBQUpRsx25rVwCkE1PeB0QfrjA1SXvIVMnjHbBKnSOHhKhfnFQEhamXaGqXzgEWse5haiCa+MQw73QWUxV0StHDCAaCBxvFQoHVZLgAVPDLMcCItmXoMvO6ecmRVCYSID+BikVBa6LiM7g844rLA44yfFR3HGLwNRiY1QgYusLAAHKnOSBEyxeccgsp04xAbeGdmKQTbW9Y26QPG7iVO2WJzmtU5pq5uBo8rAgPGz4x0aoEfWAIQC7mEm8mx1cV3HnZpzUEpwdGE3ffT5wqvCU4TKJGG7Lc56K7E3imjoxwO9F8W7wOBKb8LjQVENvLMmLb1g0MQ8JUfGCmkAt0wDDfSHxHrA3rwm+MdhUc87w0bxLgBeN+HFQKFcnOcNrEMAKaSZOLUArq5fcWe5nIQK0a4zVUghwZTBptaazhAQvxhJr0+8PUVTTigJu69YorroSYaFUexbhwCJpA5wVCYYWDs1cUA1Z8ZToAeMpFiJzNYJQkerMo0F4NMwYgjpMGqhKDxrKiikeMNKEm9mnHBxEDGxN5XrGR48HzhpYSszSnPNcuEQBA43cCl8i0xGxpYIzUmjYZIQrfPWMGyNk24mAESi84T6I9FuMYgqcZf2egd4FpyccYxBirduM6kWx7x+5TEMBKVEcc5JwrOJhk3dNcWhFOuQxLycTThCEQOuDGwiAH1houE/PeWgPAMQVC+cqhXqHeMoOyKawQDpNzeCgRvDeMfFdWg4RtRdClyzInfi4ACj2PDjecI8hxjWgJyJNYAhpN8cmBQ28I4seKqHDm4LLsE3hqAgj4LigJsbuKFdnCtmTFDhS475Q89jgJUk4mWFYB15xiQrz5HHC1j1gBKNMNmQFChNOkcgKAd74MKFogl6w+K3ZI52rVheXICxSb6wIF2djrvNR0o35xGCA2O3jDfJoaacNKAVbMoIKAcYom5wH8YJJBU4O8IF6c54BXvoMI2kLxcsAaRWbyyd3jL0JfHG8MIKSzESJNzdxrDmY0PGIlFLtRxCIIugpmEHuTfWDO15wpoDeNzHANA8+cb0obrFKWt3xlVVIleQ4gg6tvEx0AIEaJisHDXjPjgO9hjSdBK8OHkpqHebTdGKOG1ArfEwQKUErMOESq8DN4IWTjG4xWz3hw1BU7yuUa15uN5ldQ1gmiZAXvBtYJI85IXDSu8DQBspxMlgo6dLnFHpXbjwoJPcwLABXjrDtk7xktslNpjOmt3XnGQUUIdGXwHvrHhQqwFmH2Spe8GId684UWx0XeQiCKnbiGWALDjEEAzj4wjPM7kMhNoc6LhEbDs6zUHnzIuaJYu9kuRakBlvGOk2UBLiHRGqYbBHhjzi2LbI5pCGyzHe+XLhBQG8pyY+wROS84I3j3NMSpTtmEFoHkTETRq6kcgiPWnQYsAovSUxUpUbQNYkCVH5fZjiJUdqmKolObeTEdKmB1cfBKCAzgwqyglDEYm0Y9zByq28BjKGvwYywEIdcYJWL2O2YaRS6dJg1qKtQNzCILtNEw6UqtcSw/OjDoAWSd0woZxOMOUC7DjA4hAhwuCV4LTnDVI7JHcxytXY9TN6JKLjfjL1VAsiYXW0NI8Y6FAkVwsNDrvDVAXccMRCeW5rYR1vIMUXb34xFoNmCcHTwf7WIoIlNzCT9VXwYSCQAjRcDktIecLOKtDnF/QR0hk0zaDQyPVvHJwLECi1MVBKta8YCSM7cisnFcuKCFrsxWiCXnWOVV4bkW4kqa0subqI1pLj1E6hxgk3bYNY7Fl07TER4HRuuITIME8ZzrE0q4AnM5nA1l6aoUezBrAJfnCxaeu8AJo4nGO6BSAuDhQGx5uHBVCI9YErtAWecCPE4iZznWtamAO1vSkwnsI8+ZjXQJdOzGl08NXCe40STDjsiRdGQhpddjhEHiupgdWJD3h3VUaOFVYnSbmCQ6DHFRSKdhRPrIE3LQ5x2ikjveOLLrSN5UJN7b3m5sppwa8S6EpiuSbF44GR2c8OFsU0XKYhajzMAKXC0wSvPA5mcwIMnWbIFDW65O5CS7mInNkPOSFpvANTQBG8EdEa8Ex9bRdiYfSAOnEBEUAu5gqJV3xiDDF2fnOPcsDrK62gU7w1LYNjyZvkQZ++BxFlHv4ws2ulF0OPVgDDgxS4KBJd5MNiuu8AhSzl3jkGo8ISYunV8mt4W9k53rHAHavPGCIEdKS5zMBpnb5xkh2NOw4QVq3eMFVVW06xqOnYLzhTEgEM2ElA05cnaB6Xlx1kPD1ckQRwvBlzZDQ5cUJF0rtcNgj04pFQrPEwF2Fx3SBtwEKwd73kuniw3j6FC7TUyV2jHW8uTHC5w258gaxAJFmusKLWpTrENQnq4qSjrVxnsDoGSd47eEcUCCo/OJDZXeIUm+pbkybbfjEFouBgCG8bMAAUPOLVi0IbpjELsgXW8dgU6wQEjZHAkFpsdOGjGjsyBAgxPeUQ2PXnNoScs5MfmmD1gQu0raXC0DHet3LTQfFhqFhucY0K8ia3h5IRDThFWWtPnBjR3Vx84QTnNcPrLlVEicmGERVrvePCTU14yZBSzkTBfYN+FwlX6Vg3CzChQZTKhYoDziBFB30wbjm3CiBT7HCPYBKPHvHCDTK7cXsJekPWXVCACDgtkiFA6whgNT8uKEfiP1gDBDLO3NYeFVwmikdPO8UQXhTmY5tlQ8OHGK2PWIaoV1zcBBI8Hhxqhu4IOPgECJ1MY0x3RmC9E65xMQULdRyA0iSvBl0jOprGA1TrxhNgMEeFwMPHxrEeQvm94bFHNnRimSdjvKYUmjHLstacPjAoEAivDjiO10PTlJvSk43jkRlcuAQVOo1MNog1jXTtrC4AABK3TcYIDhHCjUcWawAJrTeLiQKvYbwamM0xKMo7srksUG66cVsAmw0ZTgFoHEyNHRpydmJIchjsFSMuNYKtN8YbLsdMfkkqY94oVHWaRpu02OHQ649GC0wSx6wKxQa4ABWBzitzE784jq00nLiroKTfbj2gps1l8YwjjINnS9Y7oQ1vGIdlW843Wr0dCZAEOTyf3kCaPBZ+P6xuUHYRcTqU2SOKutagn7YAERW62Y7KKJRTDyFUEGrjoKJPZbgCs3Do4rZIO1woJrt4ZhWi12OINgCnC43l7LTMeAhIQNmBZJhHWFERFWrk5YarjHgqdr4+ME1KdJLjVdPVecAgEKx4yCAKENXnLjiaHCZrjgNGWEaIVyexqGOAPprbjgWqGB5UpAnOTAOjXGCljapz8YkDSCcTIkaV1SYKFlA6kMjJtQXWECiztwmFPCxxLQCG6PGEC8vHGFpbvZ5yAUQsNYQFVdmzZl0Yp2uClBul1cvDlQEuAIgRuZeSANdCYHXgLyGCq0IG7jCR5qvOViSStxUERFTh0VIPxgs+wzKAQrR25xTY0dmDCruw3kaNmVNZp2g1TVxMDgNd5pUFlibuLAzhZu40qqHpvDUux5ecim1hJMsKJPv1iWhqA7xwJsTwGKFWewblbFKZcdr+DHwEYj7x00C3DF09mbMQ4I8ZoStroDA5Gwt5uV7a7HxiUDdo4BrLvk1lg1GO+nNVRG9+8HHRJTm4aghx84x+VleMN1YMB4uAIHQ4TYYri05Bd3FgUFyyFxING862OXK47Xd/TiWtnLCfOKo8J419ZVwu2+sQ1gcqtw0NaL0ZDqgB5wqLCxDqYSIEoc3FANGllph8ztcmCCBaJswlCgXZJzgds8HJlcFiVkmA5GhwJkYCKCaTDyAtuMXIAdBoxUg2lWZB0RUHPrBqcSEytTrhy8QoNdzWRwhpiMxVanlwnnYt8Yx8gPCTOc1gaTyy4azQ0JjWsNppDEYTdnK5ANkhTcwKCK3qesAJFQ7wAH1LziDVHA4bTQTo7wqO88nOXEACPJmmBB4N4YuLuNXFJQaAdusVNQWNuaKJdjopjLdM1z5IRK5QCKkQ0YVSBgJuNBecNXacpxMeRQ+W8DgaVuOuhs3MfBpYOLkSIKlhh62AqZePIuiZNW3QMTFYACokxkhPKu8WgFfKYsKCbAdYerOsfOMqi61vFI4TdOHxiADcVP2w0cuk2THsdLvrDpFNE7TNIafumPENaxaizvxhNsNw5TB4VD3Dxi+mnhe8WLpQuRMc6vhxjla8OSXh9vjLTaa+coWD3jMaQtmAnBO/wCcAdY6g4MlSNR/vmibFpv7MrfF4jea5INSKyswIwJkmVSYblUEgpgxPLACsFr4ZMDQ02XDRqxu8mPZHabSawao3BWj8ZrCo5OjLkWprf1ixDQiG35w9NRTmDj80ojsXAG7DnzixFULocSMoO7WLjyhAy4wNStPxgzKVvL8MUAtUy08401NwKayVxUDWELtrWKBtG67MMiCUcXAW8AG1DkxKAQAB4GTIew4F84URgQ5uBdbMAYdUPrWnHGS7A0kxnRJGm5mq2LSIXO3xWm8A9JoqYCmodLhxHWg8Zx0EseDCAs0Zw4qzatV1isTpB5x4nBQcBgShV2auCesxf745cA1wZezBd9ZjFA3UdMUtOmzk/vFXd7tHHyS8lXAYuik95dFLpJswuTUhMYYcER7cAhQ0mDioeE3i/wYN3JdlYa6cNKWEXI47Q1Q1MsgJTlMMTuzTvCgs0jCS2cnjHs4Gkx6RLZcBUUNHpxhElDNYELDzj3EjX3kQOVAEwEcaahhAlJT3q4SyKw5yQoho2auC6Jo45wyrN8zjDaamoyODw3I4VoOHFneUFSLLC+M0grFi6PGKTR6PrB5VpDnAESVh/jGEFtwifeSKBx4tcFoM2BTFVHk5T6xeUGlNXBTNC9j6wpiOiirgXjlaXAVUdoUj8YEFjgUYIbq2Jy50yg3Y4qRWOSZcaBSdmXoYCBs+cBROhUjjBag9iY8Ok18njBCE6CB85SgIkHeMYQpWZv61o0OMFAV8L2YpDtYI9ZOJpIhnLdaichm8GxNUyJDMbI7MRYgwNj2PxjamwqtmGaVVD3hBWgJdpjNAbG2OJNkqZIcryzl7Mt0qO0uXDoYizHJoOwd4KDDo5xEqz5HGSAhNw0mX3CFV4cJn0hdaxV5cKUYIWQppcZptUG14wkXJAMDBVCLUXjzhClgqYh9gejB8YioUzBsinArhLyboOpjrBbZvHUQXVaTJVK6oXWUQWo6JrDNRbAucXALUXljEFvpN3HJTzvMxay8hGnEIk2hQ8YktqouXDC4GBecQKdQeV84sJSguTK8CCesre7HeCBFFU+MZQeF41iWiDvXZinJrs5cDCMKXjETIsjWeSVq/j98e834OM2wgdI84lbE00o4GBTlDRjNbRGDiV21Q4nWRQEPCB1lIayAzBGKm3LU6ySO0Ad5WfcHrOpNtLvEAqcXfOXiHJfJAQ2+M3+EUP5w4SVQEsYpN2tNDnAKJtLWY+QhYo5y/MgNpmCxAL0QwRmUEODfeGBIYI0nhyASylwPrHw7ZqRfOd6BDY+8Kb0MlhugVAFCYMqHSixzT0q7SfOHWNKIcAAShjjEKY3awC3Jz7xiAERwzsxSE0Hzk4siidbwnTsk57ZRYtB0YU0hRH78bIFjQZlbRCBRxGSM00YZihFsi1YAuxxQA0JbTzikVGnzjKER1YuDiwl3iqiGnfLL0BdA7LjewpccnOJJrlqbRyZ4GrlywEiHbGQxYtw4+iEUdzFYOwg9h3jSgRZx1lkz2n+MGVM0FXCXCEJtdZtDX3ZlVaBoN3KwkEGJnbjhNP3mxkVpZMsH3pDHIVoXnIoldcGMzlU6JhxNKA8Mxm1BFwOJKKiL0ZtooCcuc4oNGsBImAV15y0TgZE+8nAVj8YgmAW3vORk1Q7xiPbxuusvosecaI759mG6NmL6mb+cwVy52D0t6O8Cmc8PWJFBrFo7xNlhtHTi0tE6OsNgCQ7JgIAb123N1icAfGI1ZIA4cE4AEPWd5FpDxlBsDY5wVYWgh1lihfCzWUSRbdDmwvNA84gnyx8YyiF2Qw/OV5TSophR5xF2mGobsHcwRAWzyDzm20zZuh1+cdAGgnFyTVYoIOMqG0CYOmtr7MDIlI7n3jabQqmtY5BoKsxgBQ1QMrUoirR7/OGx7Ct4rUIGu32w7FsVReMOIVs4c0nzQ58sc0VCzvAhYqg9Y/YA2OXyCvqZpEDS8mEVEief5pm3XGTYsqp7EuwwwA4baTC46argwkjEjZMeLRRdCYsBpTgpgsUmimhwQNAsHY4REUAiHGMCxah084wOdnS4TDYBsRwUgzvgHD4OKJ3M4rADwVXDK8pBxmkzENHjJ1AAPFmLquzeD7w1ATw7XL0y3jdddfjBME2k5cN6qAR5xeUqbmrhRORy69Y/KAa1HHYsQDtzmkJrvDpKvbsxwp5oL3m7gQCRwK1BFDbg6mjUlMVzdCsOOUoqocIwsjVcigQI8d4OobL4xhhSV6XGwFXxjqusdaqJg2TRSzlwDgA6etOHAN6nxggQp8vOTJfUgY4ZU/CYxh4F3ouLvU5ITGWwaMHGTkCmBWUOjlcFLryO2HMeQTe/ObnHimvnJAF/I+zFtKaiFwc7jJCOHAV6ZxvKYiApHG5Jxs3eMJCNTNH5x1eGNwUrUC13/wAwxAuhTR95qzop1vKq5rdvxioBaBTZgSloHjCiRgDRUwNdAGTfWOQquigGn84QSUwXUx20bko+MJwASXetYixMQbpLhGEGGAuODdQh12zlYIzY5eLUUFj1j5YEaUcc3QkBxTEqtHpmU2FgA3POSO0jTjAOV+UdzCigdR2qXN08gHhjizUlIAYMByxqBkooqiahjMBCHkdYoCs2jvLZYKc6wSUhEeXDjCg3yYfhZVoN7wplqoyDiVAnYC5tUx07C4cB1BDscThj4CZvyh57OGAC1UlfjJNCZouI2BHVUMSBU4GBhgFiodri1lIJkxiKxY2nBShH6YOmxgouOI0U4kMgmPvcphEpBRKKYMQVHyGaIACmlcLSIWIdOPhZwTY48kioIY0uSKId5FIujdhw1kSF0pxhI0O8jQwaeExzux3cZktNi8YD6B1HODYjTumSYD2MtwTK0ffX/cPI5CuJFRNvVJlcKTTXjCAYPWOIJTVNYRVVU5MgtRqneagHXLrAboG1AT3nCpIaq85f1CU3DIQOVTTiMfmLrHJHanjDbjpejEUAdByeMWUHAagGOoW18tf3gUAUo2bcCB6lUJvAQTFXjiYG4NNOOOOt4MwALanrEdAcguMTxCKg85qdIQdc4CMi12VjxiUNq94SVCG+jCXYTyhkpOWgJhGhahacMfBq7nlcZIpUMTHapaiOGJISGwauDfEWJKYxXJaIP+85oMO4a3hEnZVdjgwCKCYlgQy5PX1iAmaAoaY0wHz5GJLXy3E3P4mJQSCiP6wIFAD8h194w27U7UwzbbCpi/8AmUUiiQ4PWGO8I8mSMU98mGFlEUd3KJFU4EyYBMHK+suJClTaf4xgrcLti4NiahKh5xWMJA2V6y4OyHWHlBA4D6+cM0RqxTCDUAmwxFq0ZZMYwUPG6uABV9O5THkB96GZYCpUcTGsOt1U9YZqQLXQ44ShRNLhaONjdFx0kKI5mO0sAKwmAYKxN1wklIkauA4sQBu5omGhpT1hxMjDycFnQRmke8hEllB5zz+JT1m4DhwcYRJNjnzgpBT0HRisaTTgw1R6RfrCRBhL4jAAHfGDevPEMctC03myOmPA6wFKGt+fWBs00ZjowqnZkVG4xCNQG36YpzU239YEkOiabvHCywBZFpTrD6YIS4ZAK7rwynZGxNL5MAS7kBnkwX2B8NdnjOWiEBtf3ihJ5Orhi4dIJcelO7Is94zK4DUU/nEwURKimDhGlrEPGFCIGTn7xNC0WVHARWHRoGHKxFb4I+2RcXi6wokT0DrFhWgmlMQMLeox0iDK1MI/ZHD0xoIIHT6MNLSHDPUHYcGXg6XUO8YqEtM13gBSw7YjlTQqlg5PIRLu4/RWIl1hgkBCk9sNYBI6rvXrCAgKTl1jFELTtzhAASixP84VKECLsV8Y3OB2mxzWaUdOq4JDScOJkBBKkoLw/Fwa2NSUb4/jDQtoG5PkypXCeQVVAtwYESmoHllAcZC8q4xcKghe8HqApIc5NaRNgnZjbGNCpgESAbHjBYTQpsuMhl7kpj6lerWHziQlUcauJ4JDtHBiJNchj66bs1jUIBA/GSA6opcOQshGZ6mNVSjX9TFRI1VSGWQ0nSDiViaLaTBeaAgcYwUCgegydNkjTkwq4Q2J2YkFTgxHGWD1iwjTkTf3lpD2cKefGBCkA8tZWRC64JjSgoKVwMULsYXO8TuKmLQESoaw6m3Ldk8axBZEYvD8YH5KOlP+YkvNBREw2S7VFBwfYwUmAraa1rNME08bvEzQQTPzm9koAcesr4KD6MGKYqmnO8BmqA0lwKAwche8nDAWKlxdcqiq5OARRokcEiblvK4n6xFgiuRBkOgTgfOFomiA0HjF4oC+WFBtR8genCFMFBbk/WuHxrFLQK+dlkIB4ivjJQgARoOSTqOwa1V9GOgIbXXWt8uEi4Aq/LAT1aG76Y9REFDPkwiEC6HWDQugz2YfClKH6YHICA7DDgFIFdrr8YB0pVCFy86gdh+MIuU0docfbjoIUCJ0zSLHJoPOIBwDBsMLXWBqHz5xMggxG7cMTAhGxyXGgEmkzhISemKuA1nJOsZWbL8Hw/1jDUPGqH9ZYqYo0OcYx1TJZzcpwrIYRZx6wEFcBG77wyLWi6f+YoxSqhELj4Xh2ODFJJxEhhQRQFcPvAQLoKg/fDArUCNxiiApeRxtbAgjWITAJIouSkqDWm4lEoq2jgkkQqarl0Y1bHyxVsQAp/zAkKSxin/zJu0UHUMCaiCwV8YIFFUHjLJDS3h7wRvQ631j2NrYm8SWd9eO3ES9UH+uWJbwRWarjuSL2b8YAXUHHiYlA7LOd4IlV8CZZAOfsw4iCW3JEDRfFMQzJ5axwVjFgA7/ABgSUQXyZvuwQ6+sFusqj9MIFR2TZnPVIKcGKhXBFLcIlMXcVnOEiCZIaDziyI9g2+ctwDBen6YsFCrscWlQhjn385Mud4Vv7OBlQhJHOVFdp01395MysK9ecVJA1rHywwsg1A/jKxiA0onrLl4CoPtxrFq1BBiPb6zliIG7iQWEFUmH4o4he3CWWom3/dYeRzJqDwYJudb5YoMKINLo+PeFojbNgtuESC2qhmRAdVrYeMYpXFk2axmgo71gzYnIeHLY119GKKIoHJjuzzaE3zO8FCRGrv7weG9oiOv/AJitFXZIP9MqyIACvqZACIFYCdY6VgpoT7zeH9ilcM4CEvSe8NkEAgDlAxSgryYaqoZuI5VBUaUhv5POG5CI7Q5v94Y1LIMHd/Q7wh03AQPX94oWQSFQJhMDlBwCTWUkvLNLdfs4/cJhSQTLqfoJsHHhAjg1hwirs/GJSxQRIvrJKsFmjF8ais3ghpW107wySKCg/wDuNKEFN2nvBzN2Sv0wnGIKl5wiJoQIZr6BwoM7bwFw4JUspy+8MBC1deJiGCgNu3GarJN4SulIvLhUdRJzg9eIbPnBBR7OcefeGiSxhs+Zjs3wC+Lc21TH0wpiY7Nje8B8R8u5gaVXyOsG0NhtyEqG7T6v4wgBEjRt8mFleV3MQEZRfh5ywIJCafB84oEDd0gmVsh7QM7DLGJ8KdYsgtIjF8mDeZPt5+MKW2xnfTcMlijc19TEoHKbuGJTprDxP5y5kBTQP7wBC1qpR+OMCXRQdqd5fggToJg1DRRH8eMJpQRkfvDaJhrAfjHhIqYfjouGN9kNg/jG6AlSddBh8rIFXvWBgFgLcPpJ2Tga7KrKwX1Imw/xhrw1duE2oKsq+b38YpIgpvbzlgJg+WmLQLcSlwKpQER8+8EoAfXeSFAmrxjAoaE0OBTBrNOj4ZDKW8r/ANxd5MED2feHi9mIh/eMSVusTevjDSCdIL64mSSBUu1XjGWlKNv7CvnImTkETWr5mOxaqo8YBQk6eHHWBN0w0sUqHnBBahNDr+shpBWt56+cuT5BbHCxoIK0Hx/GGhLEUSq3AoDPs+GHAoqpeDfvDrdnSrNfpM2dpopnWsWqiLxSYVEITaNpid5QXrCxolh24AiBaOQuJ5WpsONOMYwF7QpgCDUKsJm0RRBiMUQ2CYr7wgc1G0fOcMvgfwywTeDDQqhyt+fjBp8pm9Yx4onjjNvk0a1rKwKYziuLl5DhvrETIUdRjVPcDxvjFh1VsqcB5wroLshB78Zupd+TAhQRZGZqAoH3jEKnnzjXIxlxO1lARvm4xwpW4NW44ptpadhxiCfazueMAeRQ26H1iMRVwexj5ERSinUw6cm7PJXGoKu2w4+s3G2LpWaKJtozTb95MigkFHZvrJqicop1esUENsGsOGAUiixJJ42ML8YlGUCNnGSQ0RoB3LknUJukeMdQGnQL1O/WFBeQRHeEp1QoR/usdYIMYmKhgOkDwTCnSuJXnhGBijb+WHeVC8brziYRDjbrjzi7Q0tsF8ecJggFxA+Lx9Y64BgqFdbPnF30wjQPnG4chhsPN95LAECwgYIRSEEF7/XNRnHXBjCEy8nLj4vEDNrizcsoUXhx6xkKpuE9es214CLW9/8AMNpJQGq+tGLUEkG1dD4mSFT7H7fwZGrQob1rnCBCKNNLreNCLGO0zm42CARgfWCqpsdNXDcajsesuSMD6OV6GVafWHUyLx8H4MlLKS3Xv4zVNuiR9/OLUkoIE8XAzTiyx3vrGQ8kyv8AvnLoHA2Ht9YMBAyJxhRALE0rm/AqA0cYNCEAdJikKDB0jhIigCCg4QRLfY8YS1QkNAfjNzGqQRM1wtFgI9GWig0xvB5jBsIy1okRJgT4ruPrJkb9bEnBloEVNXVw2zk0vLj1aChmDSEo67cFkRaT7zT1hU8u08Yi2QHpX7uJhIjbo+GKBH0HGrQRWdLvWIgaHnWXYEF4tHGStdJow3s8Y4cAoqmlTx8Y4Cu5EcHqGlIrHrENmAV2/wC5yVJAhuphNOU235xMJAo2Ix4o5PQcOBpEaBc/W8fqAiBy8ZETHKZs6xoqModLLtFAhw13kACDSgcX1jQe8vB7ecjUMNEv3hteemx/bDUAMID5/wC5coWqGQ/rGmKdBA3rECIZpo3v18YobucVS/p7yq8QdK9fvl7DmgKV+tYFWiqmuZqnnGzIpHgP5ycWU2O3v/uPaoSPC3eGlIUCj46xaE5LaeYYWYTCVGVCAxsTtcgMQjG/sxSGwFvyfONNqV06wmOj12ZJsJ6gc40MSUQSMk+8NivEkp5y9QHJHzkvGBBpNvrEBI1Mh8OW4qkwqdY1pBDyvPrCupCG1/nDFFaShMWUtqMavHnLyICg0fOagIptvGAgbi7MemVG01jm6ZTi/wBYG2WaNGmsM7aHY/p3hwMqgtBKvjFQXhoPX4MNiSTanxnhAIR0fnDRAVLoeTF4hGpE/XJEiBDZi7ABULmNFJhTG/M2rTGPI7Nr4yIJrdEuB2gLAdH94+aiQbbnGSE4+rm9B51Qf4y7RKawntkqcZajClBvtI/znA466IHeCJA0qyGEAoOpxTHEsNvdwqCnOHQTaqK1wePeOd1ugUHxgvA7A+Q/XNyuosi+J94EjWdxoH1txwR0DrjWERTNw6zdD0g5DyNc3jE6coVePeXXqEiXr+sTUAK0f7WRAGjU9w/OCPnWMhKlzVK7Q8IOCt3CUfr2Yzs+NB/JyYGSLN/LxmiKCdf7LMjBxbbieZ5ym9MA0VeXN5QjUAdfJkU0V5g/4xM6YqRX+8p+ECUHGAWQpYh/eFRMVmjw8bcLkpJeaH761kCk8/CfGKNhiBFM3aRUKAfPnHgomkE158YkgUULsZ96xaiRzRCP0/vgBFcBdNYNdBSiGnj/AJiQNfj36zS6hUHqP3xikRnQ9rcWGs9hpx8/OKqrOIX5xAJIIQ/z1moE1mArx94ZqYq0P+vrAEooGuLrFSJWtXIIuhlcJRKA2EXeNNgIDod8YeBsIht1i01aKgFv3PjFJMECvsw1ALouMYhhKaR13jAYy0w+PrFNa6ASnHkyxghD/gwnTSI74esG5wK91x0opebswt0UNPeC0QtOQrRheCVXCjz4feLNFKVi/wBsIFkVTQzn7yOFBBoHMwpLSVdJ6+MZswIuKt4URKrcx9e8qtvYWsdOM64Cqn8MZ3KOwHyY1AG75fp/WNmelE3gSBBB4veHVaFUi/x94gUFAp+3eBiQDbfUMKrQU8Hzju7BGOz85Zx6gn1MRzlQyA+81J+TzmjH4s1FYLjxAO6rXHIIBMcYaOjnHJBoouLgNILcoNN/TAkhu8KYc1zoodX8/rhq4kQED2T5yoUSaqK/HWFUnD37w4BNNA7xqkbE7YgWgTEy+TpHDWFKF9Gyk0X7/XDJlLngDZiUUUSqIHDlFURJIfzh4w5iAGOZina13szZk7Fn0OrgEABsbjiYfqRstHf45wOBQoS/BlmwRkje6ezjDSNAcYb+caCBqKidA5xE3FCiGCnoqOK4CTYEkc6uG0jXyQd8+OcXc9QNE7eJw5AUEAyj1/eHeQFGp3tujEaD8i0n6XzhOmgYQ+/eQQicjSaF845ArQCPWsVuK7KOP1uqANSesL7QFrDx/wBmM72qBDuT4xSiG0W/2GLIcpTS+vGHd+IUHx/zNQrQQYRf9vF1NCnBuFiAidPGfXOJg7UrymGgTZVTkc2FFnD5y+HetsDCS4EAAxk+vrGG7QutaPqeMn1MEqn124FGKO4HlMnEoC9Kf5wRVJK8PTvBwaDQ0zoPZniUoQHPwBjm1sLE2S/8xlzpAGman6Y4UaihxXA7pBvziANUJTI9G1cCzBEXFKL5f/MMSFUUWfHGPs5hG5axQCQ+/eGBEBkNu3ElWGsWH+uauCldXU/PGTEKG+UPROsAQ2lmh96TAWmVQ0OcUQWhwSSh5C+HHgxuQT/nBJYcjbxz8441AKy/55wG0DXAHj3khJUOnxbm+Xh3jyTjC4dSrqcFQRwjrGMow7JgRYJZwqp9v6Yqu95w4Juhp94e2KcH1hLYNDlZrC1dhwlXZrGwqQ/n85Lws0QRzTl6BDbse/WcAipI8Dj1h6w8iN6xehKF1sXJpQ6ob++SwIgNuNN72qWzWCyJUCrBmArvR5IOUzWvbbF7a/jJ0PMVBdbwEtfQE6vxjpnJHIf5yLDsyaf+5B84ben4waagoD0LvAMVRXHwd5SoXYMThq5ZKgJEPc8+ZjCVBMQ4ACkCDUU2XnKsXQJQ8+frCwgtWpw31kpRred5RxpDcOanjWJjA2Ffw/nEZCRa/gYbocRNLri6x10jaUkZ4949SFVKnPn3hwtGgQdd6Zk+3tpYg78rilCQCAOZO76xqiixpF15/jCFABVVGu8uwioxLC/7WPyNHdB4i94wMQElq+V3fjJFpFHV4ejKto4BHy5x4+GBh6mnhwlEIrMXuZGsuFJso12ROsZUTiYHzrjxgSkVmqjr84Pl0FA7Yvft9ZKbkeBPtw8ABGAeV6+cu3EMBZu+sJANwArOvnBXZ28EuzzloHQWK8PkYIDpJCng6XERkpbNLT84rkEFDy4jK3okw1jSyhPPz5xpZMWg3YPxvFgUFII/Y04r7wPBPnDTOJTnu8eNMqlEftz1jyERSAgG/nEEigMQgXLhX0dzAJLLGh/3eKygjGHsRxhlRI0nz1hgzBNyv8ZJGFwld/GIIDgSE9jYpgqsIED5wouQoL4YRhUKXRAOu8KpGjUnz3iyI6a8PrxlLkHQ31Os02utwvjveAxxLuvb+c0DjGa3jFQEodmGxdKQdzACgJC78cZXaiVGD5+sRhq6N8bvWLIFl01m6+enKKKPCCPlzSyS5W3eSANHbd7ylJEqLwYJnUN3bjBxo9vGXsUBamDvoNFAfjFOwInQO8u0FkbFJFPGakPMbaWlpkkmywC+rgUDDpcN+OsAtwqdtinvd+sNmZV8+QZR1pxJOU5tUNhGz5zebtG8fe+MoCAQ4g987xEU0d1bBlUAbJ4PaesFbCgNA9/DiB2zTY+g+NmT8ELaF4L1imRSQrfHX0xEVoKn6PLzhlLUaCDr1veKClK1E+Oa9YlN6B0Q0XCxpN6GuHj1iJJqxAoh/nBQg1pNA635ySZi0T8uHqOXNPbDgviPCYrk4gI6vJ65xAbVg6Bqh3XDvrA4p28NYtorPR6ODDjYVPObw+vSeXxgRBGka4HcJR4y6CeS7xyYAh2+DWPWigwGlNeMagBTWU8vozgX0gKjqdusk2gWROOSB95vjEKsLXfrNICQXgk46PFyQKMKs9e8JyaxAvHHlxTxQ0yh4XF2domvn6wU11bKL19+8EssA9NdT9cci74xm6NFOsrAptc6HCso1OyLZ+DFZmqlhZiNRYdheV4jiJjqNLdGphroShITxcgpajawvxhpTldgPri4gMjrkPp94xFZBsj+zg9IY1Q/7iwYCeX8vnBJXEAtfjGK3XZ1rGqdJd/QOsVQAUlTc7cbZAkkMOlgqBR5/OsXEQTpr34MVPxYvnRm5HQAb8/7xjh6KYWNfjGnIqm9ZsxIc9GFQwCNcJkAtt2OzAdQBIbdSOriBKkps/jjCNg2AKfePLhRconGmGRyiNag7bmyIE2CGAAUhjrBgoRic4iRQ9DeCLNg6u8QjcQDwmP5lCIA83nLLjaFavznFD9R/LGxksgs5Qcm7AhVKbw6FKDa741iHRvUt+N9/wDcTLQ3cOR/kcimyrUQ9fGsK02EUHxy7wLQgi4fOVysD2h/OFNmpCnZ7cfZEEE3w+8tUQo0S++fMyN5dUE8nq5BHQsL2uKk1bVg6kYfGQwRDAnc5TBIGdlnepw9TNX4IVVKkfw5sIV0B+S4v1h3FeeBMcGo8Enke+5g/KkahesCXgAUvfD+5lyuKgfu1hL7eLw5c8+ZizWNJfrzjsyoFhenrKOG05Am/eO0rV1DAtNkpoVJ1h4iiG/9vE9IvE5a+XPU0AMZw/OTZeyQCPLSYMBBMKb8HGRjgQaW8Jz81CX+MPI0CihPHXG8JgEe44fxlIDQgG6/jHCyAdxR5J2mMAVtICdVx8YzZlKh8YtwSg8kvDv5yODooDSrri4vw1AlLRRykLZvBTa1FyQRQLxUcYJIilRZh8eYE1UeqmMyuWaJr8zzhbJKjd6H8+8JSYQQnr3h6qI2HOuOdZMAZQKpt48+nDNYbtRX3nOYEOZ684umWaR/j3m6BC8anPj7wRJDMO2CAjgnU95SwnU1+s5kw4GzX8uERd1bN6J4cURAUuybnX6ZThT81NPGJkG6kDhU2YE1yZG+HwMB4XD47MaXAHjLIBF9Yh0uiSpmhit6U6D35wYOPUR54/TAzRM2jzF1mtVxc8zv/XGWdtCGb4prIQVAWLrx6w2DpgeuM0R22j3mqNVym/nDJ3REWhyANEd9YSoEia+GMZ0ZUVXWx4w6wTWgp3csMCJ0T9WUSAK020u9GNJDW1c3Ft6wAIgNorsx+OPoXtfWFREifDrkwUwaSKJeODGymrxDfHSecVUK/Plq4IdhGqkGWmBMg0QelBcPpj0weHJa9BuU1qYtOBqg+YDceXFPMeabmJbANIF84JDdNaL83CSkIE5z84cPLCoEf84mXFB/F494NMUyzm6eMFoIhuE4/wBcCNSlRfvzgu24TZv5HjDAxETd0dYygog1fD2enAL0JaA7iHeIJbYkob50wWhKJ0fB7zbOQSAnSnnBp8GoC38Mc2wxD9lbzl8woED7k1OccWDiEHoSS4UAuZobzgNEoQn/AJ94zkGEBLOMkf0CUuke8XzvnKvBwvzgDgSuhpqaS4ABJQgRIb184YzKFH8PHnAqM4XYrV8nGKOW00qfs5FtQrR3zdpPeMTUalqPXXw5cNyaC21+PGFFIUANxSA0KTpwT1tX5wwUBodeK931gFTACnwj73zhaAkImtfnNmjBhfgJlELBtC+XxihKGs+v77yM0nmx66TpzlJPwi+32uPUtIgOGpziy9fQXpjmKuo183nBB1S5J/Rnafh2D3twBMkILrvXOKjGyAgOu4YuOoKD+DG9yR+L+z4wM5wUm/rjudRgP1x6UjZoPXjGJtubwxBEODhxItAepLlMZP2+sAGgKJWfOCRhASsUsPGMtCjBRug84byGWVvkBkrTUL0NPOVtJkXAmzpwlyOxDhcsigG+zCwQip7x2QUu9JlY8V4TFNmbNtvTH0YRZSOPGTpyIk31cSCiDVj4b+M47AbhDx8+sVFCVmrmbO82QDawGvBowVgKp8Hd5wrHRuR2RP0wtJsy79T86wAIJWnxPvAgHR7HADGjGr4ffOOTgnZQjfOsSAC3S+H9YRsLaXJYDr7wCBaEbM8HBkfBM9HjesW32IYnGu2YscQiWLwG9PK/WNGNHArVOhxQuLRXLyutZNeSjQdeMu0Kgr6/9y6AhAoj4NfThJ0QkI7WJx944FKhEBp+PnAAQFoFTVOZgbLQJPRcjpSnUB4J5zRU3gAM/wDmOuRQ9ede3BAMolm9Fvdw0GagqiO29njHgSGm9l6x/FWny5t7PGGykDgwuH3WiiomsPIlOGPsncxXsk34nZ4uJOsK0ukcYaS1BNdcTeMWiGUfr49YoQ+zGRPQOKhcgYh6eTEcKC4XmefpxV3EEMJiwQkE67TJQACjV4r694VBsbDg40d5ZZsbeZhM9TnzkidOP0s0ijWRk9dqfRrB8jSGSsODnApKRcBb5cOkmdkevjDppB5C9/WaaZuPAP78ZXCB9oS/7eJFGouw/wAY2TCwa/imDEAFVK54y4X0KD0vfWO5OojX3l4FMLZXxjVNp2D0TrJJVGofR/ODTCgEhhUC+E4c0bGA818YtrpbPWOhndXHqEBG9bxyVgsA/GPBAh8D/GVS5yIE0us6sauBLNfvkmJAEUJ5/bEhMB01O6Y0zFW6aNmTafgDWFGKTYb3g8Eob0zEY0HIKKfrh/pAovJx+uA4d1cl3EuVIK9Glu9YJqVqVX9OBaE7FD5s54wu8KNt5b51gCAtO5/Jz/GTGVwkr8mR7gNi04fJhnhRR65DAFpXk1PDgXABsCrmPT8YJJVYtumu2ZqCms5nrGJmCur3OTr1ioQCI656mHtmK+cC8veMzY8EasQ84RNiRgicD1lYOKu3Ls+uMpXtREnrxv8ATNkPVoLfTvIqBVpNTj4ub4OjSLfG3OK1fAlV+3vDEdCKg5WcY7tBrt6Vaw+sTojhVh8z+Meh0QJ637wdZwlUU5+fWAUnRQaf7vBhUin0X8YNoYhCAUONHebcQQGi5+XAlKo0L/8AccU4agl+5rDAJoANvOqmA49gBncfWHkZCpT1j4QW0MhwvYXGmzfKh54WzvN36SErx4nxh7IIJBTsHxi0Y1PInkwU4JxDzZcfDjJXAunfm/vmvGWy148685tZIogPlNpkmW4IHfifWaC9AmPLvFTweRB4MnSUcaFXhrrEyCIZKkJMFO8bFIrj5E8zsy0HLoiJo7/GK9BhCJeRdN6cDsxWjt0iW/eDIsDNq3R5/GAQmaOoXf1rPIlxqfN4wCFoXd7Z59YiRhDao8N2ZpKETojwveMgSGNowUJGu4Hn5y9DArE+/vEmjOUNdrDEPbzgJyPvIlD+AheMYFZUb9MVOEOHAg1VK7N38Yk/AXy4zjyo4ZiXYuBrkLFs4ny+ctsNF0B4rNfWTyCjUnz5wL4kVhPEuEO6bBvsfG8dlVqlXXOLecujhjp4L+cJRaFZ7xiRJw8ZTEldOj4/7itkAqvf94LE0OUv+McCdO2C/wCcHAPaVGYnDCfDkfjFsQnB1dYtNgGnGw+eMnmVZozna8Jk+UScJ79vxkDTmkKZ34yQkm1VJpDvAZitajZz79Z3RtBT0XlPjG469CFcxeXCNA0ngG/OQebVHR5Xz6yiCXstL6qYAYg03CcG/wAuSghVAID/ABhMY7oL/wCZoZ3QuvHlyEcyCiOd9TIgISXvwnQya1SIUJfe6OWIMQAV+t6XvJimIG3/AF5tyOVDICeTme8dAYaFXvBcLD8CN+PW8oMEkgf+O8CQwq3Ho/zhrOXLQffzMcNzAIXl8+spGtnQmagiOS+Hm+8lFHwUOh+suL7mpXwvjCJpSq5B43yTjOCKhhq9r09TF4u/TE/Y/bLM7hC7OK663MZK0L9B8fOFgGgwh3xH+MYCWLUHC8ZM4AAF7b/XLwhiUD5Y4CAtlCF9/lxkRKSFvP1kxMCFR49zThJMBol728eMLGOsKro+Jh3kCCdzLdFdWLg0FgbB3gZswAQqew45DUUiRflScBltTHt1xXh9YoQhQ4PuPGa8aBgGmr5whAVrFXiznAYQkCgE/wBrFtF4RC+bjPlqCrvWGkgiCX5wQFQBKeXoywVhLAf5+MG0MHpC+TeTUFFAv5/TB7ISWvrnCfUe4HYcZOPLFV57ygEAAacOn04nOI65Pkx1ACqxdmj8Z1YT2BecfJTNhHWCca67eT85aUbpNf1khyhQefLrEolB56N8eOMFSCgCGtd4cVHo8MPyQIoXlvqZwpnptcq+XIrgnhj0ocM4xyPKLh6Sjgtd/nWOjlJX64h1gikO0vXMwpkJi2Xg+cSlYYt8cYfopZR+8a0bEm1aaOus0kkoBfBPXOJWx4XS+vXvB1BUEj+8dTWgIJ/9w96KnNxm/rEY1CL5TGFSqY9w4mJJkRpN3x1jAcK2iJ9GVURLLx86ubYGhUPF+PHvLE/YCefvCbVWGhPBp+88NFVIB4x2FCqAGj6uJRffRfneLcRiJFpz/G8a5dO7y225LnR5OSddv5yiJMsga1u4Jcthoffy4dHeUNFkv4yKZCm4vnffnDkeEIWSekMdfgQbeOffsx6ClkhvxiRhieRu/GXobQWROPnFjm0FA3E4w9YkkPmp44+MWIoBqHfZ/GKyGnKIfqxAK5EANCTruuHHDaIfnGfF1OAa15T3hLduldhx5D1iFFkiFOfyd4xUgNRMXaHQijs/TApuDcA6+3CF7AivzTkzUAlYoR5nUymIhqDV0aPOAxpNnOsDoCBO3zhgdQDr3gnBoDy4FFwZ9A1QTf2mQ4RLlDnfl247bvOQPnrXGELQGb8nv5cZQikIRf8AesoEgyVrgvnKolU2B5H85RkUIzs88YdEka4DfnETkmlUGO5rZsPtOKfGJBGmb6R/jFBkUDX79+8DmyO8/bCVQBQE/XNISiwTwfpMCjQQmhm91x0ZQdQF8+8o6QEqXOvLiQATRok8F3dYQB2HIXnyMdnIU1t6esLc1BIC7wHqBOFNcfjAo/wA70PjGRaFqA+k1U84xPgyb39d4UJEiusmm8POPF84Q4VdB5xSlW68ZdBOHCQCgRhP+Yc6zkATjoOXfk+Z594DOE1AB+Pzgbl1tD104BDMCNQvSLgw+ZNPauHZyRbdmbq8dbvy5Ng2tVX7TCpdAmx8fjJVhHYp1xj47EcIQ+5smA21gTQ4nrICkgh0vBXR8YRQpFQBsh03CWxKdAJ/nEeFAFI/3j9mkMLo84FRQRCXzcfBHdBEd+P3zfKWHdLbdcd5VoeUCzcZ+3WBfKABEees1zSRRznBolSdj/jObaY7OHnWBCOwQhxdzfnWXu8IrI8eM16UAaTziA6DyM94tWUoNjP5xJkANf8AxhpUAO0uK94Y1QsK9/xi9rtt0DfX5zT2hsk3y9MAggrZ7i4ck90oPHWsCuhCfZo71hJEGhcXbx8OGjKgTXv1dY9E2YE+8cfCgkTv/wC4aEbTY3B5HEcnYMauXwAEgnFvH6Y3nyIqP0H6Y1XcoDBo6ymSg06WuChSNZ53y48GCgDQ/u5P2ABkdfGc8SyIkxh5UErN16/GEQmJMPa8gfvhhWSQpu3rnjLMEBWp5d97H85vc4rqv642Jq4LOMGVPQYa/W4bayKRu/x5xKwhE0vffnAOySsjjusEWj6tmXhlRSQfm/pjdDAIOW1isEgAFHp/jEgInkdeONYYgVEpGP395QHvDM6J384xWQ7M7y9SAHP0PGbglgO49TJKqg2aoR4R4cRj9EF0u00OLqXAZ8po/nHiMi8qK9/3kIi0JQ7/AF9Y4GXKKF1veGw/MkQYFRwmxvg9mBhCCSfznpVgj/yRLwuESohziagveOR5ns8sKsqa7oXiHGcDpBVXjeRUlvEfg4cmhIRINdnlxUG5ShpzklAvKHfsx08NFE463xjGgD2C+96zY4woA+t8YxEjabGBZ9YXhBFeDffjWB2Sg7tDybxYR1kg/Ux08PKr7hxH8YbEcsAfY8YqFpPOhuPp3hQVoYG18D0TBHRmlKeV/vC4LARB9i9YIjt1A+n+McnHVMgnDit2pyHz4xeOdR7KeTLlhEjYjImUGLioPk6mCMh0Grbx528Y1ageTvWOyA3XpteMPFIBt08s8e8CTpqF8Xh1h9pCTF8XzMk8hAEHOnZjRWdCEf5JiowDTT4PzPGWKsBLOj+sCyuhRa7+zDyQVC0/5jhegF2fyb8YM7qQ0nj1vAfJBKif8wDExHVaPx84OFmgLt4ZgAFhNufgfePGMLsGKpCQCRdtv6YHxEts/bLYOgDQmvXkxu2Ai2+14TxnHQxQCf0yl+LZQH594rq1A3vfPYYKXjbQ+R4+MBFWIQnkeHeVE4HSOQ+plmQAoATx84+g0cefPxjtoEp0nV4uQ9QEtGia7wxUFr3V2+PGK0rll2681w9cFKp83kwiIVR7XCY7IyxesehUDYA8+MThGonRnrDKLTr/AOPiYUXslSr3OscWVeS//WVu1Au35v8AusT7Wm8T14x0ZS1tH+nEJIQjBOt4EKAqgjx4xLLgBCwWl3+cGVnhXpcc+8UADaJLd2fUwzRa2M3dM5yCZUAprrBIiFAU6ciuYRiHfJHwYFUxAQDGZc75DpyxtN7I3AmhvI3aY2thuezDzRdp1f7xG8wiuppy62odQe8cLFBah+mAUjitu7vBHCX34Vnfzm7gqhokPV1jIlkXra9fH5xm9pEHTm9nzikD2cl88qb2ZexRGFHhvSXFgAdnD/3Bo1oDML5zmHDg5pHxTj8ZpNJQ3ua/rLERaR2vjk6w0Qqlbyi/s48oSCj+wb4wk1jkDbQ+HWbMQlwTZ+mEKny4q07OMsF7cEHrxmoIFBrtWZIoFC2V1x+mEwMv7mcY/v0RD2J4cGJDlUHc9ZvQ5NwGvyB76wWtw8Tj8fOS4ehRA0lYoi1mW6acHSKVg7feASgghEH6j+cKDXRNn06mGgBKytprUXBrMQChO3FeaTVJxOzDAwok+VznHPIUfeYwZg0oHlf+ZE21ANHRynGc+TjsPGHnJnus2GuX5w1/ZfEOzyySTWMA61isqUDAPsJz94oKBAdH92CBXAJBefnGvVKxSronL69ZGBt9EA/TARSgoKCS7/nEItMoAM9+TDk1waQnF194x7oolB79OEuyFHkgWHh3jFOi1GO705a60lZb2vf1jOPKNTj6x7bOwAih0Cpt/GEgxoM+Kd5OiBEoPSbPjBcUQUU+8EyATDHnXnD4kSrQ8PscVpH5SOLacUUrytxtCkhLDTj5xlSJI0ljs7yZG45fLpx7w1wEINfyZIITE+nR1HyZvhBSaZONc4RdfARRzp3gFe4BYH7zE6Z6tp72ePeCBJNoymkJiUMpWON+d4oAVsl0rrzMuU6IHHXPOGBfuyj/ACZqhASyjz+2sLSQUE/LEI5ofIPP6YJmEgesMMy0aBgfMwPQtV5n7xQlA+Cf8bw0gNFvJ5xAj5rB5C47oRorNcSZcuNCgvLXPUMVrWB2Dr2bwxQ5IaHl+g1jJerQMTWSAYaGlI3wfDikSMD6EGr/AFgzDwVaLyGqRdesdiklOpnEyX2o8EOHG4J8gTWJKi4Ay4kd168ZtkXIBpjy3vJkVgivY08YFjutCqvfH3gKviAKDRw+8sySOwOw5TzjyyN7Q/5j1SQttf8AeMWhqKk+N+e8mjkKW96+cXXqRSBPn3hYEYcwn6XvHRlmPLovB84uVUOCtXfr5MVNcA0fD3xikADBk528feLM2iqAfTjvqCKp1qFcm2xCCPY88VXF0r6fpvEsj1ZDXTmOMVHoEQe/ObSdA1VYfnC0c6DKd65+cMBYAiNb+tYnr9GsdPr3koroHh7cVUECNJPOW+o2Nb/G8YKyDadP1MKEG6Hw66ebko0Ks+nXrFkEhIOLHs7zaFpKpT9jFxfiDZ2f1hNCD1CbvlMUyZhNhcrQmrt0uu8EzINy8dnGKnA3oQx2FVdmvfwmtYMAlKLOD9XBZeE1gePWsCKVUCl8vbMNQIimNf8AMZg+iospF9azVcJh664/EcC0ceHd656XVxCN/wBIb1fFw+F1Fdf+5wAZIVsb4/rAD3BVRt+M6c+G/wB6d5pR0IW7x5OEaPDCsPP/AMz3QSm3npxOH7UAT7HH5MDhOu084qgQSi9jXiYRSK9EfzrjDJjRQC/e4NNSAJptL+mKEOIwhwL1hwwCqHsffxhFNAsWfzlabgRIE/3GGgiWmtX9ceheBJaevPH5yejKQEOfY7whoFlPgTT94VKRDFRQffryYJFGmxaWr51muiCx6DlxMpFMbuib1xvGmp0Abv8AODqoabj77fgw+Zch0cjdpiOqgAiCfWBXkqVhBHvjeImuchHs/J4wkXDYCLd//MEWlAsW8P53nOqiYrcbAbkycawjqqtj5O80s9A6ZA/bnAwygEBPW8Rb5bgVBj1vGBWNAeXI7fjCS6K06feUhkRiMGqH1gAL6IXR5wjKUCqj7/vDnYHNiKz6YKuAq6q9H+/XDciaSCPytxFDjjHCeDnjDxmUSvatYHESm5G/wXJUBYRA+cNzENul99dYwAwElZ9L8YEPIhJfP/3FsQkNdf7w6oxI0qmCQFUJs5LDUnjDsGqImdVzs5MKiDYXQPzvfeO3iEjZ6rhKQqkA3p4314zhEoNHAv1gzJBCKH6viXLmSI5DxhmTtMjp3frOdHGANvP43g4hAT2Lz3xmnSqEjvWNdsrYF2PeOgoIGh1ceoIItnv4wrQKHPLuO/w4mQtiIuwXKvSltH4b2ZTeNI/J05WViy6/cxIHGoQDX3vDFAV4CeP+4gFUGdz24BuuIlB2A9+8UVQUK+VvjAiHKuR86dfOLpXFKh/3WaWTC/S/MMu6KAMG4DSooir0r/OWydJ4m18OEhjctDz73iLTELPtPjN1JAbWGlwhoFPZXljeGymMCQ5I7+cJTBVASRPD6x6ORGxBD98LdYAdWePGKM4K13V4xkQtEs79YYC2KB6va4czojyz094+BYSHcj7e3G6wRexDfzjkhrzHfBiykHZo64nvGpMAtQPnDZao/rHrATsWqh1p4/XWINHlUbpsfBlmAKIP0GCmhCSvWcYzEiCcz4xhuoNDt11h6gNGBWFoCu4zXU6wt7QGwlO+Nc4UQysnUprvAkZBAh8ReZM4UnckC66bkradA8TV04hQwUS964mSqiCbvi6j8ZVIwIdHb5W95pp3YO3Lw4byNCm/fvxk3Yg7BL6G+JgJA7qcGx84OWAo0AvvWFm4D3L6XjLAiDaK6789XHosY7tGa1vnDKshKB68HrDSoBrFPT1g7IJFKPCbwwYCIoDr6sMeySnEdu/jpxaKpCpXsfePjlFoT19Y0LY4CdQfGUAxUUInJ/OdFQKt+jy9mSoiUUJGueu8SBAAFVz/ABhIshHFDG9BCndd7rW8MmchD8esq0iBRWaSaHHMCaqK3x4xwW3RuL+/nEUKQhBp3iQagIEZ7w0UFFo1z8JzmsQYKK6mXETPI9/OCkJLVU/a/GGEpai7HOMhZAXay61j6I1YFzfZchapIz6T5ygjEsLz/rkdyEXnQ7weGVO4+F5wRdCBVmp4P5woHUMdBz7yuKFIphwl1QVc6G8OcwbkD/HTgqZqkkPb+sVGWR2HG8ADEoS8h+WO1Nh2vQ4r4Adpi4T3Uhwnl7uMACIXXq5YVURo5dYgpCtRNn4/TJuewbRZ8usrChUxXp8YTsSJyAGj4+cL6I0UHydYhHJK09zy1l8b+AwDqCSztmmcI+TD3CzlSQ+8SVLRdj/WRkV2hWKDxctsqSO/n+zIbZaMJT1jcbpkhkNx+8EHakHR2Anb25T8CKxAvK/1jZlAO+lvM9YAiJDgBdz+8MAEkex+AMsxcCSvmuvrGGHS7uu794e8gzW0h5T1he0LyFvy85HDSiPZ9c4oFa6A/wB84jBr0MINYwRA2ST93DBoU8NN46pOicB2zuZY8Q46+3EqcEJsJgxC12xOBO+M3I0EJeOzx94rmQ0OE70yTmNLAP6Y+BUEGs7t6wtYsipt/TI8lAKI0O5qe8G7EgTS7fk/tgkhQQ5bAne8Tw1FkF7HD8YIFBsF8cmOkQHkNbP3yHkbP5O/+5HTW1I58pfOR7OmQ+/+4+igqwF2eTnOz5Sb+fpMCjOyIjfya5PWmkF3J/DD5NQmD+Hr1jLoUNVGjx4zcOgCFKphqUBCV6L7xAhRmiHt36yQFwbh+dbwzABUBf8AvOAZXKgIX8zGpoQ7Q+M70AQMsr9d4VCQFBb5vmPnB6tAL/HH3h476VmlqePjHncxmhs3xrDB6UxM/wBrJQhgVO0/XBJkoXgvXxhpNFAgnx1MuhiqA2mKoayS7PXfOBDBaTyvOCoRQAojMTFUF4SYy1IA0h+rrBBlCUjs9YK64EBV6xYL8xu+sTEFW6BeMMAIUdj/AOYKFTp5P3idVQEh8B/OHZVQgg9YQaIjn+/5wVYqGr+bDKc4tOTXnIUVoAS+zm4TJwk5niZtPLswH85tACBYvPPWTIQb0A9G994cCpVWI8t1jK2LpTrzMOMZAjb/AA95WghzAjq4aSrV1v3hmgNCD44cYNPgGj5/IYYBYtKD+e/4zcUBjVi6DizBNC1KGcnTCDEQnQ24th1CR8c6xAgNINvV7+HF6bThSrtO/jGDa2jS6DxhkgjVFfj+8EmICIekfGLpaDUh8d4YtMHw8ad4uEwKCnXxgIFE36bbxqgBpR4v3irgDd0gHe/0y5QTUov+MQnBekOrgHW2jCI+MDhfsSxzzwOu8YihoBN+e8vt8Io36ro8uHaI8DBr4fOHjXSIdn+ucfcka0/64ckyN1dNLx+ce6ElHjy8YuTEEpN6OsBB/NBRNc8ayJLApcU3/OIIQAXl2c8/GC0RwUHTDv7c5IuNUFvLwYUDxUVL59ZZO4C62ZYfVzeLokQHw+0/OFArDSTx+cOQVpKHn8ZweQbq5leJ4xpCWmo8TWo4Tzgw23k+Mo8JZKHocPeFwAU0k5fG/wB8cGg8Ct7p5cHVCkWrt+2WRSUCM9px940y5ugd840JAi72OLiNdRebdauNihtgD+K+sbwmlaO/bjBTsInV3t9YeLakojejDGrUcPRrNdtBYLz2zFFLUliep5w1ZoDRfnByFhE1EZ0Uy/05BkbjwYLVQWhkesnnzhDAYygRix1GI4w7xw1CTIP2cIgg2mIjzlJGEvgO725uKw9fze8UdlWL8byd4QUJSldddkxgTaxiOunNIEEvA/195FGSAoeZjRypUCejv4x1Bfos8vHHWG6Ww0rpwqrhUAH6bx6GoAmuSZ0BHm8iw+sSauUWFnfxiEwUiA9vzhtSJRtPnHsmjRVmjAoxB7rv2PjBZxtUob1f4wK6wrZP3+8FHXgzAz/R6M/WP/Ff1vP037j/AMP/AGPef5Xgzl8f8/8AlH/X4M/zvGc3yz90/dn+t6/8pzfD+P8AwLjx+vfsZ/oeM/WP2z9nP+14M/Ts/T/2Z+v/ALs/zfJ/4J/teHP2P/u8/wA3vD/R5c4Pnji/zrP0H9uf7Pef4Xgz/O8s/Wn85+g/xn+v0z/c85/g+M4n+OM/Wf2M/wAXy5+4z9afvnF8f5/8n+p5+q45v8c5+nZ/le8/W/3zj/3rOfz/AMZ+t/z/AO1h/v8AecP3+znH8f3c/SGc/j/fHJ/zfP8A5H9//Ofp+fq/7/8Aicf+cmOL/K85+nfvj/s85+uZ+gZ+u/lnD8/5/wDJv3f7Zz/33n//2Q==" diff --git a/test/e2e/data/iris_input_v2_all_binary.json b/test/e2e/data/iris_input_v2_all_binary.json new file mode 100644 index 0000000000..8c1208ce43 --- /dev/null +++ b/test/e2e/data/iris_input_v2_all_binary.json @@ -0,0 +1,16 @@ +{ + "inputs": [ + { + "name": "input-0", + "shape": [ 2, 4], + "datatype": "FP32", + "data": [ + [ 6.8, 2.8, 4.8, 1.4], + [ 6.0, 3.4, 4.5, 1.6] + ] + } + ], + "parameters": { + "binary_data_output": true + } +} diff --git a/test/e2e/data/iris_input_v2_binary.json b/test/e2e/data/iris_input_v2_binary.json new file mode 100644 index 0000000000..a9455186b9 --- /dev/null +++ b/test/e2e/data/iris_input_v2_binary.json @@ -0,0 +1,21 @@ +{ + "inputs": [ + { + "name": "input-0", + "shape": [2, 4], + "datatype": "FP32", + "data": [ + [6.8, 2.8, 4.8, 1.4], + [6.0, 3.4, 4.5, 1.6] + ] + } + ], + "outputs": [ + { + "name": "output-0", + "parameters": { + "binary_data": true + } + } + ] +} diff --git a/test/e2e/data/text_embedding_input_v2.json b/test/e2e/data/text_embedding_input_v2.json new file mode 100644 index 0000000000..18160cf4b5 --- /dev/null +++ b/test/e2e/data/text_embedding_input_v2.json @@ -0,0 +1,10 @@ +{ + "inputs": [ + { + "name": "input-0", + "datatype": "BYTES", + "shape": [], + "data": ["This is an example sentence."] + } + ] +} diff --git a/test/e2e/explainer/test_art_explainer.py b/test/e2e/explainer/test_art_explainer.py index 53a492917e..c9ed1bae6d 100644 --- a/test/e2e/explainer/test_art_explainer.py +++ b/test/e2e/explainer/test_art_explainer.py @@ -28,7 +28,7 @@ from kubernetes.client import V1ResourceRequirements import pytest -from ..common.utils import predict +from ..common.utils import predict_isvc from ..common.utils import explain_art from ..common.utils import KSERVE_TEST_NAMESPACE @@ -36,7 +36,8 @@ @pytest.mark.explainer -def test_tabular_explainer(): +@pytest.mark.asyncio(scope="session") +async def test_tabular_explainer(rest_v1_client): service_name = "art-explainer" isvc = V1beta1InferenceService( api_version=constants.KSERVE_V1BETA1, @@ -60,8 +61,8 @@ def test_tabular_explainer(): type="SquareAttack", name="explainer", resources=V1ResourceRequirements( - requests={"cpu": "10m", "memory": "128Mi"}, - limits={"cpu": "100m", "memory": "256Mi"}, + requests={"cpu": "10m", "memory": "256Mi"}, + limits={"cpu": "100m", "memory": "512Mi"}, ), config={"nb_classes": "10"}, ), @@ -92,9 +93,13 @@ def test_tabular_explainer(): logging.info(pod) raise e - res = predict(service_name, "./data/mnist_input_bw_flat.json") + res = await predict_isvc( + rest_v1_client, service_name, "./data/mnist_input_bw_flat.json" + ) assert res["predictions"] == [3] - adv_prediction = explain_art(service_name, "./data/mnist_input_bw.json") + adv_prediction = await explain_art( + rest_v1_client, service_name, "./data/mnist_input_bw.json" + ) assert adv_prediction != 3 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/graph/test_inference_graph.py b/test/e2e/graph/test_inference_graph.py index e3fff01f0d..5a39a07551 100644 --- a/test/e2e/graph/test_inference_graph.py +++ b/test/e2e/graph/test_inference_graph.py @@ -1,4 +1,3 @@ -import logging import os import uuid @@ -18,10 +17,11 @@ V1alpha1InferenceStep, V1beta1XGBoostSpec, ) +from kserve.logging import trace_logger as logger from kubernetes import client, config from kubernetes.client import V1Container from kubernetes.client import V1ResourceRequirements -from requests.exceptions import HTTPError +from httpx import HTTPStatusError from ..common.utils import KSERVE_TEST_NAMESPACE, predict_ig @@ -32,13 +32,15 @@ @pytest.mark.graph @pytest.mark.kourier -def test_inference_graph(): - logging.info("Starting test test_inference_graph") - sklearn_name = "isvc-sklearn-graph" +@pytest.mark.asyncio(scope="session") +async def test_inference_graph(rest_v1_client): + logger.info("Starting test test_inference_graph") + sklearn_name_1 = "isvc-sklearn-graph-1" + sklearn_name_2 = "isvc-sklearn-graph-2" xgb_name = "isvc-xgboost-graph" graph_name = "model-chainer" - sklearn_predictor = V1beta1PredictorSpec( + sklearn_predictor_1 = V1beta1PredictorSpec( min_replicas=1, sklearn=V1beta1SKLearnSpec( storage_uri="gs://kfserving-examples/models/sklearn/1.0/model", @@ -46,15 +48,35 @@ def test_inference_graph(): requests={"cpu": "50m", "memory": "128Mi"}, limits={"cpu": "100m", "memory": "256Mi"}, ), + args=["--model_name=sklearn"], ), ) - sklearn_isvc = V1beta1InferenceService( + sklearn_predictor_2 = V1beta1PredictorSpec( + min_replicas=1, + sklearn=V1beta1SKLearnSpec( + storage_uri="gs://kfserving-examples/models/sklearn/1.0/model", + resources=V1ResourceRequirements( + requests={"cpu": "50m", "memory": "128Mi"}, + limits={"cpu": "100m", "memory": "256Mi"}, + ), + args=["--model_name", "iris"], + ), + ) + sklearn_isvc_1 = V1beta1InferenceService( api_version=constants.KSERVE_V1BETA1, kind=constants.KSERVE_KIND, metadata=client.V1ObjectMeta( - name=sklearn_name, namespace=KSERVE_TEST_NAMESPACE + name=sklearn_name_1, namespace=KSERVE_TEST_NAMESPACE ), - spec=V1beta1InferenceServiceSpec(predictor=sklearn_predictor), + spec=V1beta1InferenceServiceSpec(predictor=sklearn_predictor_1), + ) + sklearn_isvc_2 = V1beta1InferenceService( + api_version=constants.KSERVE_V1BETA1, + kind=constants.KSERVE_KIND, + metadata=client.V1ObjectMeta( + name=sklearn_name_2, namespace=KSERVE_TEST_NAMESPACE + ), + spec=V1beta1InferenceServiceSpec(predictor=sklearn_predictor_2), ) xgb_predictor = V1beta1PredictorSpec( @@ -79,11 +101,18 @@ def test_inference_graph(): router_type="Sequence", steps=[ V1alpha1InferenceStep( - service_name=sklearn_name, + service_name=sklearn_name_1, + dependency="Hard", ), V1alpha1InferenceStep( service_name=xgb_name, data="$request", + dependency="Hard", + ), + V1alpha1InferenceStep( + service_name=sklearn_name_2, + data="$request", + dependency="Hard", ), ], ) @@ -101,23 +130,27 @@ def test_inference_graph(): kserve_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config") ) - kserve_client.create(sklearn_isvc) + kserve_client.create(sklearn_isvc_1) kserve_client.create(xgb_isvc) - kserve_client.create_inference_graph(ig) - - kserve_client.wait_isvc_ready(sklearn_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.create(sklearn_isvc_2) + kserve_client.wait_isvc_ready(sklearn_name_1, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(xgb_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_isvc_ready(sklearn_name_2, namespace=KSERVE_TEST_NAMESPACE) + + kserve_client.create_inference_graph(ig) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict_ig( + res = await predict_ig( + rest_v1_client, graph_name, os.path.join(IG_TEST_RESOURCES_BASE_LOCATION, "iris_input.json"), ) assert res["predictions"] == [1, 1] kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) - kserve_client.delete(sklearn_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(sklearn_name_1, KSERVE_TEST_NAMESPACE) kserve_client.delete(xgb_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(sklearn_name_2, KSERVE_TEST_NAMESPACE) def create_ig_using_custom_object_api(resource_body): @@ -165,8 +198,8 @@ def construct_isvc_to_submit(service_name, image, model_name): def setup_isvcs_for_test(suffix): - logging.info(f"SUCCESS_ISVC_IMAGE is {SUCCESS_ISVC_IMAGE}") - logging.info(f"ERROR_ISVC_IMAGE is {ERROR_ISVC_IMAGE}") + logger.info(f"SUCCESS_ISVC_IMAGE is {SUCCESS_ISVC_IMAGE}") + logger.info(f"ERROR_ISVC_IMAGE is {ERROR_ISVC_IMAGE}") # construct_isvc_to_submit model_name = success_isvc_name = ("-").join(["success-200-isvc", suffix]) @@ -185,7 +218,8 @@ def setup_isvcs_for_test(suffix): @pytest.mark.graph @pytest.mark.kourier -def test_ig_scenario1(): +@pytest.mark.asyncio(scope="session") +async def test_ig_scenario1(rest_v1_client): """ Scenario: Sequence graph with 2 steps that are both soft dependencies. success_isvc(soft) -> error_isvc (soft) @@ -196,13 +230,13 @@ def test_ig_scenario1(): :return: """ - logging.info("Starting test test_ig_scenario1") + logger.info("Starting test test_ig_scenario1") suffix = str(uuid.uuid4())[1:6] success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( suffix ) - logging.info(f"success_isvc_name is {success_isvc_name}") - logging.info(f"error_isvc_name is {error_isvc_name}") + logger.info(f"success_isvc_name is {success_isvc_name}") + logger.info(f"error_isvc_name is {error_isvc_name}") # Create graph graph_name = "-".join(["sequence-graph", suffix]) @@ -236,14 +270,15 @@ def test_ig_scenario1(): ) kserve_client.create(success_isvc) kserve_client.create(error_isvc) - kserve_client.create_inference_graph(ig) - kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + + kserve_client.create_inference_graph(ig) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) - with pytest.raises(HTTPError) as exc_info: - predict_ig( + with pytest.raises(HTTPStatusError) as exc_info: + await predict_ig( + rest_v1_client, graph_name, os.path.join( IG_TEST_RESOURCES_BASE_LOCATION, "custom_predictor_input.json" @@ -260,7 +295,8 @@ def test_ig_scenario1(): @pytest.mark.graph @pytest.mark.kourier -def test_ig_scenario2(): +@pytest.mark.asyncio(scope="session") +async def test_ig_scenario2(rest_v1_client): """ Scenario: Sequence graph with 2 steps that are both soft dependencies. error_isvc (soft) -> success_isvc(soft) @@ -269,13 +305,13 @@ def test_ig_scenario2(): :return: """ - logging.info("Starting test test_ig_scenario2") + logger.info("Starting test test_ig_scenario2") suffix = str(uuid.uuid4())[1:6] success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( suffix ) - logging.info(f"success_isvc_name is {success_isvc_name}") - logging.info(f"error_isvc_name is {error_isvc_name}") + logger.info(f"success_isvc_name is {success_isvc_name}") + logger.info(f"error_isvc_name is {error_isvc_name}") # Create graph graph_name = "-".join(["sequence-graph", suffix]) @@ -309,18 +345,18 @@ def test_ig_scenario2(): ) kserve_client.create(success_isvc) kserve_client.create(error_isvc) - kserve_client.create_inference_graph(ig) - kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + + kserve_client.create_inference_graph(ig) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) - response = predict_ig( + response = await predict_ig( + rest_v1_client, graph_name, os.path.join(IG_TEST_RESOURCES_BASE_LOCATION, "custom_predictor_input.json"), ) - - assert response == {"message": "SUCCESS"} + assert response == {"predictions": [{"message": "SUCCESS"}]} kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) kserve_client.delete(success_isvc_name, KSERVE_TEST_NAMESPACE) @@ -329,20 +365,21 @@ def test_ig_scenario2(): @pytest.mark.graph @pytest.mark.kourier -def test_ig_scenario3(): +@pytest.mark.asyncio(scope="session") +async def test_ig_scenario3(rest_v1_client): """ Scenario: Sequence graph with 2 steps - first is hard (and returns non-200) and second is soft dependency. error_isvc(hard) -> success_isvc (soft) Expectation: IG will return response of error_isvc and predict_ig will raise exception """ - logging.info("Starting test test_ig_scenario3") + logger.info("Starting test test_ig_scenario3") suffix = str(uuid.uuid4())[1:6] success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( suffix ) - logging.info(f"success_isvc_name is {success_isvc_name}") - logging.info(f"error_isvc_name is {error_isvc_name}") + logger.info(f"success_isvc_name is {success_isvc_name}") + logger.info(f"error_isvc_name is {error_isvc_name}") kserve_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config") @@ -370,14 +407,16 @@ def test_ig_scenario3(): resource_body_after_rendering = yaml.safe_load( resource_template.render(substitutions) ) - create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + + create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) - with pytest.raises(HTTPError) as exc_info: - predict_ig( + with pytest.raises(HTTPStatusError) as exc_info: + await predict_ig( + rest_v1_client, graph_name, os.path.join( IG_TEST_RESOURCES_BASE_LOCATION, "custom_predictor_input.json" @@ -394,7 +433,8 @@ def test_ig_scenario3(): @pytest.mark.graph @pytest.mark.kourier -def test_ig_scenario4(): +@pytest.mark.asyncio(scope="session") +async def test_ig_scenario4(rest_v1_client): """ Scenario: Switch graph with 1 step as hard dependency and other one as soft dependency. Will be testing 3 cases in this test case: @@ -407,13 +447,13 @@ def test_ig_scenario4(): "cause": "None of the routes matched with the switch condition", } """ - logging.info("Starting test test_ig_scenario4") + logger.info("Starting test test_ig_scenario4") suffix = str(uuid.uuid4())[1:6] success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( suffix ) - logging.info(f"success_isvc_name is {success_isvc_name}") - logging.info(f"error_isvc_name is {error_isvc_name}") + logger.info(f"success_isvc_name is {success_isvc_name}") + logger.info(f"error_isvc_name is {error_isvc_name}") kserve_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config") @@ -441,15 +481,16 @@ def test_ig_scenario4(): resource_body_after_rendering = yaml.safe_load( resource_template.render(substitutions) ) - create_ig_using_custom_object_api(resource_body_after_rendering) - kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + + create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) # Case 1 - with pytest.raises(HTTPError) as exc_info: - predict_ig( + with pytest.raises(HTTPStatusError) as exc_info: + await predict_ig( + rest_v1_client, graph_name, os.path.join( IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_error_picker_input.json" @@ -460,17 +501,19 @@ def test_ig_scenario4(): assert exc_info.value.response.status_code == 404 # Case 2 - response = predict_ig( + response = await predict_ig( + rest_v1_client, graph_name, os.path.join( IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_success_picker_input.json" ), ) - assert response == {"message": "SUCCESS"} + assert response == {"predictions": [{"message": "SUCCESS"}]} # Case 3 - with pytest.raises(HTTPError) as exc_info: - predict_ig( + with pytest.raises(HTTPStatusError) as exc_info: + await predict_ig( + rest_v1_client, graph_name, os.path.join( IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_no_match_input.json" @@ -490,19 +533,20 @@ def test_ig_scenario4(): @pytest.mark.graph @pytest.mark.kourier -def test_ig_scenario5(): +@pytest.mark.asyncio(scope="session") +async def test_ig_scenario5(rest_v1_client): """ Scenario: Switch graph where a match would happen for error node and then error would return but IG will continue execution and call the next step in the flow as error step will be a soft dependency. Expectation: IG will return response of success_isvc. """ - logging.info("Starting test test_ig_scenario5") + logger.info("Starting test test_ig_scenario5") suffix = str(uuid.uuid4())[1:6] success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( suffix ) - logging.info(f"success_isvc_name is {success_isvc_name}") - logging.info(f"error_isvc_name is {error_isvc_name}") + logger.info(f"success_isvc_name is {success_isvc_name}") + logger.info(f"error_isvc_name is {error_isvc_name}") kserve_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config") @@ -530,19 +574,21 @@ def test_ig_scenario5(): resource_body_after_rendering = yaml.safe_load( resource_template.render(substitutions) ) - create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + + create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) - response = predict_ig( + response = await predict_ig( + rest_v1_client, graph_name, os.path.join( IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_error_picker_input.json" ), ) - assert response == {"message": "SUCCESS"} + assert response == {"predictions": [{"message": "SUCCESS"}]} kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) kserve_client.delete(success_isvc_name, KSERVE_TEST_NAMESPACE) @@ -551,19 +597,20 @@ def test_ig_scenario5(): @pytest.mark.graph @pytest.mark.kourier -def test_ig_scenario6(): +@pytest.mark.asyncio(scope="session") +async def test_ig_scenario6(rest_v1_client): """ Scenario: Switch graph where a match would happen for error node and then error would return and IG will NOT continue execution and call the next step in the flow as error step will be a HARD dependency. Expectation: IG will return response of success_isvc. """ - logging.info("Starting test test_ig_scenario6") + logger.info("Starting test test_ig_scenario6") suffix = str(uuid.uuid4())[1:6] success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( suffix ) - logging.info(f"success_isvc_name is {success_isvc_name}") - logging.info(f"error_isvc_name is {error_isvc_name}") + logger.info(f"success_isvc_name is {success_isvc_name}") + logger.info(f"error_isvc_name is {error_isvc_name}") kserve_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config") @@ -591,14 +638,16 @@ def test_ig_scenario6(): resource_body_after_rendering = yaml.safe_load( resource_template.render(substitutions) ) - create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + + create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) - with pytest.raises(HTTPError) as exc_info: - predict_ig( + with pytest.raises(HTTPStatusError) as exc_info: + await predict_ig( + rest_v1_client, graph_name, os.path.join( IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_error_picker_input.json" @@ -615,19 +664,20 @@ def test_ig_scenario6(): @pytest.mark.graph @pytest.mark.kourier -def test_ig_scenario7(): +@pytest.mark.asyncio(scope="session") +async def test_ig_scenario7(rest_v1_client): """ Scenario: Ensemble graph with 2 steps, where both the steps are soft deps. Expectation: IG will return combined response of both the steps. """ - logging.info("Starting test test_ig_scenario7") + logger.info("Starting test test_ig_scenario7") suffix = str(uuid.uuid4())[1:6] success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( suffix ) - logging.info(f"success_isvc_name is {success_isvc_name}") - logging.info(f"error_isvc_name is {error_isvc_name}") + logger.info(f"success_isvc_name is {success_isvc_name}") + logger.info(f"error_isvc_name is {error_isvc_name}") kserve_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config") @@ -655,21 +705,22 @@ def test_ig_scenario7(): resource_body_after_rendering = yaml.safe_load( resource_template.render(substitutions) ) - create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + + create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) - response = predict_ig( + response = await predict_ig( + rest_v1_client, graph_name, os.path.join( IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_success_picker_input.json" ), ) - assert response == { - "rootStep1": {"message": "SUCCESS"}, + "rootStep1": {"predictions": [{"message": "SUCCESS"}]}, "rootStep2": {"detail": "Intentional 404 code"}, } @@ -680,19 +731,20 @@ def test_ig_scenario7(): @pytest.mark.graph @pytest.mark.kourier -def test_ig_scenario8(): +@pytest.mark.asyncio(scope="session") +async def test_ig_scenario8(rest_v1_client): """ Scenario: Ensemble graph with 3 steps, where 2 steps are soft and 1 step is hard and returns non-200 Expectation: Since HARD step will return non-200, so IG will return that step's output as IG's output """ - logging.info("Starting test test_ig_scenario8") + logger.info("Starting test test_ig_scenario8") suffix = str(uuid.uuid4())[1:6] success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( suffix ) - logging.info(f"success_isvc_name is {success_isvc_name}") - logging.info(f"error_isvc_name is {error_isvc_name}") + logger.info(f"success_isvc_name is {success_isvc_name}") + logger.info(f"error_isvc_name is {error_isvc_name}") kserve_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config") @@ -720,14 +772,16 @@ def test_ig_scenario8(): resource_body_after_rendering = yaml.safe_load( resource_template.render(substitutions) ) - create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + + create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) - with pytest.raises(HTTPError) as exc_info: - predict_ig( + with pytest.raises(HTTPStatusError) as exc_info: + await predict_ig( + rest_v1_client, graph_name, os.path.join( IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_success_picker_input.json" @@ -743,19 +797,20 @@ def test_ig_scenario8(): @pytest.mark.graph @pytest.mark.kourier -def test_ig_scenario9(): +@pytest.mark.asyncio(scope="session") +async def test_ig_scenario9(rest_v1_client): """ Scenario: Splitter graph where a match would happen for error node and then error would return but IG will continue execution and call the next step in the flow as error step will be a soft dependency. Expectation: IG will return response of success_isvc. """ - logging.info("Starting test test_ig_scenario9") + logger.info("Starting test test_ig_scenario9") suffix = str(uuid.uuid4())[1:6] success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( suffix ) - logging.info(f"success_isvc_name is {success_isvc_name}") - logging.info(f"error_isvc_name is {error_isvc_name}") + logger.info(f"success_isvc_name is {success_isvc_name}") + logger.info(f"error_isvc_name is {error_isvc_name}") kserve_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config") @@ -783,17 +838,19 @@ def test_ig_scenario9(): resource_body_after_rendering = yaml.safe_load( resource_template.render(substitutions) ) - create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + + create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) - response = predict_ig( + response = await predict_ig( + rest_v1_client, graph_name, os.path.join(IG_TEST_RESOURCES_BASE_LOCATION, "iris_input.json"), ) - assert response == {"message": "SUCCESS"} + assert response == {"predictions": [{"message": "SUCCESS"}]} kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) kserve_client.delete(success_isvc_name, KSERVE_TEST_NAMESPACE) @@ -802,19 +859,20 @@ def test_ig_scenario9(): @pytest.mark.graph @pytest.mark.kourier -def test_ig_scenario10(): +@pytest.mark.asyncio(scope="session") +async def test_ig_scenario10(rest_v1_client): """ Scenario: Splitter graph where a match would happen for error node and then error would return and IG will NOT continue execution and call the next step in the flow as error step will be a HARD dependency. Expectation: IG will return response of success_isvc. """ - logging.info("Starting test test_ig_scenario10") + logger.info("Starting test test_ig_scenario10") suffix = str(uuid.uuid4())[1:6] success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( suffix ) - logging.info(f"success_isvc_name is {success_isvc_name}") - logging.info(f"error_isvc_name is {error_isvc_name}") + logger.info(f"success_isvc_name is {success_isvc_name}") + logger.info(f"error_isvc_name is {error_isvc_name}") kserve_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config") @@ -842,14 +900,16 @@ def test_ig_scenario10(): resource_body_after_rendering = yaml.safe_load( resource_template.render(substitutions) ) - create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + + create_ig_using_custom_object_api(resource_body_after_rendering) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) - with pytest.raises(HTTPError) as exc_info: - predict_ig( + with pytest.raises(HTTPStatusError) as exc_info: + await predict_ig( + rest_v1_client, graph_name, os.path.join(IG_TEST_RESOURCES_BASE_LOCATION, "iris_input.json"), ) @@ -863,8 +923,9 @@ def test_ig_scenario10(): @pytest.mark.raw -def test_inference_graph_raw_mode(): - logging.info("Starting test test_inference_graph_raw_mode") +@pytest.mark.asyncio(scope="session") +async def test_inference_graph_raw_mode(rest_v1_client): + logger.info("Starting test test_inference_graph_raw_mode") sklearn_name = "isvc-sklearn-graph-raw" xgb_name = "isvc-xgboost-graph-raw" graph_name = "model-chainer-raw" @@ -945,10 +1006,10 @@ def test_inference_graph_raw_mode(): ) kserve_client.create(sklearn_isvc) kserve_client.create(xgb_isvc) - kserve_client.create_inference_graph(ig) - kserve_client.wait_isvc_ready(sklearn_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(xgb_name, namespace=KSERVE_TEST_NAMESPACE) + + kserve_client.create_inference_graph(ig) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) # Below checks are raw deployment specific. They ensure raw k8s resources created instead of knative resources @@ -984,7 +1045,7 @@ def test_inference_graph_raw_mode(): + "in raw deployment mode" ) except client.rest.ApiException: - logging.info("Expected error in finding knative route in raw deployment mode") + logger.info("Expected error in finding knative route in raw deployment mode") try: knativesvc = kserve_client.api_instance.get_namespaced_custom_object( @@ -998,12 +1059,13 @@ def test_inference_graph_raw_mode(): + "in raw deployment mode" ) except client.rest.ApiException: - logging.info("Expected error in finding knative service in raw deployment mode") + logger.info("Expected error in finding knative service in raw deployment mode") # TODO Fix this when we enable ALB creation for IG raw deployment mode. This is required for traffic ingress # for this predict api call to work # - # res = predict_ig( + # res = await predict_ig( + # rest_v1_client, # graph_name, # os.path.join(IG_TEST_RESOURCES_BASE_LOCATION, "iris_input.json"), # ) @@ -1015,8 +1077,9 @@ def test_inference_graph_raw_mode(): @pytest.mark.raw -def test_inference_graph_raw_mode_with_hpa(): - logging.info("Starting test test_inference_graph_raw_mode_with_hpa") +@pytest.mark.asyncio(scope="session") +async def test_inference_graph_raw_mode_with_hpa(rest_v1_client): + logger.info("Starting test test_inference_graph_raw_mode_with_hpa") sklearn_name = "isvc-sklearn-graph-raw-hpa" xgb_name = "isvc-xgboost-graph-raw-hpa" graph_name = "model-chainer-raw-hpa" @@ -1101,10 +1164,10 @@ def test_inference_graph_raw_mode_with_hpa(): ) kserve_client.create(sklearn_isvc) kserve_client.create(xgb_isvc) - kserve_client.create_inference_graph(ig) - kserve_client.wait_isvc_ready(sklearn_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_isvc_ready(xgb_name, namespace=KSERVE_TEST_NAMESPACE) + + kserve_client.create_inference_graph(ig) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) # Below checks are raw deployment specific. They ensure raw k8s resources created instead of knative resources @@ -1145,7 +1208,7 @@ def test_inference_graph_raw_mode_with_hpa(): + "in raw deployment mode" ) except client.rest.ApiException: - logging.info("Expected error in finding knative route in raw deployment mode") + logger.info("Expected error in finding knative route in raw deployment mode") try: knativesvc = kserve_client.api_instance.get_namespaced_custom_object( @@ -1159,12 +1222,13 @@ def test_inference_graph_raw_mode_with_hpa(): + "in raw deployment mode" ) except client.rest.ApiException: - logging.info("Expected error in finding knative route in raw deployment mode") + logger.info("Expected error in finding knative route in raw deployment mode") # TODO Fix this when we enable ALB creation for IG raw deployment mode. This is required for traffic ingress # for this predict api call to work # - # res = predict_ig( + # res = await predict_ig( + # rest_v1_client, # graph_name, # os.path.join(IG_TEST_RESOURCES_BASE_LOCATION, "iris_input.json"), # ) diff --git a/test/e2e/helm/test_kserve_sklearn.py b/test/e2e/helm/test_kserve_sklearn.py index 3129c6109a..22acd46725 100644 --- a/test/e2e/helm/test_kserve_sklearn.py +++ b/test/e2e/helm/test_kserve_sklearn.py @@ -28,11 +28,12 @@ constants, ) -from ..common.utils import KSERVE_TEST_NAMESPACE, predict +from ..common.utils import KSERVE_TEST_NAMESPACE, predict_isvc @pytest.mark.helm -def test_sklearn_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_kserve(rest_v2_client): service_name = "isvc-sklearn-helm" protocol_version = "v2" @@ -49,6 +50,12 @@ def test_sklearn_kserve(): requests={"cpu": "50m", "memory": "128Mi"}, limits={"cpu": "100m", "memory": "512Mi"}, ), + readiness_probe=client.V1Probe( + http_get=client.V1HTTPGetAction( + path=f"/v2/models/{service_name}/ready", port=8080 + ), + initial_delay_seconds=30, + ), ), ) @@ -67,7 +74,11 @@ def test_sklearn_kserve(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input_v2.json", protocol_version="v2") - assert res["outputs"][0]["data"] == [1, 1] + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2.json", + ) + assert res.outputs[0].data == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/helm/test_model_mesh_sklearn.py b/test/e2e/helm/test_model_mesh_sklearn.py index a0f19d6c49..a4ab83b034 100644 --- a/test/e2e/helm/test_model_mesh_sklearn.py +++ b/test/e2e/helm/test_model_mesh_sklearn.py @@ -35,7 +35,8 @@ # https://github.com/kserve/modelmesh-serving/issues/295 # @pytest.mark.helm @pytest.mark.skip -def test_sklearn_modelmesh(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_modelmesh(rest_v1_client): service_name = "isvc-sklearn-modelmesh" annotations = dict() annotations["serving.kserve.io/deploymentMode"] = "ModelMesh" @@ -72,7 +73,9 @@ def test_sklearn_modelmesh(): ) pod_name = pods.items[0].metadata.name - res = predict_modelmesh(service_name, "./data/mm_sklearn_input.json", pod_name) - assert res["outputs"][0]["data"] == [8] + res = await predict_modelmesh( + rest_v1_client, service_name, "./data/mm_sklearn_input.json", pod_name + ) + assert res.outputs[0].data == [8] kserve_client.delete(service_name) diff --git a/test/e2e/logger/test_logger.py b/test/e2e/logger/test_logger.py index f53e28a674..75bf2f316b 100644 --- a/test/e2e/logger/test_logger.py +++ b/test/e2e/logger/test_logger.py @@ -11,6 +11,7 @@ # See the License for the specific language governing permissions and # limitations under the License. +import asyncio import os from kubernetes import client @@ -24,16 +25,16 @@ from kubernetes.client import V1ResourceRequirements from kubernetes.client import V1Container import pytest -from ..common.utils import predict +from ..common.utils import predict_isvc from ..common.utils import KSERVE_TEST_NAMESPACE -import time kserve_client = KServeClient(config_file=os.environ.get("KUBECONFIG", "~/.kube/config")) @pytest.mark.predictor @pytest.mark.path_based_routing -def test_kserve_logger(): +@pytest.mark.asyncio(scope="session") +async def test_kserve_logger(rest_v1_client): msg_dumper = "message-dumper" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -95,13 +96,13 @@ def test_kserve_logger(): for pod in pods.items: print(pod) - res = predict(service_name, "./data/iris_input.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input.json") assert res["predictions"] == [1, 1] pods = kserve_client.core_api.list_namespaced_pod( KSERVE_TEST_NAMESPACE, label_selector="serving.kserve.io/inferenceservice={}".format(msg_dumper), ) - time.sleep(5) + await asyncio.sleep(5) log = "" for pod in pods.items: log += kserve_client.core_api.read_namespaced_pod_log( diff --git a/test/e2e/logger/test_raw_logger.py b/test/e2e/logger/test_raw_logger.py index 1f693ff70e..fea1e69b8b 100644 --- a/test/e2e/logger/test_raw_logger.py +++ b/test/e2e/logger/test_raw_logger.py @@ -11,6 +11,7 @@ # See the License for the specific language governing permissions and # limitations under the License. +import asyncio import os from kubernetes import client @@ -24,15 +25,16 @@ from kubernetes.client import V1ResourceRequirements from kubernetes.client import V1Container import pytest -from ..common.utils import predict +from ..common.utils import predict_isvc from ..common.utils import KSERVE_TEST_NAMESPACE -import time + kserve_client = KServeClient(config_file=os.environ.get("KUBECONFIG", "~/.kube/config")) @pytest.mark.raw -def test_kserve_logger(): +@pytest.mark.asyncio(scope="session") +async def test_kserve_logger(rest_v1_client): msg_dumper = "message-dumper-raw" annotations = {"serving.kserve.io/deploymentMode": "RawDeployment"} @@ -103,13 +105,13 @@ def test_kserve_logger(): for pod in pods.items: print(pod) - res = predict(service_name, "./data/iris_input.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input.json") assert res["predictions"] == [1, 1] pods = kserve_client.core_api.list_namespaced_pod( KSERVE_TEST_NAMESPACE, label_selector="serving.kserve.io/inferenceservice={}".format(msg_dumper), ) - time.sleep(5) + await asyncio.sleep(5) log = "" for pod in pods.items: log += kserve_client.core_api.read_namespaced_pod_log( diff --git a/test/e2e/predictor/test_autoscaling.py b/test/e2e/predictor/test_autoscaling.py index 65dff94c93..0331b279ac 100644 --- a/test/e2e/predictor/test_autoscaling.py +++ b/test/e2e/predictor/test_autoscaling.py @@ -27,7 +27,7 @@ V1beta1SKLearnSpec, ) from ..common.utils import KSERVE_TEST_NAMESPACE -from ..common.utils import predict +from ..common.utils import predict_isvc TARGET = "autoscaling.knative.dev/target" METRIC = "autoscaling.knative.dev/metric" @@ -36,7 +36,8 @@ @pytest.mark.predictor -def test_sklearn_kserve_concurrency(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_kserve_concurrency(rest_v1_client): service_name = "isvc-sklearn-scale-concurrency" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -71,7 +72,7 @@ def test_sklearn_kserve_concurrency(): isvc_annotations = pods.items[0].metadata.annotations - res = predict(service_name, INPUT) + res = await predict_isvc(rest_v1_client, service_name, INPUT) assert res["predictions"] == [1, 1] assert isvc_annotations[METRIC] == "concurrency" assert isvc_annotations[TARGET] == "2" @@ -79,7 +80,8 @@ def test_sklearn_kserve_concurrency(): @pytest.mark.predictor -def test_sklearn_kserve_rps(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_kserve_rps(rest_v1_client): service_name = "isvc-sklearn-scale-rps" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -117,13 +119,14 @@ def test_sklearn_kserve_rps(): assert annotations[METRIC] == "rps" assert annotations[TARGET] == "5" - res = predict(service_name, INPUT) + res = await predict_isvc(rest_v1_client, service_name, INPUT) assert res["predictions"] == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.skip() -def test_sklearn_kserve_cpu(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_kserve_cpu(rest_v1_client): service_name = "isvc-sklearn-scale-cpu" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -164,13 +167,14 @@ def test_sklearn_kserve_cpu(): assert isvc_annotations[METRIC] == "cpu" assert isvc_annotations[TARGET] == "50" - res = predict(service_name, INPUT) + res = await predict_isvc(rest_v1_client, service_name, INPUT) assert res["predictions"] == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.raw -def test_sklearn_scale_raw(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_scale_raw(rest_v1_client): service_name = "isvc-sklearn-scale-raw" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -212,6 +216,73 @@ def test_sklearn_scale_raw(): ) assert hpa_resp["items"][0]["spec"]["targetCPUUtilizationPercentage"] == 50 - res = predict(service_name, INPUT) + res = await predict_isvc(rest_v1_client, service_name, INPUT) assert res["predictions"] == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) + + +@pytest.mark.raw +@pytest.mark.asyncio(scope="session") +async def test_sklearn_rolling_update(): + service_name = "isvc-sklearn-rolling-update" + min_replicas = 4 + predictor = V1beta1PredictorSpec( + min_replicas=min_replicas, + scale_metric="cpu", + scale_target=50, + sklearn=V1beta1SKLearnSpec( + storage_uri=MODEL, + resources=V1ResourceRequirements( + requests={"cpu": "50m", "memory": "128Mi"}, + limits={"cpu": "100m", "memory": "256Mi"}, + ), + ), + ) + + annotations = dict() + annotations["serving.kserve.io/deploymentMode"] = "RawDeployment" + + isvc = V1beta1InferenceService( + api_version=constants.KSERVE_V1BETA1, + kind=constants.KSERVE_KIND, + metadata=client.V1ObjectMeta( + name=service_name, + namespace=KSERVE_TEST_NAMESPACE, + annotations=annotations, + labels={"serving.kserve.io/test": "rolling-update"}, + ), + spec=V1beta1InferenceServiceSpec(predictor=predictor), + ) + + updated_annotations = dict() + updated_annotations["serving.kserve.io/deploymentMode"] = "RawDeployment" + updated_annotations["serving.kserve.io/customAnnotation"] = "TestAnnotation" + + updated_isvc = V1beta1InferenceService( + api_version=constants.KSERVE_V1BETA1, + kind=constants.KSERVE_KIND, + metadata=client.V1ObjectMeta( + name=service_name, + namespace=KSERVE_TEST_NAMESPACE, + annotations=updated_annotations, + labels={"serving.kserve.io/test": "rolling-update"}, + ), + spec=V1beta1InferenceServiceSpec(predictor=predictor), + ) + + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) + kserve_client.create(isvc) + kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) + + kserve_client.patch(service_name, updated_isvc) + deployment = kserve_client.app_api.list_namespaced_deployment( + namespace=KSERVE_TEST_NAMESPACE, + label_selector="serving.kserve.io/test=rolling-update", + ) + kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) + + # Check if the deployment replicas still remain the same as min_replicas + assert deployment.items[0].spec.replicas == min_replicas + kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/predictor/test_grpc.py b/test/e2e/predictor/test_grpc.py index 3638ca5727..655e3e7210 100644 --- a/test/e2e/predictor/test_grpc.py +++ b/test/e2e/predictor/test_grpc.py @@ -12,7 +12,7 @@ # See the License for the specific language governing permissions and # limitations under the License. -import time +import asyncio import base64 import json import os @@ -34,7 +34,8 @@ @pytest.mark.grpc @pytest.mark.predictor -def test_custom_model_grpc_logger(): +@pytest.mark.asyncio(scope="session") +async def test_custom_model_grpc(): service_name = "custom-grpc-logger" model_name = "custom-model" @@ -113,19 +114,18 @@ def test_custom_model_grpc_logger(): }, } ] - response = predict_grpc( + response = await predict_grpc( service_name=service_name, payload=payload, model_name=model_name ) - fields = response.outputs[0].contents.ListFields() - _, field_value = fields[0] - points = ["%.3f" % (point) for point in list(field_value)] + fields = response.outputs[0].data + points = ["%.3f" % (point) for point in fields] assert points == ["14.976", "14.037", "13.966", "12.252", "12.086"] pods = kserve_client.core_api.list_namespaced_pod( KSERVE_TEST_NAMESPACE, label_selector="serving.kserve.io/inferenceservice={}".format(msg_dumper), ) - time.sleep(5) + await asyncio.sleep(5) log = "" for pod in pods.items: log += kserve_client.core_api.read_namespaced_pod_log( diff --git a/test/e2e/predictor/test_huggingface.py b/test/e2e/predictor/test_huggingface.py index 3933d7b939..6f736db795 100644 --- a/test/e2e/predictor/test_huggingface.py +++ b/test/e2e/predictor/test_huggingface.py @@ -27,20 +27,19 @@ KServeClient, ) from kserve.constants import constants -from ..common.utils import KSERVE_TEST_NAMESPACE, predict, generate +from ..common.utils import KSERVE_TEST_NAMESPACE, generate, predict_isvc +from .test_output import huggingface_text_embedding_expected_output @pytest.mark.llm def test_huggingface_openai_chat_completions(): service_name = "hf-opt-125m-chat" - protocol_version = "v2" predictor = V1beta1PredictorSpec( min_replicas=1, model=V1beta1ModelSpec( model_format=V1beta1ModelFormat( name="huggingface", ), - protocol_version=protocol_version, args=[ "--model_id", "facebook/opt-125m", @@ -50,7 +49,7 @@ def test_huggingface_openai_chat_completions(): "27dcfa74d334bc871f3234de431e71c6eeba5dd6", "--backend", "huggingface", - "--max_length", + "--max_model_len", "512", ], resources=V1ResourceRequirements( @@ -85,7 +84,8 @@ def test_huggingface_openai_chat_completions(): @pytest.mark.llm -def test_huggingface_v2_sequence_classification(): +@pytest.mark.asyncio(scope="session") +async def test_huggingface_v2_sequence_classification(rest_v2_client): service_name = "hf-bert-sequence-v2" protocol_version = "v2" predictor = V1beta1PredictorSpec( @@ -127,19 +127,20 @@ def test_huggingface_v2_sequence_classification(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict( + res = await predict_isvc( + rest_v2_client, service_name, "./data/bert_sequence_classification_v2.json", - protocol_version=protocol_version, ) - assert res["outputs"][0]["data"] == [1] + assert res.outputs[0].data == [1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.llm -def test_huggingface_v1_fill_mask(): - service_name = "hf-bert-fill-mask-v2" +@pytest.mark.asyncio(scope="session") +async def test_huggingface_v1_fill_mask(rest_v1_client): + service_name = "hf-bert-fill-mask-v1" protocol_version = "v1" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -174,8 +175,10 @@ def test_huggingface_v1_fill_mask(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict( - service_name, "./data/bert_fill_mask_v1.json", protocol_version=protocol_version + res = await predict_isvc( + rest_v1_client, + service_name, + "./data/bert_fill_mask_v1.json", ) assert res["predictions"] == ["paris", "france"] @@ -183,7 +186,8 @@ def test_huggingface_v1_fill_mask(): @pytest.mark.llm -def test_huggingface_v2_token_classification(): +@pytest.mark.asyncio(scope="session") +async def test_huggingface_v2_token_classification(rest_v2_client): service_name = "hf-bert-token-classification-v2" protocol_version = "v2" predictor = V1beta1PredictorSpec( @@ -224,12 +228,12 @@ def test_huggingface_v2_token_classification(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict( + res = await predict_isvc( + rest_v2_client, service_name, "./data/bert_token_classification_v2.json", - protocol_version=protocol_version, ) - assert res["outputs"][0]["data"] == [0, 6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] + assert res.outputs[0].data == [0, 6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @@ -248,7 +252,7 @@ def test_huggingface_openai_text_2_text(): "t5-small", "--backend", "huggingface", - "--max_length", + "--max_model_len", "512", ], resources=V1ResourceRequirements( @@ -279,3 +283,59 @@ def test_huggingface_openai_text_2_text(): assert res["choices"][0]["text"] == "Das ist für Deutschland" kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) + + +@pytest.mark.llm +@pytest.mark.asyncio(scope="session") +async def test_huggingface_v2_text_embedding(rest_v2_client): + service_name = "hf-text-embedding-v2" + protocol_version = "v2" + predictor = V1beta1PredictorSpec( + min_replicas=1, + model=V1beta1ModelSpec( + model_format=V1beta1ModelFormat( + name="huggingface", + ), + protocol_version=protocol_version, + args=[ + "--model_id", + "sentence-transformers/all-MiniLM-L6-v2", + "--model_revision", + "8b3219a92973c328a8e22fadcfa821b5dc75636a", + "--tokenizer_revision", + "8b3219a92973c328a8e22fadcfa821b5dc75636a", + # This model will fail with "Task couldn't be inferred from BertModel" + # if the task is not specified. + "--task", + "text_embedding", + "--backend", + "huggingface", + ], + resources=V1ResourceRequirements( + requests={"cpu": "1", "memory": "2Gi"}, + limits={"cpu": "1", "memory": "4Gi"}, + ), + ), + ) + + isvc = V1beta1InferenceService( + api_version=constants.KSERVE_V1BETA1, + kind=constants.KSERVE_KIND, + metadata=client.V1ObjectMeta( + name=service_name, namespace=KSERVE_TEST_NAMESPACE + ), + spec=V1beta1InferenceServiceSpec(predictor=predictor), + ) + + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) + kserve_client.create(isvc) + kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) + + res = await predict_isvc( + rest_v2_client, service_name, "./data/text_embedding_input_v2.json" + ) + assert res.outputs[0].data == huggingface_text_embedding_expected_output + + kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/predictor/test_lightgbm.py b/test/e2e/predictor/test_lightgbm.py index 88aaff19b4..e0ffdfebe0 100644 --- a/test/e2e/predictor/test_lightgbm.py +++ b/test/e2e/predictor/test_lightgbm.py @@ -31,12 +31,13 @@ constants, ) -from ..common.utils import KSERVE_TEST_NAMESPACE, predict, predict_grpc +from ..common.utils import KSERVE_TEST_NAMESPACE, predict_isvc, predict_grpc @pytest.mark.predictor @pytest.mark.path_based_routing -def test_lightgbm_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_lightgbm_kserve(rest_v1_client): service_name = "isvc-lightgbm" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -64,14 +65,15 @@ def test_lightgbm_kserve(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input_v3.json") - assert res["predictions"][0][0] > 0.5 + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input_v3.json") + assert numpy.argmax(res["predictions"][0]) == 0 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor @pytest.mark.path_based_routing -def test_lightgbm_runtime_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_lightgbm_runtime_kserve(rest_v1_client): service_name = "isvc-lightgbm-runtime" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -102,20 +104,21 @@ def test_lightgbm_runtime_kserve(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input_v3.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input_v3.json") assert numpy.argmax(res["predictions"][0]) == 0 - res = predict(service_name, "./data/iris_input_v4.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input_v4.json") assert numpy.argmax(res["predictions"][0]) == 0 - res = predict(service_name, "./data/iris_input_v5.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input_v5.json") assert numpy.argmax(res["predictions"][0]) == 0 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor @pytest.mark.path_based_routing -def test_lightgbm_v2_runtime_mlserver(): +@pytest.mark.asyncio(scope="session") +async def test_lightgbm_v2_runtime_mlserver(rest_v2_client): service_name = "isvc-lightgbm-v2-runtime" protocol_version = "v2" @@ -132,6 +135,12 @@ def test_lightgbm_v2_runtime_mlserver(): requests={"cpu": "50m", "memory": "128Mi"}, limits={"cpu": "1", "memory": "1Gi"}, ), + readiness_probe=client.V1Probe( + http_get=client.V1HTTPGetAction( + path=f"/v2/models/{service_name}/ready", port=8080 + ), + initial_delay_seconds=30, + ), ), ) @@ -150,8 +159,12 @@ def test_lightgbm_v2_runtime_mlserver(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input_v2.json", protocol_version="v2") - assert res["outputs"][0]["data"] == [ + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2.json", + ) + assert res.outputs[0].data == [ 8.796664107010673e-06, 0.9992300031041593, 0.0007612002317336916, @@ -165,7 +178,8 @@ def test_lightgbm_v2_runtime_mlserver(): @pytest.mark.predictor @pytest.mark.path_based_routing -def test_lightgbm_v2_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_lightgbm_v2_kserve(rest_v2_client): service_name = "isvc-lightgbm-v2-kserve" predictor = V1beta1PredictorSpec( @@ -198,8 +212,12 @@ def test_lightgbm_v2_kserve(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input_v2.json", protocol_version="v2") - assert res["outputs"][0]["data"] == [ + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2.json", + ) + assert res.outputs[0].data == [ 8.796664107010673e-06, 0.9992300031041593, 0.0007612002317336916, @@ -213,7 +231,8 @@ def test_lightgbm_v2_kserve(): @pytest.mark.grpc @pytest.mark.predictor -def test_lightgbm_v2_grpc(): +@pytest.mark.asyncio(scope="session") +async def test_lightgbm_v2_grpc(rest_v2_client): service_name = "isvc-lightgbm-v2-grpc" model_name = "lightgbm" predictor = V1beta1PredictorSpec( @@ -251,10 +270,12 @@ def test_lightgbm_v2_grpc(): json_file = open("./data/iris_input_v2_grpc.json") payload = json.load(json_file)["inputs"] - response = predict_grpc( - service_name=service_name, payload=payload, model_name=model_name + response = await predict_grpc( + service_name=service_name, + payload=payload, + model_name=model_name, ) - prediction = list(response.outputs[0].contents.fp64_contents) + prediction = response.outputs[0].data assert prediction == [ 8.796664107010673e-06, 0.9992300031041593, diff --git a/test/e2e/predictor/test_mlflow.py b/test/e2e/predictor/test_mlflow.py index c7f3f67241..05fe483ca7 100644 --- a/test/e2e/predictor/test_mlflow.py +++ b/test/e2e/predictor/test_mlflow.py @@ -26,12 +26,13 @@ from kubernetes.client import V1ResourceRequirements import pytest -from ..common.utils import predict +from ..common.utils import predict_isvc from ..common.utils import KSERVE_TEST_NAMESPACE @pytest.mark.predictor -def test_mlflow_v2_runtime_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_mlflow_v2_runtime_kserve(rest_v2_client): service_name = "isvc-mlflow-v2-runtime" protocol_version = "v2" @@ -47,6 +48,12 @@ def test_mlflow_v2_runtime_kserve(): requests={"cpu": "50m", "memory": "128Mi"}, limits={"cpu": "1", "memory": "1Gi"}, ), + readiness_probe=client.V1Probe( + http_get=client.V1HTTPGetAction( + path=f"/v2/models/{service_name}/ready", port=8080 + ), + initial_delay_seconds=30, + ), ), ) @@ -64,9 +71,11 @@ def test_mlflow_v2_runtime_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict( - service_name, "./data/mlflow_input_v2.json", protocol_version=protocol_version + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/mlflow_input_v2.json", ) - assert res["outputs"][0]["data"] == [5.576883936610762] + assert res.outputs[0].data == [5.576883936610762] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/predictor/test_multi_model_serving.py b/test/e2e/predictor/test_multi_model_serving.py index 9e05b97ad7..58626375b5 100644 --- a/test/e2e/predictor/test_multi_model_serving.py +++ b/test/e2e/predictor/test_multi_model_serving.py @@ -29,7 +29,7 @@ V1beta1XGBoostSpec, ) -from ..common.utils import predict, get_cluster_ip +from ..common.utils import predict_isvc, get_cluster_ip from ..common.utils import KSERVE_TEST_NAMESPACE @@ -47,7 +47,11 @@ ], ) @pytest.mark.mms -def test_mms_sklearn_kserve(protocol_version: str, storage_uri: str): +@pytest.mark.asyncio(scope="session") +async def test_mms_sklearn_kserve( + protocol_version: str, storage_uri: str, rest_v1_client, rest_v2_client +): + service_name = f"isvc-sklearn-mms-{protocol_version}" # Define an inference service predictor = V1beta1PredictorSpec( min_replicas=1, @@ -60,7 +64,6 @@ def test_mms_sklearn_kserve(protocol_version: str, storage_uri: str): ), ) - service_name = f"isvc-sklearn-mms-{protocol_version}" isvc = V1beta1InferenceService( api_version=constants.KSERVE_V1BETA1, kind=constants.KSERVE_KIND, @@ -114,26 +117,30 @@ def test_mms_sklearn_kserve(protocol_version: str, storage_uri: str): cluster_ip=cluster_ip, ) - input_json = "./data/iris_input.json" - if protocol_version == "v2": - input_json = "./data/iris_input_v2.json" - - responses = [ - predict( - service_name, - input_json, - model_name=model_name, - protocol_version=protocol_version, - ) - for model_name in model_names - ] - if protocol_version == "v1": + responses = [ + await predict_isvc( + rest_v1_client, + service_name, + "./data/iris_input.json", + model_name=model_name, + ) + for model_name in model_names + ] assert responses[0]["predictions"] == [1, 1] assert responses[1]["predictions"] == [1, 1] elif protocol_version == "v2": - assert responses[0]["outputs"][0]["data"] == [1, 1] - assert responses[1]["outputs"][0]["data"] == [1, 1] + responses = [ + await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2.json", + model_name=model_name, + ) + for model_name in model_names + ] + assert responses[0].outputs[0].data == [1, 1] + assert responses[1].outputs[0].data == [1, 1] # Clean up inference service and trained models for model_name in model_names: @@ -155,7 +162,11 @@ def test_mms_sklearn_kserve(protocol_version: str, storage_uri: str): ], ) @pytest.mark.mms -def test_mms_xgboost_kserve(protocol_version: str, storage_uri: str): +@pytest.mark.asyncio(scope="session") +async def test_mms_xgboost_kserve( + protocol_version: str, storage_uri: str, rest_v1_client, rest_v2_client +): + service_name = f"isvc-xgboost-mms-{protocol_version}" # Define an inference service predictor = V1beta1PredictorSpec( min_replicas=1, @@ -169,7 +180,6 @@ def test_mms_xgboost_kserve(protocol_version: str, storage_uri: str): ), ) - service_name = f"isvc-xgboost-mms-{protocol_version}" isvc = V1beta1InferenceService( api_version=constants.KSERVE_V1BETA1, kind=constants.KSERVE_KIND, @@ -223,26 +233,30 @@ def test_mms_xgboost_kserve(protocol_version: str, storage_uri: str): cluster_ip=cluster_ip, ) - input_json = "./data/iris_input.json" - if protocol_version == "v2": - input_json = "./data/iris_input_v2.json" - - responses = [ - predict( - service_name, - input_json, - model_name=model_name, - protocol_version=protocol_version, - ) - for model_name in model_names - ] - if protocol_version == "v1": + responses = [ + await predict_isvc( + rest_v1_client, + service_name, + "./data/iris_input.json", + model_name=model_name, + ) + for model_name in model_names + ] assert responses[0]["predictions"] == [1, 1] assert responses[1]["predictions"] == [1, 1] elif protocol_version == "v2": - assert responses[0]["outputs"][0]["data"] == [1.0, 1.0] - assert responses[1]["outputs"][0]["data"] == [1.0, 1.0] + responses = [ + await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2.json", + model_name=model_name, + ) + for model_name in model_names + ] + assert responses[0].outputs[0].data == [1.0, 1.0] + assert responses[1].outputs[0].data == [1.0, 1.0] # Clean up inference service and trained models for model_name in model_names: diff --git a/test/e2e/predictor/test_output.py b/test/e2e/predictor/test_output.py new file mode 100644 index 0000000000..1f24da1554 --- /dev/null +++ b/test/e2e/predictor/test_output.py @@ -0,0 +1,402 @@ +# Copyright 2024 The KServe Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from pytest import approx + +huggingface_text_embedding_expected_output = [ + approx(0.09812460094690323, abs=1e-6), + approx(0.06781268864870071, abs=1e-6), + approx(0.06252312660217285, abs=1e-6), + approx(0.09508480876684189, abs=1e-6), + approx(0.03664757311344147, abs=1e-6), + approx(-0.003984605893492699, abs=1e-6), + approx(0.00747756939381361, abs=1e-6), + approx(-0.013231473974883556, abs=1e-6), + approx(0.06288368254899979, abs=1e-6), + approx(0.022495508193969727, abs=1e-6), + approx(0.07269583642482758, abs=1e-6), + approx(-0.031274277716875076, abs=1e-6), + approx(0.04635509476065636, abs=1e-6), + approx(-0.012554511427879333, abs=1e-6), + approx(0.047814756631851196, abs=1e-6), + approx(-0.004910356365144253, abs=1e-6), + approx(0.04941992461681366, abs=1e-6), + approx(-0.06410923600196838, abs=1e-6), + approx(-0.09696584939956665, abs=1e-6), + approx(0.03288877382874489, abs=1e-6), + approx(0.054104436188936234, abs=1e-6), + approx(0.03532857820391655, abs=1e-6), + approx(0.03305051475763321, abs=1e-6), + approx(0.014699393883347511, abs=1e-6), + approx(-0.033430635929107666, abs=1e-6), + approx(-0.025615854188799858, abs=1e-6), + approx(-0.050792139023542404, abs=1e-6), + approx(0.0732545554637909, abs=1e-6), + approx(0.11027403920888901, abs=1e-6), + approx(-0.02966182678937912, abs=1e-6), + approx(-0.06755708158016205, abs=1e-6), + approx(-0.030571527779102325, abs=1e-6), + approx(0.039560187608003616, abs=1e-6), + approx(0.04547598585486412, abs=1e-6), + approx(0.015996195375919342, abs=1e-6), + approx(0.03855040669441223, abs=1e-6), + approx(-0.010954046621918678, abs=1e-6), + approx(0.08483565598726273, abs=1e-6), + approx(-0.04428708180785179, abs=1e-6), + approx(-0.0067963870242238045, abs=1e-6), + approx(0.00942565780133009, abs=1e-6), + approx(5.072941348771565e-05, abs=1e-6), + approx(0.0013035445008426905, abs=1e-6), + approx(-0.011969788931310177, abs=1e-6), + approx(0.01364515908062458, abs=1e-6), + approx(-0.08417423069477081, abs=1e-6), + approx(-0.00016511740977875888, abs=1e-6), + approx(0.005483777727931738, abs=1e-6), + approx(0.025615010410547256, abs=1e-6), + approx(-0.031545329838991165, abs=1e-6), + approx(-0.10734471678733826, abs=1e-6), + approx(-0.04578779265284538, abs=1e-6), + approx(-0.09117498993873596, abs=1e-6), + approx(-0.0025104954838752747, abs=1e-6), + approx(0.017998425289988518, abs=1e-6), + approx(0.04940157011151314, abs=1e-6), + approx(0.006184814497828484, abs=1e-6), + approx(0.05979632958769798, abs=1e-6), + approx(0.027002627030014992, abs=1e-6), + approx(-0.016122253611683846, abs=1e-6), + approx(-0.01814969629049301, abs=1e-6), + approx(-0.023634832352399826, abs=1e-6), + approx(-0.09489716589450836, abs=1e-6), + approx(0.06621630489826202, abs=1e-6), + approx(0.14922751486301422, abs=1e-6), + approx(0.024338768795132637, abs=1e-6), + approx(0.001210211543366313, abs=1e-6), + approx(0.006072015967220068, abs=1e-6), + approx(-0.09917040914297104, abs=1e-6), + approx(0.08505816012620926, abs=1e-6), + approx(0.030826149508357048, abs=1e-6), + approx(0.02918659895658493, abs=1e-6), + approx(-0.0239559356123209, abs=1e-6), + approx(-0.01055932603776455, abs=1e-6), + approx(-0.0721520185470581, abs=1e-6), + approx(-0.03525644540786743, abs=1e-6), + approx(0.03334657475352287, abs=1e-6), + approx(-0.043929483741521835, abs=1e-6), + approx(0.11975517123937607, abs=1e-6), + approx(0.08864746987819672, abs=1e-6), + approx(-0.09591905772686005, abs=1e-6), + approx(-0.05908012390136719, abs=1e-6), + approx(-0.008292673155665398, abs=1e-6), + approx(0.03816917911171913, abs=1e-6), + approx(0.049799688160419464, abs=1e-6), + approx(-0.0326821394264698, abs=1e-6), + approx(0.019901027902960777, abs=1e-6), + approx(-0.10837853699922562, abs=1e-6), + approx(0.014679030515253544, abs=1e-6), + approx(0.018117807805538177, abs=1e-6), + approx(-0.061317842453718185, abs=1e-6), + approx(-0.08975035697221756, abs=1e-6), + approx(0.04922156780958176, abs=1e-6), + approx(-0.0208709929138422, abs=1e-6), + approx(0.004055118653923273, abs=1e-6), + approx(-0.03543012961745262, abs=1e-6), + approx(-0.05657775700092316, abs=1e-6), + approx(-0.048313774168491364, abs=1e-6), + approx(-0.024660272523760796, abs=1e-6), + approx(0.07359181344509125, abs=1e-6), + approx(-0.020923519507050514, abs=1e-6), + approx(0.040697671473026276, abs=1e-6), + approx(0.03232649713754654, abs=1e-6), + approx(0.07668346911668777, abs=1e-6), + approx(-0.014747696928679943, abs=1e-6), + approx(-0.10304528474807739, abs=1e-6), + approx(-0.04274493455886841, abs=1e-6), + approx(-0.06629316508769989, abs=1e-6), + approx(0.01547403447329998, abs=1e-6), + approx(-0.02680026739835739, abs=1e-6), + approx(-0.09175192564725876, abs=1e-6), + approx(-0.03560047224164009, abs=1e-6), + approx(-0.018932463601231575, abs=1e-6), + approx(-0.004029626026749611, abs=1e-6), + approx(-0.020193425938487053, abs=1e-6), + approx(-0.05853483825922012, abs=1e-6), + approx(-0.10180168598890305, abs=1e-6), + approx(-0.0044878339394927025, abs=1e-6), + approx(-0.06976301968097687, abs=1e-6), + approx(0.06024095416069031, abs=1e-6), + approx(0.02981085516512394, abs=1e-6), + approx(0.06380829215049744, abs=1e-6), + approx(-0.06730612367391586, abs=1e-6), + approx(0.003350921906530857, abs=1e-6), + approx(-0.06003981828689575, abs=1e-6), + approx(-0.09313663095235825, abs=1e-6), + approx(0.04567500948905945, abs=1e-6), + approx(-6.719925780142724e-33, abs=1e-6), + approx(0.0074332281947135925, abs=1e-6), + approx(-0.0651097446680069, abs=1e-6), + approx(-0.02125914767384529, abs=1e-6), + approx(0.035196032375097275, abs=1e-6), + approx(0.0463360995054245, abs=1e-6), + approx(-0.07030492275953293, abs=1e-6), + approx(-0.06128954142332077, abs=1e-6), + approx(0.017366604879498482, abs=1e-6), + approx(-0.007479745429009199, abs=1e-6), + approx(-0.018468711525201797, abs=1e-6), + approx(0.0016074671875685453, abs=1e-6), + approx(-0.025801850482821465, abs=1e-6), + approx(0.0300469808280468, abs=1e-6), + approx(0.008751698769629002, abs=1e-6), + approx(0.05092954635620117, abs=1e-6), + approx(0.07171620428562164, abs=1e-6), + approx(-0.07271797209978104, abs=1e-6), + approx(0.13261504471302032, abs=1e-6), + approx(-0.00803413987159729, abs=1e-6), + approx(0.03693221136927605, abs=1e-6), + approx(-0.023691324517130852, abs=1e-6), + approx(0.024269407615065575, abs=1e-6), + approx(-0.026396198198199272, abs=1e-6), + approx(-0.018338488414883614, abs=1e-6), + approx(-0.014753266237676144, abs=1e-6), + approx(-0.0743173211812973, abs=1e-6), + approx(0.016344882547855377, abs=1e-6), + approx(0.0180369820445776, abs=1e-6), + approx(-0.0031233245972543955, abs=1e-6), + approx(0.04128265753388405, abs=1e-6), + approx(0.05059865862131119, abs=1e-6), + approx(0.04449484497308731, abs=1e-6), + approx(-0.047552984207868576, abs=1e-6), + approx(-0.002626449102535844, abs=1e-6), + approx(0.054667823016643524, abs=1e-6), + approx(0.04697798937559128, abs=1e-6), + approx(0.06379824131727219, abs=1e-6), + approx(-0.0218367762863636, abs=1e-6), + approx(0.0011920174583792686, abs=1e-6), + approx(0.00615497725084424, abs=1e-6), + approx(-0.01047475729137659, abs=1e-6), + approx(-0.051548853516578674, abs=1e-6), + approx(0.021718978881835938, abs=1e-6), + approx(-0.03787216544151306, abs=1e-6), + approx(0.08791148662567139, abs=1e-6), + approx(0.0236575435847044, abs=1e-6), + approx(0.019885707646608353, abs=1e-6), + approx(0.021743182092905045, abs=1e-6), + approx(-0.06192108988761902, abs=1e-6), + approx(0.020616136491298676, abs=1e-6), + approx(-0.01068698987364769, abs=1e-6), + approx(0.05776219815015793, abs=1e-6), + approx(0.05940284579992294, abs=1e-6), + approx(-0.028875550255179405, abs=1e-6), + approx(0.06947717070579529, abs=1e-6), + approx(0.0010136704659089446, abs=1e-6), + approx(0.042007941752672195, abs=1e-6), + approx(0.03475204482674599, abs=1e-6), + approx(-0.0016648498130962253, abs=1e-6), + approx(-0.010128081776201725, abs=1e-6), + approx(-0.054719988256692886, abs=1e-6), + approx(0.040564633905887604, abs=1e-6), + approx(-0.056016333401203156, abs=1e-6), + approx(0.05726315826177597, abs=1e-6), + approx(-0.025760939344763756, abs=1e-6), + approx(0.02939697913825512, abs=1e-6), + approx(0.010298469103872776, abs=1e-6), + approx(-0.049152445048093796, abs=1e-6), + approx(0.015427765436470509, abs=1e-6), + approx(0.028693322092294693, abs=1e-6), + approx(0.011681453324854374, abs=1e-6), + approx(-0.0069687520153820515, abs=1e-6), + approx(-0.08346765488386154, abs=1e-6), + approx(0.1083698645234108, abs=1e-6), + approx(-0.04198264703154564, abs=1e-6), + approx(-0.04266297444701195, abs=1e-6), + approx(-0.021897386759519577, abs=1e-6), + approx(-0.02162591740489006, abs=1e-6), + approx(-0.007852147333323956, abs=1e-6), + approx(0.0382203571498394, abs=1e-6), + approx(-0.01800900511443615, abs=1e-6), + approx(-0.14943552017211914, abs=1e-6), + approx(0.023226426914334297, abs=1e-6), + approx(0.015028528869152069, abs=1e-6), + approx(-0.03989403694868088, abs=1e-6), + approx(0.0037517233286052942, abs=1e-6), + approx(0.04300670325756073, abs=1e-6), + approx(-0.084754578769207, abs=1e-6), + approx(-0.03029678948223591, abs=1e-6), + approx(-0.020130692049860954, abs=1e-6), + approx(-0.02503017708659172, abs=1e-6), + approx(0.003525990294292569, abs=1e-6), + approx(0.05823483690619469, abs=1e-6), + approx(0.005494723096489906, abs=1e-6), + approx(0.006489735096693039, abs=1e-6), + approx(3.174683674546661e-33, abs=1e-6), + approx(-0.042438242584466934, abs=1e-6), + approx(0.02992217242717743, abs=1e-6), + approx(-0.08836193382740021, abs=1e-6), + approx(0.06575305014848709, abs=1e-6), + approx(0.10463074594736099, abs=1e-6), + approx(-0.008896651677787304, abs=1e-6), + approx(0.04289451241493225, abs=1e-6), + approx(-0.09550552070140839, abs=1e-6), + approx(0.03168182820081711, abs=1e-6), + approx(0.07352748513221741, abs=1e-6), + approx(-0.13084882497787476, abs=1e-6), + approx(0.02552989311516285, abs=1e-6), + approx(0.016062133014202118, abs=1e-6), + approx(-0.004375615157186985, abs=1e-6), + approx(0.02920258417725563, abs=1e-6), + approx(-0.008134118281304836, abs=1e-6), + approx(0.06525745987892151, abs=1e-6), + approx(0.0006216352921910584, abs=1e-6), + approx(-0.007835793308913708, abs=1e-6), + approx(0.041560620069503784, abs=1e-6), + approx(-0.04372050613164902, abs=1e-6), + approx(0.09504030644893646, abs=1e-6), + approx(-0.025842614471912384, abs=1e-6), + approx(0.08701658993959427, abs=1e-6), + approx(-0.04147149249911308, abs=1e-6), + approx(0.03544051572680473, abs=1e-6), + approx(-0.014387136325240135, abs=1e-6), + approx(-0.026075268164277077, abs=1e-6), + approx(-0.09590042382478714, abs=1e-6), + approx(-0.008881512098014355, abs=1e-6), + approx(0.007069997023791075, abs=1e-6), + approx(-0.09052383154630661, abs=1e-6), + approx(-0.0797419622540474, abs=1e-6), + approx(-0.014227600768208504, abs=1e-6), + approx(-0.05348990857601166, abs=1e-6), + approx(0.05122567340731621, abs=1e-6), + approx(0.024540811777114868, abs=1e-6), + approx(-0.03697468340396881, abs=1e-6), + approx(-0.0734110027551651, abs=1e-6), + approx(-0.006874291691929102, abs=1e-6), + approx(0.0068125007674098015, abs=1e-6), + approx(-0.03291832655668259, abs=1e-6), + approx(0.015790732577443123, abs=1e-6), + approx(0.10594560205936432, abs=1e-6), + approx(0.022715117782354355, abs=1e-6), + approx(-0.05641733109951019, abs=1e-6), + approx(-0.032064203172922134, abs=1e-6), + approx(-0.10509152710437775, abs=1e-6), + approx(-0.03290463984012604, abs=1e-6), + approx(0.05139185115695, abs=1e-6), + approx(-0.10034648329019547, abs=1e-6), + approx(0.044995229691267014, abs=1e-6), + approx(-0.03296136111021042, abs=1e-6), + approx(-0.019640808925032616, abs=1e-6), + approx(-0.10540889203548431, abs=1e-6), + approx(0.011973694898188114, abs=1e-6), + approx(-0.011170921847224236, abs=1e-6), + approx(-0.06957732141017914, abs=1e-6), + approx(-0.009789649397134781, abs=1e-6), + approx(0.016010915860533714, abs=1e-6), + approx(-0.05117954686284065, abs=1e-6), + approx(0.008791357278823853, abs=1e-6), + approx(-0.006576159968972206, abs=1e-6), + approx(0.0662924274802208, abs=1e-6), + approx(0.10956111550331116, abs=1e-6), + approx(-0.054759278893470764, abs=1e-6), + approx(-0.05709334462881088, abs=1e-6), + approx(0.05029774457216263, abs=1e-6), + approx(0.012622491456568241, abs=1e-6), + approx(0.02845408022403717, abs=1e-6), + approx(0.1343768686056137, abs=1e-6), + approx(0.011013726703822613, abs=1e-6), + approx(-0.15195167064666748, abs=1e-6), + approx(-0.04947613552212715, abs=1e-6), + approx(-0.06537330150604248, abs=1e-6), + approx(-0.06709233671426773, abs=1e-6), + approx(-0.06969749927520752, abs=1e-6), + approx(-0.03129565715789795, abs=1e-6), + approx(-0.06176615506410599, abs=1e-6), + approx(-0.07420394569635391, abs=1e-6), + approx(0.028973843902349472, abs=1e-6), + approx(-0.008312417194247246, abs=1e-6), + approx(0.04321927949786186, abs=1e-6), + approx(-0.017557447776198387, abs=1e-6), + approx(-0.0051787244156003, abs=1e-6), + approx(-0.05432431399822235, abs=1e-6), + approx(-0.04127557948231697, abs=1e-6), + approx(-0.08270694315433502, abs=1e-6), + approx(-0.015986457467079163, abs=1e-6), + approx(0.008617997169494629, abs=1e-6), + approx(0.0006256008055061102, abs=1e-6), + approx(-0.06523493677377701, abs=1e-6), + approx(0.07926346361637115, abs=1e-6), + approx(0.02680228278040886, abs=1e-6), + approx(-0.025414032861590385, abs=1e-6), + approx(-1.965175044915668e-08, abs=1e-6), + approx(-0.022532761096954346, abs=1e-6), + approx(-0.015100622549653053, abs=1e-6), + approx(0.08194082975387573, abs=1e-6), + approx(-0.03959039971232414, abs=1e-6), + approx(0.04711082577705383, abs=1e-6), + approx(0.015206306241452694, abs=1e-6), + approx(0.06537686288356781, abs=1e-6), + approx(0.01843535713851452, abs=1e-6), + approx(-0.007971754297614098, abs=1e-6), + approx(-0.03773094713687897, abs=1e-6), + approx(0.023044036701321602, abs=1e-6), + approx(0.04045030474662781, abs=1e-6), + approx(-0.056972041726112366, abs=1e-6), + approx(-0.0030700573697686195, abs=1e-6), + approx(0.053666338324546814, abs=1e-6), + approx(0.06094931811094284, abs=1e-6), + approx(0.0383155420422554, abs=1e-6), + approx(-0.038075681775808334, abs=1e-6), + approx(-0.026754574850201607, abs=1e-6), + approx(0.0674038752913475, abs=1e-6), + approx(-0.05417698994278908, abs=1e-6), + approx(0.04589824005961418, abs=1e-6), + approx(-0.012908651493489742, abs=1e-6), + approx(0.015068471431732178, abs=1e-6), + approx(0.0330093614757061, abs=1e-6), + approx(0.004980822093784809, abs=1e-6), + approx(0.043408624827861786, abs=1e-6), + approx(0.06518962979316711, abs=1e-6), + approx(0.01621568575501442, abs=1e-6), + approx(0.03613711893558502, abs=1e-6), + approx(0.055674269795417786, abs=1e-6), + approx(0.11904116719961166, abs=1e-6), + approx(0.024056661874055862, abs=1e-6), + approx(0.015141709707677364, abs=1e-6), + approx(0.06056377291679382, abs=1e-6), + approx(0.036819666624069214, abs=1e-6), + approx(0.04125634953379631, abs=1e-6), + approx(-0.031558968126773834, abs=1e-6), + approx(0.05625437572598457, abs=1e-6), + approx(-0.02575598657131195, abs=1e-6), + approx(0.01332936342805624, abs=1e-6), + approx(0.04844079166650772, abs=1e-6), + approx(-0.021774716675281525, abs=1e-6), + approx(0.11008108407258987, abs=1e-6), + approx(0.038589540868997574, abs=1e-6), + approx(0.038059163838624954, abs=1e-6), + approx(-0.004871065728366375, abs=1e-6), + approx(-0.043283287435770035, abs=1e-6), + approx(-0.025374216958880424, abs=1e-6), + approx(0.01601369120180607, abs=1e-6), + approx(0.01833094097673893, abs=1e-6), + approx(0.05638064444065094, abs=1e-6), + approx(0.034615058451890945, abs=1e-6), + approx(-0.02065986767411232, abs=1e-6), + approx(0.021277612075209618, abs=1e-6), + approx(0.018937885761260986, abs=1e-6), + approx(0.03383445739746094, abs=1e-6), + approx(-0.00696248235180974, abs=1e-6), + approx(-0.024325966835021973, abs=1e-6), + approx(-0.019780263304710388, abs=1e-6), + approx(-0.019895320758223534, abs=1e-6), + approx(0.034644052386283875, abs=1e-6), + approx(0.049627237021923065, abs=1e-6), + approx(-0.029213037341833115, abs=1e-6), +] diff --git a/test/e2e/predictor/test_paddle.py b/test/e2e/predictor/test_paddle.py index 94748d0faf..b4657407ff 100644 --- a/test/e2e/predictor/test_paddle.py +++ b/test/e2e/predictor/test_paddle.py @@ -31,11 +31,12 @@ constants, ) -from ..common.utils import KSERVE_TEST_NAMESPACE, predict, predict_grpc +from ..common.utils import KSERVE_TEST_NAMESPACE, predict_isvc, predict_grpc @pytest.mark.predictor -def test_paddle(): +@pytest.mark.asyncio(scope="session") +async def test_paddle(rest_v1_client): predictor = V1beta1PredictorSpec( min_replicas=1, paddle=V1beta1PaddleServerSpec( @@ -72,14 +73,15 @@ def test_paddle(): logging.info(pod) raise e - res = predict(service_name, "./data/jay.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/jay.json") assert np.argmax(res["predictions"][0]) == 17 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor -def test_paddle_runtime(): +@pytest.mark.asyncio(scope="session") +async def test_paddle_runtime(rest_v1_client): predictor = V1beta1PredictorSpec( min_replicas=1, model=V1beta1ModelSpec( @@ -119,14 +121,15 @@ def test_paddle_runtime(): logging.info(pod) raise e - res = predict(service_name, "./data/jay.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/jay.json") assert np.argmax(res["predictions"][0]) == 17 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor -def test_paddle_v2_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_paddle_v2_kserve(rest_v2_client): predictor = V1beta1PredictorSpec( min_replicas=1, model=V1beta1ModelSpec( @@ -167,15 +170,20 @@ def test_paddle_v2_kserve(): logging.info(pod) raise e - res = predict(service_name, "./data/jay-v2.json", protocol_version="v2") - assert np.argmax(res["outputs"][0]["data"]) == 17 + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/jay-v2.json", + ) + assert np.argmax(res.outputs[0].data) == 17 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) -@pytest.mark.slow +@pytest.mark.predictor +@pytest.mark.asyncio(scope="session") @pytest.mark.skip("GRPC tests are failing in ODH at the moment") -def test_paddle_v2_grpc(): +async def test_paddle_v2_grpc(): service_name = "isvc-paddle-v2-grpc" model_name = "paddle" predictor = V1beta1PredictorSpec( @@ -221,10 +229,10 @@ def test_paddle_v2_grpc(): json_file = open("./data/jay-v2-grpc.json") payload = json.load(json_file)["inputs"] - response = predict_grpc( + response = await predict_grpc( service_name=service_name, payload=payload, model_name=model_name ) - prediction = list(response.outputs[0].contents.fp32_contents) + prediction = response.outputs[0].data assert np.argmax(prediction) == 17 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/predictor/test_pmml.py b/test/e2e/predictor/test_pmml.py index 6ba3f7bf08..819c65d424 100644 --- a/test/e2e/predictor/test_pmml.py +++ b/test/e2e/predictor/test_pmml.py @@ -14,8 +14,9 @@ import json import os +import time -from kserve import KServeClient +from kserve import KServeClient, InferOutput from kserve import V1beta1InferenceService from kserve import V1beta1InferenceServiceSpec from kserve import V1beta1PMMLSpec @@ -26,20 +27,22 @@ from kubernetes.client import V1ResourceRequirements, V1ContainerPort import pytest +from kserve.logging import trace_logger as logger from ..common.utils import KSERVE_TEST_NAMESPACE, predict_grpc -from ..common.utils import predict +from ..common.utils import predict_isvc @pytest.mark.predictor -def test_pmml_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_pmml_kserve(rest_v1_client): service_name = "isvc-pmml" predictor = V1beta1PredictorSpec( min_replicas=1, pmml=V1beta1PMMLSpec( storage_uri="gs://kfserving-examples/models/pmml", resources=V1ResourceRequirements( - requests={"cpu": "10m", "memory": "128Mi"}, - limits={"cpu": "100m", "memory": "256Mi"}, + requests={"cpu": "10m", "memory": "256Mi"}, + limits={"cpu": "100m", "memory": "512Mi"}, ), ), ) @@ -58,7 +61,11 @@ def test_pmml_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/pmml_input.json") + start = time.perf_counter() + res = await predict_isvc(rest_v1_client, service_name, "./data/pmml_input.json") + end = time.perf_counter() + print(f"Time taken: {end - start}") + logger.info(f"Time taken: {end - start}") assert res["predictions"] == [ { "Species": "setosa", @@ -72,7 +79,8 @@ def test_pmml_kserve(): @pytest.mark.predictor -def test_pmml_runtime_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_pmml_runtime_kserve(rest_v1_client): service_name = "isvc-pmml-runtime" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -82,8 +90,8 @@ def test_pmml_runtime_kserve(): ), storage_uri="gs://kfserving-examples/models/pmml", resources=V1ResourceRequirements( - requests={"cpu": "10m", "memory": "128Mi"}, - limits={"cpu": "100m", "memory": "256Mi"}, + requests={"cpu": "10m", "memory": "256Mi"}, + limits={"cpu": "100m", "memory": "512Mi"}, ), ), ) @@ -102,7 +110,7 @@ def test_pmml_runtime_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/pmml_input.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/pmml_input.json") assert res["predictions"] == [ { "Species": "setosa", @@ -116,7 +124,8 @@ def test_pmml_runtime_kserve(): @pytest.mark.predictor -def test_pmml_v2_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_pmml_v2_kserve(rest_v2_client): service_name = "isvc-pmml-v2-kserve" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -127,8 +136,8 @@ def test_pmml_v2_kserve(): runtime="kserve-pmmlserver", storage_uri="gs://kfserving-examples/models/pmml", resources=V1ResourceRequirements( - requests={"cpu": "10m", "memory": "128Mi"}, - limits={"cpu": "100m", "memory": "256Mi"}, + requests={"cpu": "10m", "memory": "256Mi"}, + limits={"cpu": "100m", "memory": "512Mi"}, ), ), ) @@ -147,50 +156,51 @@ def test_pmml_v2_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/pmml-input-v2.json", protocol_version="v2") - assert res["outputs"] == [ - { - "name": "Species", - "shape": [1], - "datatype": "BYTES", - "data": ["setosa"], - "parameters": None, - }, - { - "name": "Probability_setosa", - "shape": [1], - "datatype": "FP64", - "data": [1.0], - "parameters": None, - }, - { - "name": "Probability_versicolor", - "shape": [1], - "datatype": "FP64", - "data": [0.0], - "parameters": None, - }, - { - "name": "Probability_virginica", - "shape": [1], - "datatype": "FP64", - "data": [0.0], - "parameters": None, - }, - { - "name": "Node_Id", - "shape": [1], - "datatype": "BYTES", - "data": ["2"], - "parameters": None, - }, + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/pmml-input-v2.json", + ) + assert res.outputs == [ + InferOutput( + name="Species", + shape=[1], + datatype="BYTES", + data=["setosa"], + parameters=None, + ), + InferOutput( + name="Probability_setosa", + shape=[1], + datatype="FP64", + data=[1.0], + parameters=None, + ), + InferOutput( + name="Probability_versicolor", + shape=[1], + datatype="FP64", + data=[0.0], + parameters=None, + ), + InferOutput( + name="Probability_virginica", + shape=[1], + datatype="FP64", + data=[0.0], + parameters=None, + ), + InferOutput( + name="Node_Id", shape=[1], datatype="BYTES", data=["2"], parameters=None + ), ] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor -def test_pmml_v2_grpc(): +@pytest.mark.asyncio(scope="session") +async def test_pmml_v2_grpc(): service_name = "isvc-pmml-v2-grpc" model_name = "pmml" predictor = V1beta1PredictorSpec( @@ -202,8 +212,8 @@ def test_pmml_v2_grpc(): runtime="kserve-pmmlserver", storage_uri="gs://kfserving-examples/models/pmml", resources=V1ResourceRequirements( - requests={"cpu": "10m", "memory": "128Mi"}, - limits={"cpu": "100m", "memory": "256Mi"}, + requests={"cpu": "10m", "memory": "256Mi"}, + limits={"cpu": "100m", "memory": "512Mi"}, ), ports=[V1ContainerPort(container_port=8081, name="h2c", protocol="TCP")], args=["--model_name", model_name], @@ -228,11 +238,11 @@ def test_pmml_v2_grpc(): json_file = open("./data/pmml_input_v2_grpc.json") payload = json.load(json_file)["inputs"] - response = predict_grpc( + response = await predict_grpc( service_name=service_name, payload=payload, model_name=model_name ) - assert response.outputs[0].contents.bytes_contents[0] == b"setosa" - assert response.outputs[1].contents.fp64_contents[0] == 1.0 - assert response.outputs[2].contents.fp64_contents[0] == 0.0 - assert response.outputs[3].contents.fp64_contents[0] == 0.0 + assert response.outputs[0].data == [b"setosa"] + assert response.outputs[1].data == [1.0] + assert response.outputs[2].data == [0.0] + assert response.outputs[3].data == [0.0] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/predictor/test_raw_deployment.py b/test/e2e/predictor/test_raw_deployment.py index bcc2f5fae6..47ad44219c 100644 --- a/test/e2e/predictor/test_raw_deployment.py +++ b/test/e2e/predictor/test_raw_deployment.py @@ -11,6 +11,7 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. + import base64 import json import os @@ -33,13 +34,14 @@ import pytest from ..common.utils import KSERVE_TEST_NAMESPACE, predict_grpc -from ..common.utils import predict +from ..common.utils import predict_isvc api_version = constants.KSERVE_V1BETA1 @pytest.mark.raw -def test_raw_deployment_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_raw_deployment_kserve(rest_v1_client): service_name = "raw-sklearn" annotations = dict() annotations["serving.kserve.io/deploymentMode"] = "RawDeployment" @@ -71,13 +73,14 @@ def test_raw_deployment_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input.json") assert res["predictions"] == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.raw -def test_raw_deployment_runtime_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_raw_deployment_runtime_kserve(rest_v1_client): service_name = "raw-sklearn-runtime" annotations = dict() annotations["serving.kserve.io/deploymentMode"] = "RawDeployment" @@ -112,17 +115,18 @@ def test_raw_deployment_runtime_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input.json") assert res["predictions"] == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.grpc @pytest.mark.raw +@pytest.mark.asyncio(scope="session") @pytest.mark.skip( "The custom-model-grpc image fails in OpenShift with a permission denied error" ) -def test_raw_isvc_with_multiple_container_port(): +async def test_isvc_with_multiple_container_port(): service_name = "raw-multiport-custom-model" model_name = "custom-model" @@ -179,11 +183,10 @@ def test_raw_isvc_with_multiple_container_port(): } ] expected_output = ["14.976", "14.037", "13.966", "12.252", "12.086"] - grpc_response = predict_grpc( + grpc_response = await predict_grpc( service_name=service_name, payload=payload, model_name=model_name ) - fields = grpc_response.outputs[0].contents.ListFields() - _, field_value = fields[0] - grpc_output = ["%.3f" % value for value in list(field_value)] + fields = grpc_response.outputs[0].data + grpc_output = ["%.3f" % value for value in fields] assert grpc_output == expected_output kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/predictor/test_sklearn.py b/test/e2e/predictor/test_sklearn.py index 3594b94cf7..9824c22438 100644 --- a/test/e2e/predictor/test_sklearn.py +++ b/test/e2e/predictor/test_sklearn.py @@ -31,11 +31,12 @@ import kserve.protocol.grpc.grpc_predict_v2_pb2 as inference_pb2 -from ..common.utils import KSERVE_TEST_NAMESPACE, predict, predict_grpc +from ..common.utils import KSERVE_TEST_NAMESPACE, predict_isvc, predict_grpc @pytest.mark.predictor -def test_sklearn_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_kserve(rest_v1_client): service_name = "isvc-sklearn" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -62,16 +63,16 @@ def test_sklearn_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input.json") assert res["predictions"] == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor -def test_sklearn_v2_mlserver(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_v2_mlserver(rest_v2_client): service_name = "sklearn-v2-mlserver" protocol_version = "v2" - predictor = V1beta1PredictorSpec( min_replicas=1, sklearn=V1beta1SKLearnSpec( @@ -81,6 +82,12 @@ def test_sklearn_v2_mlserver(): requests={"cpu": "50m", "memory": "128Mi"}, limits={"cpu": "100m", "memory": "512Mi"}, ), + readiness_probe=client.V1Probe( + http_get=client.V1HTTPGetAction( + path=f"/v2/models/{service_name}/ready", port=8080 + ), + initial_delay_seconds=30, + ), ), ) @@ -99,15 +106,20 @@ def test_sklearn_v2_mlserver(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input_v2.json", protocol_version="v2") - assert res["outputs"][0]["data"] == [1, 1] + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2.json", + ) + assert res.outputs[0].data == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor @pytest.mark.kourier -def test_sklearn_runtime_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_runtime_kserve(rest_v1_client): service_name = "isvc-sklearn-runtime" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -120,6 +132,7 @@ def test_sklearn_runtime_kserve(): requests={"cpu": "50m", "memory": "128Mi"}, limits={"cpu": "100m", "memory": "256Mi"}, ), + args=["--workers=2"], ), ) @@ -137,13 +150,14 @@ def test_sklearn_runtime_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input.json") assert res["predictions"] == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor -def test_sklearn_v2_runtime_mlserver(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_v2_runtime_mlserver(rest_v2_client): service_name = "isvc-sklearn-v2-runtime" protocol_version = "v2" @@ -160,6 +174,12 @@ def test_sklearn_v2_runtime_mlserver(): requests={"cpu": "50m", "memory": "128Mi"}, limits={"cpu": "100m", "memory": "512Mi"}, ), + readiness_probe=client.V1Probe( + http_get=client.V1HTTPGetAction( + path=f"/v2/models/{service_name}/ready", port=8080 + ), + initial_delay_seconds=30, + ), ), ) @@ -178,14 +198,19 @@ def test_sklearn_v2_runtime_mlserver(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input_v2.json", protocol_version="v2") - assert res["outputs"][0]["data"] == [1, 1] + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2.json", + ) + assert res.outputs[0].data == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor -def test_sklearn_v2(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_v2(rest_v2_client): service_name = "isvc-sklearn-v2" predictor = V1beta1PredictorSpec( @@ -218,15 +243,34 @@ def test_sklearn_v2(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input_v2.json", protocol_version="v2") - assert res["outputs"][0]["data"] == [1, 1] + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2.json", + ) + assert res.outputs[0].data == [1, 1] + + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2_binary.json", + ) + assert res.outputs[0].data == [1, 1] + + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2_all_binary.json", + ) + assert res.outputs[0].data == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) -@pytest.mark.slow +@pytest.mark.predictor @pytest.mark.skip("GRPC tests are failing in ODH at the moment") -def test_sklearn_v2_grpc(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_v2_grpc(): service_name = "isvc-sklearn-v2-grpc" model_name = "sklearn" predictor = V1beta1PredictorSpec( @@ -264,20 +308,21 @@ def test_sklearn_v2_grpc(): json_file = open("./data/iris_input_v2_grpc.json") payload = json.load(json_file)["inputs"] - response = predict_grpc( + response = await predict_grpc( service_name=service_name, payload=payload, model_name=model_name ) - prediction = list(response.outputs[0].contents.int_contents) + prediction = response.outputs[0].data assert prediction == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) # In ODH, this test generates the following response: -# Code 500 - 'ColumnTransformer' object has no attribute '_name_to_fitted_passthrough' -@pytest.mark.slow +# Code 500 - 'ColumnTransformer' object has no attribute '_name_to_fitted_passthrough' +@pytest.mark.predictor +@pytest.mark.asyncio(scope="session") @pytest.mark.skip("Not testable in ODH at the moment") -def test_sklearn_v2_mixed(): +async def test_sklearn_v2_mixed(rest_v2_client): service_name = "isvc-sklearn-v2-mixed" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -309,17 +354,20 @@ def test_sklearn_v2_mixed(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - response = predict( - service_name, "./data/sklearn_mixed_v2.json", protocol_version="v2" + response = await predict_isvc( + rest_v2_client, + service_name, + "./data/sklearn_mixed_v2.json", ) - assert response["outputs"][0]["data"] == [12.202832815138274] + assert response.outputs[0].data == [12.202832815138274] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) -@pytest.mark.slow +@pytest.mark.predictor +@pytest.mark.asyncio(scope="session") @pytest.mark.skip("GRPC tests are failing in ODH at the moment") -def test_sklearn_v2_mixed_grpc(): +async def test_sklearn_v2_mixed_grpc(): service_name = "isvc-sklearn-v2-mixed-grpc" model_name = "sklearn" predictor = V1beta1PredictorSpec( @@ -377,13 +425,13 @@ def test_sklearn_v2_mixed_grpc(): } ) parameters = {"content_type": inference_pb2.InferParameter(string_param="pd")} - response = predict_grpc( + response = await predict_grpc( service_name=service_name, payload=payload, model_name=model_name, parameters=parameters, ) - prediction = list(response.outputs[0].contents.fp64_contents) + prediction = list(response.outputs[0].data) assert prediction == [12.202832815138274] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/predictor/test_tensorflow.py b/test/e2e/predictor/test_tensorflow.py index 6c35eb4394..1985be35ba 100644 --- a/test/e2e/predictor/test_tensorflow.py +++ b/test/e2e/predictor/test_tensorflow.py @@ -25,12 +25,13 @@ from kubernetes.client import V1ResourceRequirements import pytest -from ..common.utils import predict +from ..common.utils import predict_isvc from ..common.utils import KSERVE_TEST_NAMESPACE @pytest.mark.predictor -def test_tensorflow_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_tensorflow_kserve(rest_v1_client): service_name = "isvc-tensorflow" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -57,7 +58,7 @@ def test_tensorflow_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/flower_input.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/flower_input.json") assert np.argmax(res["predictions"][0].get("scores")) == 0 # Delete the InferenceService @@ -66,9 +67,10 @@ def test_tensorflow_kserve(): # In ODH, this test generates the following response: # 502 Server Error: Bad Gateway for url -@pytest.mark.slow +@pytest.mark.predictor +@pytest.mark.asyncio(scope="session") @pytest.mark.skip("Not testable in ODH at the moment") -def test_tensorflow_runtime_kserve(): +async def test_tensorflow_runtime_kserve(rest_v1_client): service_name = "isvc-tensorflow-runtime" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -98,7 +100,7 @@ def test_tensorflow_runtime_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/flower_input.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/flower_input.json") assert np.argmax(res["predictions"][0].get("scores")) == 0 # Delete the InferenceService diff --git a/test/e2e/predictor/test_torchserve.py b/test/e2e/predictor/test_torchserve.py index cc3398b364..ef1f3f5703 100644 --- a/test/e2e/predictor/test_torchserve.py +++ b/test/e2e/predictor/test_torchserve.py @@ -29,13 +29,14 @@ ) from kubernetes.client import V1ResourceRequirements, V1ContainerPort -from ..common.utils import KSERVE_TEST_NAMESPACE, predict, predict_grpc +from ..common.utils import KSERVE_TEST_NAMESPACE, predict_isvc, predict_grpc pytest.skip("ODH does not support torchserve at the moment", allow_module_level=True) @pytest.mark.predictor -def test_torchserve_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_torchserve_kserve(rest_v1_client): service_name = "mnist" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -64,13 +65,16 @@ def test_torchserve_kserve(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/torchserve_input.json") - assert res.get("predictions")[0] == 2 + res = await predict_isvc( + rest_v1_client, service_name, "./data/torchserve_input.json" + ) + assert res["predictions"][0] == 2 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor -def test_torchserve_v2_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_torchserve_v2_kserve(rest_v2_client): service_name = "mnist-v2" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -99,19 +103,20 @@ def test_torchserve_v2_kserve(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict( + res = await predict_isvc( + rest_v2_client, service_name, "./data/torchserve_input_v2.json", model_name="mnist", - protocol_version="v2", ) - assert res.get("outputs")[0]["data"] == [1] + assert res.outputs[0].data == [1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.grpc @pytest.mark.predictor -def test_torchserve_grpc_v2(): +@pytest.mark.asyncio(scope="session") +async def test_torchserve_grpc_v2(): service_name = "mnist-grpc" model_name = "mnist" predictor = V1beta1PredictorSpec( @@ -153,16 +158,17 @@ def test_torchserve_grpc_v2(): }, } ] - response = predict_grpc( + response = await predict_grpc( service_name=service_name, payload=payload, model_name=model_name ) - fields = response.outputs[0].contents.int64_contents + fields = response.outputs[0].data assert fields == [2] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor -def test_torchserve_runtime_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_torchserve_runtime_kserve(rest_v1_client): service_name = "mnist-runtime" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -194,6 +200,8 @@ def test_torchserve_runtime_kserve(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/torchserve_input.json", model_name="mnist") - assert res.get("predictions")[0] == 2 + res = await predict_isvc( + rest_v1_client, service_name, "./data/torchserve_input.json", model_name="mnist" + ) + assert res["predictions"][0] == 2 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/predictor/test_triton.py b/test/e2e/predictor/test_triton.py index cad559c704..5774216f9c 100644 --- a/test/e2e/predictor/test_triton.py +++ b/test/e2e/predictor/test_triton.py @@ -27,12 +27,13 @@ from kserve import V1beta1TritonSpec from kserve import constants from ..common.utils import KSERVE_TEST_NAMESPACE -from ..common.utils import predict +from ..common.utils import predict_isvc @pytest.mark.predictor @pytest.mark.path_based_routing -def test_triton(): +@pytest.mark.asyncio(scope="session") +async def test_triton(rest_v2_client): service_name = "isvc-triton" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -80,21 +81,23 @@ def test_triton(): for deployment in deployments.items: print(deployment) raise e - res = predict( + res = await predict_isvc( + rest_v2_client, service_name, "./data/cifar10_input_v2.json", model_name="cifar10", - protocol_version="v2", ) - assert np.argmax(res.get("outputs")[0]["data"]) == 3 + assert np.argmax(res.outputs[0].data) == 3 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) # Not testable in ODH until the following issue is solved: # https://github.com/opendatahub-io/odh-model-controller/issues/59 -@pytest.mark.fast +@pytest.mark.transformer +@pytest.mark.path_based_routing +@pytest.mark.asyncio(scope="session") @pytest.mark.skip(reason="Not testable in ODH at the moment") -def test_triton_runtime_with_transformer(): +async def test_triton_runtime_with_transformer(rest_v1_client): service_name = "isvc-triton-runtime" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -160,6 +163,8 @@ def test_triton_runtime_with_transformer(): for deployment in deployments.items: print(deployment) raise e - res = predict(service_name, "./data/image.json", model_name="cifar10") - assert np.argmax(res.get("predictions")[0]) == 5 + res = await predict_isvc( + rest_v1_client, service_name, "./data/image.json", model_name="cifar10" + ) + assert np.argmax(res["predictions"][0]) == 5 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/predictor/test_xgboost.py b/test/e2e/predictor/test_xgboost.py index 363cc28c5f..21f8903208 100644 --- a/test/e2e/predictor/test_xgboost.py +++ b/test/e2e/predictor/test_xgboost.py @@ -30,12 +30,13 @@ constants, ) -from ..common.utils import KSERVE_TEST_NAMESPACE, predict, predict_grpc +from ..common.utils import KSERVE_TEST_NAMESPACE, predict_isvc, predict_grpc @pytest.mark.predictor @pytest.mark.path_based_routing -def test_xgboost_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_xgboost_kserve(rest_v1_client): service_name = "isvc-xgboost" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -62,14 +63,15 @@ def test_xgboost_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input.json") assert res["predictions"] == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor @pytest.mark.path_based_routing -def test_xgboost_v2_mlserver(): +@pytest.mark.asyncio(scope="session") +async def test_xgboost_v2_mlserver(rest_v2_client): service_name = "isvc-xgboost-v2-mlserver" protocol_version = "v2" @@ -83,6 +85,12 @@ def test_xgboost_v2_mlserver(): requests={"cpu": "50m", "memory": "128Mi"}, limits={"cpu": "100m", "memory": "1024Mi"}, ), + readiness_probe=client.V1Probe( + http_get=client.V1HTTPGetAction( + path=f"/v2/models/{service_name}/ready", port=8080 + ), + initial_delay_seconds=30, + ), ), ) @@ -101,15 +109,20 @@ def test_xgboost_v2_mlserver(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input_v2.json", protocol_version="v2") - assert res["outputs"][0]["data"] == [1.0, 1.0] + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2.json", + ) + assert res.outputs[0].data == [1.0, 1.0] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor @pytest.mark.path_based_routing -def test_xgboost_runtime_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_xgboost_runtime_kserve(rest_v1_client): service_name = "isvc-xgboost-runtime" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -139,14 +152,15 @@ def test_xgboost_runtime_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input.json") assert res["predictions"] == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor @pytest.mark.path_based_routing -def test_xgboost_v2_runtime_mlserver(): +@pytest.mark.asyncio(scope="session") +async def test_xgboost_v2_runtime_mlserver(rest_v2_client): service_name = "isvc-xgboost-v2-runtime" protocol_version = "v2" @@ -163,6 +177,12 @@ def test_xgboost_v2_runtime_mlserver(): requests={"cpu": "50m", "memory": "128Mi"}, limits={"cpu": "100m", "memory": "1024Mi"}, ), + readiness_probe=client.V1Probe( + http_get=client.V1HTTPGetAction( + path=f"/v2/models/{service_name}/ready", port=8080 + ), + initial_delay_seconds=30, + ), ), ) @@ -181,15 +201,20 @@ def test_xgboost_v2_runtime_mlserver(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input_v2.json", protocol_version="v2") - assert res["outputs"][0]["data"] == [1.0, 1.0] + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2.json", + ) + assert res.outputs[0].data == [1.0, 1.0] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.predictor @pytest.mark.path_based_routing -def test_xgboost_v2(): +@pytest.mark.asyncio(scope="session") +async def test_xgboost_v2(rest_v2_client): service_name = "isvc-xgboost-v2" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -221,15 +246,20 @@ def test_xgboost_v2(): kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input_v2.json", protocol_version="v2") - assert res["outputs"][0]["data"] == [1.0, 1.0] + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2.json", + ) + assert res.outputs[0].data == [1.0, 1.0] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.grpc @pytest.mark.predictor -def test_xgboost_v2_grpc(): +@pytest.mark.asyncio(scope="session") +async def test_xgboost_v2_grpc(): service_name = "isvc-xgboost-v2-grpc" model_name = "xgboost" predictor = V1beta1PredictorSpec( @@ -266,10 +296,10 @@ def test_xgboost_v2_grpc(): json_file = open("./data/iris_input_v2_grpc.json") payload = json.load(json_file)["inputs"] - response = predict_grpc( + response = await predict_grpc( service_name=service_name, payload=payload, model_name=model_name ) - prediction = list(response.outputs[0].contents.fp32_contents) + prediction = response.outputs[0].data assert prediction == [1.0, 1.0] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/qpext/test_qpext.py b/test/e2e/qpext/test_qpext.py index c88298fb27..13df3188f2 100644 --- a/test/e2e/qpext/test_qpext.py +++ b/test/e2e/qpext/test_qpext.py @@ -11,9 +11,10 @@ # See the License for the specific language governing permissions and # limitations under the License. -import logging +import asyncio import os -import time + +import pytest import requests import portforward from kubernetes import client @@ -25,10 +26,11 @@ V1beta1PredictorSpec, V1beta1SKLearnSpec, ) +from kserve.logging import logger from kubernetes.client import V1ResourceRequirements from ..common.utils import KSERVE_TEST_NAMESPACE, get_cluster_ip -from ..common.utils import predict +from ..common.utils import predict_isvc ENABLE_METRIC_AGG = "serving.kserve.io/enable-metric-aggregation" @@ -36,7 +38,8 @@ METRICS_PATH = "metrics" -def test_qpext_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_qpext_kserve(rest_v2_client): # test the qpext using the sklearn predictor service_name = "sklearn-v2-metrics" protocol_version = "v2" @@ -49,6 +52,12 @@ def test_qpext_kserve(): requests={"cpu": "50m", "memory": "128Mi"}, limits={"cpu": "100m", "memory": "512Mi"}, ), + readiness_probe=client.V1Probe( + http_get=client.V1HTTPGetAction( + path=f"/v2/models/{service_name}/ready", port=8080 + ), + initial_delay_seconds=30, + ), ), ) @@ -78,17 +87,19 @@ def test_qpext_kserve(): cluster_ip=get_cluster_ip(), ) - res = predict( - service_name, "./data/iris_input_v2.json", protocol_version=protocol_version + res = await predict_isvc( + rest_v2_client, + service_name, + "./data/iris_input_v2.json", ) - assert res["outputs"][0]["data"] == [1, 1] + assert res.outputs[0].data == [1, 1] - send_metrics_request(kserve_client, service_name) + await send_metrics_request(kserve_client, service_name) kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) -def send_metrics_request(kserve_client, service_name): - time.sleep(10) +async def send_metrics_request(kserve_client, service_name): + await asyncio.sleep(10) pods = kserve_client.core_api.list_namespaced_pod( KSERVE_TEST_NAMESPACE, label_selector="serving.kserve.io/inferenceservice={}".format(service_name), @@ -103,10 +114,10 @@ def send_metrics_request(kserve_client, service_name): with portforward.forward( KSERVE_TEST_NAMESPACE, pod_name, METRICS_AGG_PORT, METRICS_AGG_PORT ): - logging.info(f"metrics request url: {url}") + logger.info(f"metrics request url: {url}") response = requests.get(url) - logging.info(f"response: {response}, content: {response.content}") - logging.info( + logger.info(f"response: {response}, content: {response.content}") + logger.info( "Got response code %s, content %s", response.status_code, response.content ) diff --git a/test/e2e/storagespec/test_s3_storagespec.py b/test/e2e/storagespec/test_s3_storagespec.py index 1b90798ea2..12e3229b5a 100644 --- a/test/e2e/storagespec/test_s3_storagespec.py +++ b/test/e2e/storagespec/test_s3_storagespec.py @@ -25,13 +25,14 @@ from kubernetes.client import V1ResourceRequirements import pytest -from ..common.utils import predict +from ..common.utils import predict_isvc from ..common.utils import KSERVE_TEST_NAMESPACE @pytest.mark.predictor @pytest.mark.path_based_routing -def test_sklearn_s3_storagespec_kserve(): +@pytest.mark.asyncio(scope="session") +async def test_sklearn_s3_storagespec_kserve(rest_v1_client): service_name = "isvc-sklearn-s3" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -62,6 +63,6 @@ def test_sklearn_s3_storagespec_kserve(): ) kserve_client.create(isvc) kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict(service_name, "./data/iris_input.json") + res = await predict_isvc(rest_v1_client, service_name, "./data/iris_input.json") assert res["predictions"] == [1, 1] kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/transformer/test_collocation.py b/test/e2e/transformer/test_collocation.py index 506d4dcf9c..6db667ea2b 100644 --- a/test/e2e/transformer/test_collocation.py +++ b/test/e2e/transformer/test_collocation.py @@ -26,7 +26,7 @@ from kubernetes.client import V1EnvVar from kubernetes.client import V1ContainerPort import pytest -from ..common.utils import predict +from ..common.utils import predict_isvc from ..common.utils import ( KSERVE_TEST_NAMESPACE, INFERENCESERVICE_CONTAINER, @@ -36,7 +36,8 @@ @pytest.mark.collocation -def test_transformer_collocation(): +@pytest.mark.asyncio(scope="session") +async def test_transformer_collocation(rest_v1_client): service_name = "custom-model-transformer-collocation" model_name = "mnist" predictor = V1beta1PredictorSpec( @@ -113,16 +114,19 @@ def test_transformer_collocation(): for pod in pods.items: print(pod) raise e - res = predict(service_name, "./data/transformer.json", model_name=model_name) - assert res.get("predictions")[0] == 2 + res = await predict_isvc( + rest_v1_client, service_name, "./data/transformer.json", model_name=model_name + ) + assert res["predictions"][0] == 2 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) @pytest.mark.raw +@pytest.mark.asyncio(scope="session") @pytest.mark.skip( "The torchserve container fails in OpenShift with permission denied errors" ) -def test_raw_transformer_collocation(): +async def test_raw_transformer_collocation(rest_v1_client): service_name = "raw-custom-model-collocation" model_name = "mnist" predictor = V1beta1PredictorSpec( @@ -204,6 +208,8 @@ def test_raw_transformer_collocation(): for pod in pods.items: print(pod) raise e - res = predict(service_name, "./data/transformer.json", model_name=model_name) - assert res.get("predictions")[0] == 2 + res = await predict_isvc( + rest_v1_client, service_name, "./data/transformer.json", model_name=model_name + ) + assert res["predictions"][0] == 2 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/transformer/test_raw_transformer.py b/test/e2e/transformer/test_raw_transformer.py index 0fcc98275c..fb22a0deb4 100644 --- a/test/e2e/transformer/test_raw_transformer.py +++ b/test/e2e/transformer/test_raw_transformer.py @@ -25,15 +25,17 @@ from kubernetes.client import V1Container from kubernetes.client import V1EnvVar import pytest -from ..common.utils import predict +from ..common.utils import predict_isvc from ..common.utils import KSERVE_TEST_NAMESPACE @pytest.mark.raw +@pytest.mark.asyncio(scope="session") @pytest.mark.skip( "The torchserve container fails in OpenShift with permission denied errors" ) -def test_transformer(): +async def test_transformer(rest_v1_client): + service_name = "raw-transformer" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -95,6 +97,8 @@ def test_transformer(): ) raise e - res = predict(service_name, "./data/transformer.json", model_name="mnist") - assert res.get("predictions")[0] == 2 + res = await predict_isvc( + rest_v1_client, service_name, "./data/transformer.json", model_name="mnist" + ) + assert res["predictions"][0] == 2 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/e2e/transformer/test_transformer.py b/test/e2e/transformer/test_transformer.py index 5f6ba8e151..0de464188f 100644 --- a/test/e2e/transformer/test_transformer.py +++ b/test/e2e/transformer/test_transformer.py @@ -25,12 +25,13 @@ from kubernetes.client import V1Container from kubernetes.client import V1EnvVar import pytest -from ..common.utils import predict +from ..common.utils import predict_isvc from ..common.utils import KSERVE_TEST_NAMESPACE @pytest.mark.transformer -def test_transformer(): +@pytest.mark.asyncio(scope="session") +async def test_transformer(rest_v1_client): service_name = "isvc-transformer" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -96,6 +97,8 @@ def test_transformer(): for pod in pods.items: print(pod) raise e - res = predict(service_name, "./data/transformer.json", model_name="mnist") - assert res.get("predictions")[0] == 2 + res = await predict_isvc( + rest_v1_client, service_name, "./data/transformer.json", model_name="mnist" + ) + assert res["predictions"][0] == 2 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) diff --git a/test/scripts/gh-actions/install-knative-operator.sh b/test/scripts/gh-actions/install-knative-operator.sh index ab866f3ab9..e75052cb79 100755 --- a/test/scripts/gh-actions/install-knative-operator.sh +++ b/test/scripts/gh-actions/install-knative-operator.sh @@ -20,16 +20,8 @@ set -o errexit set -o nounset set -o pipefail -KNATIVE_OPERATOR_PLUGIN_VERSION="knative-v1.13.0" -KNATIVE_OPERATOR_VERSION="1.13.1" -KNATIVE_CLI_VERSION="knative-v1.13.0" - -echo "Installing Knative cli ..." -wget https://github.com/knative/client/releases/download/"${KNATIVE_CLI_VERSION}"/kn-linux-amd64 -O /usr/local/bin/kn && chmod +x /usr/local/bin/kn +KNATIVE_OPERATOR_VERSION="v1.14.5" echo "Installing Knative Operator ..." -wget https://github.com/knative-sandbox/kn-plugin-operator/releases/download/"${KNATIVE_OPERATOR_PLUGIN_VERSION}"/kn-operator-linux-amd64 -O kn-operator && chmod +x kn-operator -mkdir -p ~/.config/kn/plugins -mv kn-operator ~/.config/kn/plugins -kn operator install -n knative-operator -v "${KNATIVE_OPERATOR_VERSION}" -kubectl wait --for=condition=Ready pods --all --timeout=300s -n knative-operator +helm install knative-operator --namespace knative-operator --create-namespace --wait \ + https://github.com/knative/operator/releases/download/knative-${KNATIVE_OPERATOR_VERSION}/knative-operator-${KNATIVE_OPERATOR_VERSION}.tgz diff --git a/test/scripts/gh-actions/run-e2e-tests.sh b/test/scripts/gh-actions/run-e2e-tests.sh index 292a301d4f..e3d460fb9f 100755 --- a/test/scripts/gh-actions/run-e2e-tests.sh +++ b/test/scripts/gh-actions/run-e2e-tests.sh @@ -30,5 +30,5 @@ fi PARALLELISM="${2:-1}" source python/kserve/.venv/bin/activate pushd test/e2e >/dev/null - pytest -m "$1" --ignore=qpext --log-level=INFO -o log_cli=true -n $PARALLELISM --dist worksteal + pytest -m "$1" --ignore=qpext --log-cli-level=INFO -n $PARALLELISM --dist worksteal popd diff --git a/test/scripts/gh-actions/setup-deps.sh b/test/scripts/gh-actions/setup-deps.sh index fbf5e018d4..b187897ff4 100755 --- a/test/scripts/gh-actions/setup-deps.sh +++ b/test/scripts/gh-actions/setup-deps.sh @@ -25,7 +25,7 @@ SCRIPT_DIR="$( cd -- "$( dirname -- "${BASH_SOURCE[0]:-$0}"; )" &> /dev/null && DEPLOYMENT_MODE="${1:-'serverless'}" ISTIO_VERSION="1.20.4" -CERT_MANAGER_VERSION="v1.5.0" +CERT_MANAGER_VERSION="v1.15.1" YQ_VERSION="v4.28.1" echo "Installing yq ..." @@ -63,10 +63,8 @@ if [[ $DEPLOYMENT_MODE != "raw" ]];then echo "Installing Knative serving ..." kubectl apply -f ./test/overlays/knative/knative-serving-istio.yaml - # sleep to avoid running kubectl wait before pods are created - sleep 15 echo "Waiting for Knative to be ready ..." - kubectl wait --for=condition=Ready pods --all --timeout=400s -n knative-serving -l 'app in (webhook, activator,autoscaler,autoscaler-hpa,controller,net-istio-controller,net-istio-webhook)' + kubectl wait --for=condition=Ready -n knative-serving KnativeServing knative-serving --timeout=300s # echo "Add knative hpa..." # kubectl apply -f https://github.com/knative/serving/releases/download/knative-v1.0.0/serving-hpa.yaml fi diff --git a/test/scripts/gh-actions/setup-kourier.sh b/test/scripts/gh-actions/setup-kourier.sh index 6dd02ab2b1..9869daaf96 100755 --- a/test/scripts/gh-actions/setup-kourier.sh +++ b/test/scripts/gh-actions/setup-kourier.sh @@ -21,7 +21,7 @@ set -o errexit set -o nounset set -o pipefail -CERT_MANAGER_VERSION="v1.5.0" +CERT_MANAGER_VERSION="v1.15.1" YQ_VERSION="v4.28.1" echo "Installing yq ..." @@ -31,11 +31,9 @@ source ./test/scripts/gh-actions/install-knative-operator.sh echo "Installing Knative serving and Kourier..." kubectl apply -f ./test/overlays/knative/knative-serving-kourier.yaml -# sleep to avoid running kubectl wait before pods are created -sleep 15 echo "Waiting for Knative and Kourier to be ready ..." -kubectl wait --for=condition=Ready pods --all --timeout=300s -n knative-serving -l 'app in (webhook, activator,autoscaler,autoscaler-hpa,controller,net-kourier-controller,3scale-kourier-gateway)' +kubectl wait --for=condition=Ready -n knative-serving KnativeServing knative-serving --timeout=300s echo "Installing cert-manager ..." kubectl create namespace cert-manager diff --git a/test/scripts/gh-actions/setup-poetry.sh b/test/scripts/gh-actions/setup-poetry.sh index 1b358d6da9..ce1ab80aae 100755 --- a/test/scripts/gh-actions/setup-poetry.sh +++ b/test/scripts/gh-actions/setup-poetry.sh @@ -20,7 +20,7 @@ set -o errexit set -o nounset set -o pipefail -export POETRY_VERSION=1.7.1 +export POETRY_VERSION=1.8.3 echo "Installing Poetry $POETRY_VERSION ..." pip install poetry==$POETRY_VERSION poetry config virtualenvs.create true diff --git a/tools/tf2openapi/Dockerfile b/tools/tf2openapi/Dockerfile index 2202d798f9..46ffa0faef 100644 --- a/tools/tf2openapi/Dockerfile +++ b/tools/tf2openapi/Dockerfile @@ -1,5 +1,5 @@ # Build the manager binary -FROM golang:1.21 as builder +FROM golang:1.21 AS builder # Copy in the go src WORKDIR /go/src/github.com/kserve/kserve