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When applying the seldon deployment below on a GCP cluster, the main pod status stays on pending (the canary works) and shows the following warning:
Warning FailedScheduling No nodes are available that match all of the predicates: Insufficient cpu (5).
The cluster has 5 nodes.
seldon deployment JSON:
{ "apiVersion": "machinelearning.seldon.io/v1alpha1", "kind": "SeldonDeployment", "metadata": { "labels": { "app": "seldon" }, "name": "seldon-deployment-example" }, "spec": { "annotations": { "project-name":"FX Market Prediction", "deployment_version": "v1" }, "name": "test-deployment-complex", "oauth_key": "oauth-key", "oauth_secret": "oauth-secret", "predictors": [ { "componentSpec": { "spec": { "containers": [ { "image": "seldonio/mean_classifier:0.6", "imagePullPolicy": "IfNotPresent", "name": "mean-classifier-1", "resources": { "requests": { "memory": "1Mi", "cpu": "0.1" } } }, { "image": "seldonio/mean_classifier:0.6", "imagePullPolicy": "IfNotPresent", "name": "mean-classifier-2", "resources": { "requests": { "memory": "1Mi", "cpu": "0.1" } } }, { "image": "seldonio/mean_classifier:0.6", "imagePullPolicy": "IfNotPresent", "name": "mean-classifier-3", "resources": { "requests": { "memory": "1Mi", "cpu": "0.1" } } }, { "image": "seldonio/mock_outlier_detector:1.0", "imagePullPolicy": "IfNotPresent", "name": "outlier-detector", "resources": { "requests": { "memory": "1Mi", "cpu": "0.1" } } }, { "image": "seldonio/mock_transformer:1.0", "imagePullPolicy": "IfNotPresent", "name": "mean-transformer", "resources": { "requests": { "memory": "1Mi", "cpu": "0.1" } } } ], "terminationGracePeriodSeconds": 20 } }, "name": "fx-market-predictor", "replicas": 1, "annotations": { "predictor_version": "v1" }, "graph": { "name": "outlier-detector", "type": "TRANSFORMER", "endpoint": { "type": "REST" }, "children": [ { "name": "random-abtest", "implementation": "RANDOM_ABTEST", "type": "UNKNOWN_TYPE", "children": [ { "name": "mean-transformer", "type": "TRANSFORMER", "endpoint": { "type": "REST" }, "children": [ { "name": "mean-classifier-1", "type": "MODEL", "endpoint": { "type": "REST" } } ] }, { "name": "ensemble", "type": "UNKNOWN_TYPE", "implementation": "AVERAGE_COMBINER", "children": [ { "name": "mean-classifier-2", "type": "MODEL", "endpoint": { "type": "REST" } }, { "name": "mean-classifier-3", "type": "MODEL", "endpoint": { "type": "REST" } } ] } ] } ] } }, { "componentSpec": { "spec": { "containers": [ { "image": "seldonio/mean_classifier:0.6", "imagePullPolicy": "IfNotPresent", "name": "mean-classifier", "resources": { "requests": { "memory": "1Mi", "cpu": "0.1" } } }, { "image": "seldonio/mock_transformer:1.0", "imagePullPolicy": "IfNotPresent", "name": "mean-transformer", "resources": { "requests": { "memory": "1Mi", "cpu": "0.1" } } } ], "terminationGracePeriodSeconds": 20 } }, "name": "fx-market-predictor-canary", "replicas": 1, "annotations": { "predictor_version": "v1" }, "graph": { "name": "mean-transformer", "type": "TRANSFORMER", "endpoint": { "type": "REST" }, "children": [ { "name": "mean-classifier", "endpoint": { "type": "REST" }, "type": "MODEL" } ] } } ] } }
The text was updated successfully, but these errors were encountered:
We should change the Helm scripts to specify smaller initial CPU requests for the default components.
Sorry, something went wrong.
Close this as the initial problem is fixed by hard wiring resource request to engine.
gsunner
ukclivecox
No branches or pull requests
When applying the seldon deployment below on a GCP cluster, the main pod status stays on pending (the canary works) and shows the following warning:
Warning FailedScheduling No nodes are available that match all of the predicates: Insufficient cpu (5).
The cluster has 5 nodes.
seldon deployment JSON:
{
"apiVersion": "machinelearning.seldon.io/v1alpha1",
"kind": "SeldonDeployment",
"metadata": {
"labels": {
"app": "seldon"
},
"name": "seldon-deployment-example"
},
"spec": {
"annotations": {
"project-name":"FX Market Prediction",
"deployment_version": "v1"
},
"name": "test-deployment-complex",
"oauth_key": "oauth-key",
"oauth_secret": "oauth-secret",
"predictors": [
{
"componentSpec": {
"spec": {
"containers": [
{
"image": "seldonio/mean_classifier:0.6",
"imagePullPolicy": "IfNotPresent",
"name": "mean-classifier-1",
"resources": {
"requests": {
"memory": "1Mi",
"cpu": "0.1"
}
}
},
{
"image": "seldonio/mean_classifier:0.6",
"imagePullPolicy": "IfNotPresent",
"name": "mean-classifier-2",
"resources": {
"requests": {
"memory": "1Mi",
"cpu": "0.1"
}
}
},
{
"image": "seldonio/mean_classifier:0.6",
"imagePullPolicy": "IfNotPresent",
"name": "mean-classifier-3",
"resources": {
"requests": {
"memory": "1Mi",
"cpu": "0.1"
}
}
},
{
"image": "seldonio/mock_outlier_detector:1.0",
"imagePullPolicy": "IfNotPresent",
"name": "outlier-detector",
"resources": {
"requests": {
"memory": "1Mi",
"cpu": "0.1"
}
}
},
{
"image": "seldonio/mock_transformer:1.0",
"imagePullPolicy": "IfNotPresent",
"name": "mean-transformer",
"resources": {
"requests": {
"memory": "1Mi",
"cpu": "0.1"
}
}
}
],
"terminationGracePeriodSeconds": 20
}
},
"name": "fx-market-predictor",
"replicas": 1,
"annotations": {
"predictor_version": "v1"
},
"graph": {
"name": "outlier-detector",
"type": "TRANSFORMER",
"endpoint": {
"type": "REST"
},
"children": [
{
"name": "random-abtest",
"implementation": "RANDOM_ABTEST",
"type": "UNKNOWN_TYPE",
"children": [
{
"name": "mean-transformer",
"type": "TRANSFORMER",
"endpoint": {
"type": "REST"
},
"children": [
{
"name": "mean-classifier-1",
"type": "MODEL",
"endpoint": {
"type": "REST"
}
}
]
},
{
"name": "ensemble",
"type": "UNKNOWN_TYPE",
"implementation": "AVERAGE_COMBINER",
"children": [
{
"name": "mean-classifier-2",
"type": "MODEL",
"endpoint": {
"type": "REST"
}
},
{
"name": "mean-classifier-3",
"type": "MODEL",
"endpoint": {
"type": "REST"
}
}
]
}
]
}
]
}
},
{
"componentSpec": {
"spec": {
"containers": [
{
"image": "seldonio/mean_classifier:0.6",
"imagePullPolicy": "IfNotPresent",
"name": "mean-classifier",
"resources": {
"requests": {
"memory": "1Mi",
"cpu": "0.1"
}
}
},
{
"image": "seldonio/mock_transformer:1.0",
"imagePullPolicy": "IfNotPresent",
"name": "mean-transformer",
"resources": {
"requests": {
"memory": "1Mi",
"cpu": "0.1"
}
}
}
],
"terminationGracePeriodSeconds": 20
}
},
"name": "fx-market-predictor-canary",
"replicas": 1,
"annotations": {
"predictor_version": "v1"
},
"graph": {
"name": "mean-transformer",
"type": "TRANSFORMER",
"endpoint": {
"type": "REST"
},
"children": [
{
"name": "mean-classifier",
"endpoint": {
"type": "REST"
},
"type": "MODEL"
}
]
}
}
]
}
}
The text was updated successfully, but these errors were encountered: