From 6df366abdf851ba5c11a6ce2e0f9fbef0c990a08 Mon Sep 17 00:00:00 2001 From: Sherif Akoush Date: Fri, 24 Jun 2022 19:04:54 +0100 Subject: [PATCH] Sherif akoush/demo fixes (#312) * add k6 changes * update dashboard * update doc dashboard * fix size --- docs/source/contents/metrics/dashboard.png | Bin 256221 -> 134629 bytes .../Seldon Core Model Mesh Monitoring.json | 197 +++++++++++++++--- tests/k6/components/settings.js | 8 + tests/k6/components/utils.js | 34 +-- tests/k6/configs/k8s/base/k6.yaml | 8 +- 5 files changed, 198 insertions(+), 49 deletions(-) diff --git a/docs/source/contents/metrics/dashboard.png b/docs/source/contents/metrics/dashboard.png index 5cf62d70105dad84dc14b860dd9c83e75c3b48ee..de53b1d62abd8bff775df06122db55277e85441e 100644 GIT binary patch literal 134629 zcmZ6x1yo$i(l(4G1cCoQo9j+iJjtGwn4*>yzC@CSL1OWlF3IPEv{ORNS6)#ao`S(8ek7W_K3;>z8JNF9e=0?wau<@}`I;^79wx$wJ|Vnc zch@4dg}zp}0oYJ|u5Q=*LA}WCs9x1b!y0YO%6MBDjuRJARtQNY3?G5;jT!0o*$6^$ 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--git a/prometheus/dashboards/Seldon Core Model Mesh Monitoring.json b/prometheus/dashboards/Seldon Core Model Mesh Monitoring.json index 7f8ea3aff5..c15af12818 100644 --- a/prometheus/dashboards/Seldon Core Model Mesh Monitoring.json +++ b/prometheus/dashboards/Seldon Core Model Mesh Monitoring.json @@ -704,7 +704,7 @@ }, "gridPos": { "h": 8, - "w": 8, + "w": 5, "x": 0, "y": 12 }, @@ -728,7 +728,7 @@ "uid": "P1809F7CD0C75ACF3" }, "exemplar": true, - "expr": "sum(seldon_mesh_seldon_server_replica_memory_capacity_bytes_gauge)", + "expr": "sum(seldon_mesh_seldon_server_replica_memory_capacity_bytes_gauge{server=\"triton\"})", "hide": false, "interval": "", "legendFormat": "Capacity", @@ -740,7 +740,7 @@ "uid": "P1809F7CD0C75ACF3" }, "exemplar": true, - "expr": "sum(seldon_mesh_seldon_loaded_model_memory_bytes_gauge)", + "expr": "sum(seldon_mesh_seldon_loaded_model_memory_bytes_gauge{server=\"triton\"})", "hide": false, "interval": "", "legendFormat": "Used", @@ -752,7 +752,7 @@ "uid": "P1809F7CD0C75ACF3" }, "exemplar": true, - "expr": "sum(seldon_mesh_seldon_server_replica_memory_capacity_overcommit_bytes_gauge)", + "expr": "sum(seldon_mesh_seldon_server_replica_memory_capacity_overcommit_bytes_gauge{server=\"triton\"})", "hide": false, "interval": "", "legendFormat": "Capacity with Over-commit", @@ -764,14 +764,14 @@ "uid": "P1809F7CD0C75ACF3" }, "exemplar": true, - "expr": "sum(seldon_mesh_seldon_loaded_model_memory_bytes_gauge) + sum(seldon_mesh_seldon_evicted_model_memory_bytes_gauge)", + "expr": "sum(seldon_mesh_seldon_loaded_model_memory_bytes_gauge{server=\"triton\"}) + sum(seldon_mesh_seldon_evicted_model_memory_bytes_gauge{server=\"triton\"})", "hide": false, "interval": "", "legendFormat": "Used with Over-commit", "refId": "D" } ], - "title": "Memory Slots", + "title": "Memory Slots (triton)", "transformations": [], "type": "timeseries" }, @@ -791,7 +791,7 @@ "axisPlacement": "auto", "barAlignment": 0, "drawStyle": "line", - "fillOpacity": 0, + "fillOpacity": 10, "gradientMode": "none", "hideFrom": { "legend": false, @@ -799,16 +799,13 @@ "viz": false }, "lineInterpolation": "linear", - "lineStyle": { - "fill": "solid" - }, "lineWidth": 1, "pointSize": 5, "scaleDistribution": { "type": "linear" }, - "showPoints": "auto", - "spanNulls": false, + "showPoints": "never", + "spanNulls": true, "stacking": { "group": "A", "mode": "none" @@ -818,6 +815,7 @@ } }, "mappings": [], + "min": 0, "thresholds": { "mode": "absolute", "steps": [ @@ -831,17 +829,17 @@ } ] }, - "unit": "s" + "unit": "decbytes" }, "overrides": [] }, "gridPos": { "h": 8, - "w": 8, - "x": 8, + "w": 5, + "x": 5, "y": 12 }, - "id": 15, + "id": 21, "options": { "legend": { "calcs": [], @@ -849,7 +847,7 @@ "placement": "bottom" }, "tooltip": { - "mode": "single", + "mode": "multi", "sort": "none" } }, @@ -861,14 +859,50 @@ "uid": "P1809F7CD0C75ACF3" }, "exemplar": true, - "expr": "avg((rate(seldon_mesh_seldon_aggregate_infer_seconds_total{container=\"agent\"}[1m]) / rate(seldon_mesh_seldon_aggregate_infer_total{container=\"agent\"}[1m])) > 0 ) by (server, method_type)", + "expr": "sum(seldon_mesh_seldon_server_replica_memory_capacity_bytes_gauge{server=\"mlserver\"})", "hide": false, "interval": "", - "legendFormat": "{{server}}_{{method_type}}_avg", + "legendFormat": "Capacity", + "refId": "B" + }, + { + "datasource": { + "type": "prometheus", + "uid": "P1809F7CD0C75ACF3" + }, + "exemplar": true, + "expr": "sum(seldon_mesh_seldon_loaded_model_memory_bytes_gauge{server=\"mlserver\"})", + "hide": false, + "interval": "", + "legendFormat": "Used", + "refId": "C" + }, + { + "datasource": { + "type": "prometheus", + "uid": "P1809F7CD0C75ACF3" + }, + "exemplar": true, + "expr": "sum(seldon_mesh_seldon_server_replica_memory_capacity_overcommit_bytes_gauge{server=\"mlserver\"})", + "hide": false, + "interval": "", + "legendFormat": "Capacity with Over-commit", "refId": "A" + }, + { + "datasource": { + "type": "prometheus", + "uid": "P1809F7CD0C75ACF3" + }, + "exemplar": true, + "expr": "sum(seldon_mesh_seldon_loaded_model_memory_bytes_gauge{server=\"mlserver\"}) + sum(seldon_mesh_seldon_evicted_model_memory_bytes_gauge{server=\"mlserver\"})", + "hide": false, + "interval": "", + "legendFormat": "Used with Over-commit", + "refId": "D" } ], - "title": "Infer Latency [1m]", + "title": "Memory Slots (mlserver)", "transformations": [], "type": "timeseries" }, @@ -929,10 +963,10 @@ "overrides": [] }, "gridPos": { - "h": 9, - "w": 8, - "x": 0, - "y": 20 + "h": 8, + "w": 6, + "x": 10, + "y": 12 }, "id": 19, "options": { @@ -942,7 +976,7 @@ "placement": "bottom" }, "tooltip": { - "mode": "single", + "mode": "multi", "sort": "none" } }, @@ -953,9 +987,9 @@ "uid": "P1809F7CD0C75ACF3" }, "exemplar": true, - "expr": "container_memory_working_set_bytes{container=\"mlserver\"}", + "expr": "sum(container_memory_working_set_bytes{container=\"mlserver\"}) ", "interval": "10s", - "legendFormat": "{{pod}}", + "legendFormat": "mlserver", "refId": "A" }, { @@ -964,16 +998,113 @@ "uid": "P1809F7CD0C75ACF3" }, "exemplar": true, - "expr": "container_memory_working_set_bytes{container=\"triton\"}", + "expr": "sum(container_memory_working_set_bytes{container=\"triton\"})", "hide": false, "interval": "10s", - "legendFormat": "{{pod}}", + "legendFormat": "triton", "refId": "B" } ], "title": "Memory Used", "type": "timeseries" }, + { + "datasource": { + "type": "prometheus", + "uid": "P1809F7CD0C75ACF3" + }, + "description": "", + "fieldConfig": { + "defaults": { + "color": { + "mode": "palette-classic" + }, + "custom": { + "axisLabel": "", + "axisPlacement": "auto", + "barAlignment": 0, + "drawStyle": "line", + "fillOpacity": 0, + "gradientMode": "none", + "hideFrom": { + "legend": false, + "tooltip": false, + "viz": false + }, + "lineInterpolation": "linear", + "lineStyle": { + "fill": "solid" + }, + "lineWidth": 1, + "pointSize": 5, + "scaleDistribution": { + "type": "linear" + }, + "showPoints": "auto", + "spanNulls": false, + "stacking": { + "group": "A", + "mode": "none" + }, + "thresholdsStyle": { + "mode": "off" + } + }, + "mappings": [], + "thresholds": { + "mode": "absolute", + "steps": [ + { + "color": "green", + "value": null + }, + { + "color": "red", + "value": 80 + } + ] + }, + "unit": "s" + }, + "overrides": [] + }, + "gridPos": { + "h": 8, + "w": 8, + "x": 0, + "y": 20 + }, + "id": 15, + "options": { + "legend": { + "calcs": [], + "displayMode": "list", + "placement": "bottom" + }, + "tooltip": { + "mode": "single", + "sort": "none" + } + }, + "pluginVersion": "8.4.6", + "targets": [ + { + "datasource": { + "type": "prometheus", + "uid": "P1809F7CD0C75ACF3" + }, + "exemplar": true, + "expr": "avg((rate(seldon_mesh_seldon_aggregate_infer_seconds_total{container=\"agent\"}[1m]) / rate(seldon_mesh_seldon_aggregate_infer_total{container=\"agent\"}[1m])) > 0 ) by (server, method_type)", + "hide": false, + "interval": "", + "legendFormat": "{{server}}_{{method_type}}_avg", + "refId": "A" + } + ], + "title": "Infer Latency [1m]", + "transformations": [], + "type": "timeseries" + }, { "datasource": { "type": "prometheus", @@ -1030,7 +1161,7 @@ "overrides": [] }, "gridPos": { - "h": 9, + "h": 8, "w": 8, "x": 8, "y": 20 @@ -1076,7 +1207,7 @@ "type": "timeseries" } ], - "refresh": "5s", + "refresh": "30s", "schemaVersion": 35, "style": "dark", "tags": [], @@ -1084,13 +1215,13 @@ "list": [] }, "time": { - "from": "now-15m", + "from": "now-10m", "to": "now" }, "timepicker": {}, "timezone": "", "title": "Seldon Core Model Mesh Monitoring", "uid": "MHloCP_7z", - "version": 22, + "version": 7, "weekStart": "" } \ No newline at end of file diff --git a/tests/k6/components/settings.js b/tests/k6/components/settings.js index d8eb4f49f7..64cb220536 100644 --- a/tests/k6/components/settings.js +++ b/tests/k6/components/settings.js @@ -166,6 +166,13 @@ function inferType() { return "REST" } +function doWarmup() { + if (__ENV.WARMUP) { + return (__ENV.WARMUP === "true") + } + return true +} + export function getConfig() { return { "schedulerEndpoint": schedulerEndpoint(), @@ -192,5 +199,6 @@ export function getConfig() { "modelEndIdx" : modelEndIdx(), "modelName" : modelName(), "inferType" : inferType(), + "doWarmup": doWarmup(), } } \ No newline at end of file diff --git a/tests/k6/components/utils.js b/tests/k6/components/utils.js index 2a45319ecc..76d9fadffc 100644 --- a/tests/k6/components/utils.js +++ b/tests/k6/components/utils.js @@ -37,22 +37,30 @@ export function setupBase(config ) { } } - // warm up - for (let i = 0; i < config.maxNumModels; i++) { - const modelName = config.modelNamePrefix + i.toString() - + // note: this doesnt work in case of kafka + // and in the pipeline gateway doesnt support status endpoint + // wait for all models to be ready + if (!config.isLoadPipeline) { + const n = config.maxNumModels - 1 + const modelName = config.modelNamePrefix + n.toString() const modelNameWithVersion = modelName + getVersionSuffix(config) // first version - - const model = generateModel(config.modelType, modelNameWithVersion, 1, 1, config.isSchedulerProxy, config.modelMemoryBytes) + while (modelStatusHttp(config.inferHttpEndpoint, config.isEnvoy?modelName:modelNameWithVersion, config.isEnvoy) !== 200) { + sleep(1) + } + } - // note: this doesnt work in case of kafa - // and in the pipeline gateway doesnt support status endpoint - // while (modelStatusHttp(config.inferHttpEndpoint, config.isEnvoy?modelName:modelNameWithVersion, config.isEnvoy) !== 200) { - // sleep(1) - // } + if (config.doWarmup) { + // warm up + for (let i = 0; i < config.maxNumModels; i++) { + const modelName = config.modelNamePrefix + i.toString() - inferHttpLoop( - config.inferHttpEndpoint, config.isEnvoy?modelName:modelNameWithVersion, model.inference.http, 1, config.isEnvoy, config.dataflowTag) + const modelNameWithVersion = modelName + getVersionSuffix(config) // first version + + const model = generateModel(config.modelType, modelNameWithVersion, 1, 1, config.isSchedulerProxy, config.modelMemoryBytes) + + inferHttpLoop( + config.inferHttpEndpoint, config.isEnvoy?modelName:modelNameWithVersion, model.inference.http, 1, config.isEnvoy, config.dataflowTag) + } } var disconnectSchedulerFn = disconnectScheduler diff --git a/tests/k6/configs/k8s/base/k6.yaml b/tests/k6/configs/k8s/base/k6.yaml index c21fdd49d3..7226e65747 100644 --- a/tests/k6/configs/k8s/base/k6.yaml +++ b/tests/k6/configs/k8s/base/k6.yaml @@ -33,15 +33,17 @@ spec: - name: INFER_GRPC_ITERATIONS value: "1" - name: MODELNAME_PREFIX - value: "tfsimpleu" + value: "tfsimplea" - name: MODEL_TYPE value: "tfsimple" - name: MODEL_MEMORY_BYTES - value: "500000" + value: "400000" - name: MAX_NUM_MODELS - value: "20000" + value: "18000" - name: INFER_BATCH_SIZE value: "1" + - name: WARMUP + value: "false" - name: GOOGLE_APPLICATION_CREDENTIALS value: "/var/run/secret/cloud.google.com/k6-service-account.json" - name: GS_BUCKET_NAME