mirror of
https://github.com/bitnami/charts.git
synced 2026-08-10 14:15:55 +08:00
Merge pull request #958 from tompizmor/add_new_tf_resnet_chart
Add new TensorFlow ResNet helm chart
This commit is contained in:
Tomas Pizarro
@@ -60,6 +60,7 @@ $ helm search bitnami
|
||||
- [nginx-ingress-controller](https://github.com/bitnami/charts/tree/master/bitnami/nginx-ingress-controller)
|
||||
- [NodeJS](https://github.com/bitnami/charts/tree/master/bitnami/node)
|
||||
- [TensorFlow Inception](https://github.com/bitnami/charts/tree/master/bitnami/tensorflow-inception)
|
||||
- [TensorFlow ResNet](https://github.com/bitnami/charts/tree/master/bitnami/tensorflow-resnet)
|
||||
- [Tomcat](https://github.com/bitnami/charts/tree/master/bitnami/tomcat)
|
||||
- [WildFly](https://github.com/bitnami/charts/tree/master/bitnami/wildfly)
|
||||
- [ZooKeeper](https://github.com/bitnami/charts/tree/master/bitnami/zookeeper)
|
||||
|
||||
Executable
+21
@@ -0,0 +1,21 @@
|
||||
# Patterns to ignore when building packages.
|
||||
# This supports shell glob matching, relative path matching, and
|
||||
# negation (prefixed with !). Only one pattern per line.
|
||||
.DS_Store
|
||||
# Common VCS dirs
|
||||
.git/
|
||||
.gitignore
|
||||
.bzr/
|
||||
.bzrignore
|
||||
.hg/
|
||||
.hgignore
|
||||
.svn/
|
||||
# Common backup files
|
||||
*.swp
|
||||
*.bak
|
||||
*.tmp
|
||||
*~
|
||||
# Various IDEs
|
||||
.project
|
||||
.idea/
|
||||
*.tmproj
|
||||
Executable
+19
@@ -0,0 +1,19 @@
|
||||
name: tensorflow-resnet
|
||||
version: 0.0.1
|
||||
appVersion: 1.12.0
|
||||
description: Open-source software library serving the ResNet machine learning model.
|
||||
keywords:
|
||||
- tensorflow
|
||||
- serving
|
||||
- resnet
|
||||
- machine
|
||||
- learning
|
||||
- library
|
||||
home: https://tensorflow.github.io/serving/
|
||||
sources:
|
||||
- https://github.com/bitnami/bitnami-docker-tensorflow-serving
|
||||
- https://github.com/bitnami/bitnami-docker-tensorflow-resnet
|
||||
maintainers:
|
||||
- email: containers@bitnami.com
|
||||
name: Bitnami
|
||||
engine: gotpl
|
||||
Executable
+126
@@ -0,0 +1,126 @@
|
||||
# TensorFlow Serving ResNet
|
||||
|
||||
TensorFlow Serving is an open-source software library for serving machine learning models. This chart will specifically serve the ResNet model with already trained data.
|
||||
|
||||
## TL;DR;
|
||||
|
||||
```console
|
||||
$ helm install bitnami/tensorflow-resnet
|
||||
```
|
||||
|
||||
## Introduction
|
||||
|
||||
This chart bootstraps a TensorFlow Serving ResNet deployment on a [Kubernetes](http://kubernetes.io) cluster using the [Helm](https://helm.sh) package manager.
|
||||
|
||||
Bitnami charts can be used with [Kubeapps](https://kubeapps.com/) for deployment and management of Helm Charts in clusters.
|
||||
|
||||
## Prerequisites
|
||||
|
||||
- Kubernetes 1.4+ with Beta APIs enabled
|
||||
- PV provisioner support in the underlying infrastructure
|
||||
|
||||
## Get this chart
|
||||
|
||||
Download the latest release of the chart from the [releases](../../../releases) page.
|
||||
|
||||
Alternatively, clone the repo if you wish to use the development snapshot:
|
||||
|
||||
```console
|
||||
$ git clone https://github.com/bitnami/charts.git
|
||||
```
|
||||
|
||||
## Installing the Chart
|
||||
|
||||
To install the chart with the release name `my-release`:
|
||||
|
||||
```console
|
||||
$ helm install --name my-release bitnami/tensorflow-resnet
|
||||
```
|
||||
|
||||
The command deploys Tensorflow Serving ResNet model on the Kubernetes cluster in the default configuration. The [configuration](#configuration) section lists the parameters that can be configured during installation.
|
||||
|
||||
> **Tip**: List all releases using `helm list`
|
||||
|
||||
## Uninstalling the Chart
|
||||
|
||||
To uninstall/delete the `my-release` deployment:
|
||||
|
||||
```console
|
||||
$ helm delete my-release
|
||||
```
|
||||
You can check your releases with:
|
||||
|
||||
```console
|
||||
$ helm list
|
||||
```
|
||||
|
||||
The command removes all the Kubernetes components associated with the chart and deletes the release.
|
||||
|
||||
## Configuration
|
||||
|
||||
The following tables lists the configurable parameters of the TensorFlow ResNet chart and their default values.
|
||||
|
||||
| Parameter | Description | Default |
|
||||
| ------------------------------------------ | -----------------------------------------------------| -------------------------------------------------------------|
|
||||
| `global.imageRegistry` | Global Docker image registry | `nil` |
|
||||
| `server.image.registry` | TensorFlow Serving image registry | `docker.io` |
|
||||
| `server.image.repository` | TensorFlow Serving Image name | `bitnami/tensorflow-serving` |
|
||||
| `server.image.tag` | TensorFlow Serving Image tag | `{VERSION}` |
|
||||
| `server.image.pullPolicy` | TensorFlow Serving image pull policy | `Always` if `imageTag` is `latest`, else `IfNotPresent` |
|
||||
| `server.image.pullSecrets` | Specify image pull secrets | `nil` (does not add image pull secrets to deployed pods) |
|
||||
| `replicaCount` | Desired number of pods | `1` |
|
||||
| `server.port` | Tensorflow server port | `8500` |
|
||||
| `client.image.registry` | TensorFlow ResNet image registry | `docker.io` |
|
||||
| `client.image.repository` | TensorFlow ResNet Image name | `bitnami/tensorflow-resnet` |
|
||||
| `client.image.tag` | TensorFlow ResNet Image tag | `{VERSION}` |
|
||||
| `client.image.pullPolicy` | TensorFlow ResNet image pull policy | `Always` if `imageTag` is `latest`, else `IfNotPresent` |
|
||||
| `client.image.pullSecrets` | Specify image pull secrets | `nil` (does not add image pull secrets to deployed pods) |
|
||||
| `imagePullPolicy` | Image pull policy | `Always` if `image` tag is `latest`, else `IfNotPresent` |
|
||||
| `podAnnotations` | Pod annotations | `{}` |
|
||||
| `livenessProbe.enabled` | Would you like a livessProbed to be enabled | `true` |
|
||||
| `livenessProbe.initialDelaySeconds` | Delay before liveness probe is initiated | 30 |
|
||||
| `livenessProbe.periodSeconds` | How often to perform the probe | 5 |
|
||||
| `livenessProbe.timeoutSeconds` | When the probe times out | 5 |
|
||||
| `livenessProbe.failureThreshold` | Minimum consecutive failures for the probe to be considered failed after having succeeded | 6 |
|
||||
| `livenessProbe.successThreshold` | Minimum consecutive successes for the probe to be considered successful after having failed | 1 |
|
||||
| `readinessProbe.enabled` | Would you like a readinessProbe to be enabled | `true` |
|
||||
| `readinessProbe.initialDelaySeconds` | Delay before liveness probe is initiated | 15 |
|
||||
| `readinessProbe.periodSeconds` | How often to perform the probe | 5 |
|
||||
| `readinessProbe.timeoutSeconds` | When the probe times out | 5 |
|
||||
| `readinessProbe.failureThreshold` | Minimum consecutive failures for the probe to be considered failed after having succeeded | 6 |
|
||||
| `readinessProbe.successThreshold` | Minimum consecutive successes for the probe to be considered successful after having failed | 1 |
|
||||
| `metrics.enabled` | Start a side-car Tensorflow prometheus exporter | `false` |
|
||||
| `metrics.image.registry` | Tensorflow exporter image registry | `docker.io` |
|
||||
| `metrics.image.repository` | Tensorflow exporter image name | `ynqa/tensorflow-serving-exporter` |
|
||||
| `metrics.image.tag` | Tensorflow exporter image tag | `latest` |
|
||||
| `metrics.image.pullPolicy` | Image pull policy | `IfNotPresent` |
|
||||
| `metrics.image.pullSecrets` | Specify docker-registry secret names as an array | `nil` |
|
||||
| `metrics.port` | TensorFlow Exporter port | `9118` |
|
||||
| `metrics.livenessProbe.enabled` | Would you like a livessProbed to be enabled (metrics) | `true` |
|
||||
| `metrics.livenessProbe.initialDelaySeconds` | Delay before liveness probe is initiated (metrics) | 30 |
|
||||
| `metrics.livenessProbe.periodSeconds` | How often to perform the probe (metrics) | 5 |
|
||||
| `metrics.livenessProbe.timeoutSeconds` | When the probe times out (metrics) | 5 |
|
||||
| `metrics.livenessProbe.failureThreshold` | Minimum consecutive failures for the probe to be considered failed after having succeeded (metrics) | 6 |
|
||||
| `metrics.livenessProbe.successThreshold` | Minimum consecutive successes for the probe to be considered successful after having failed (metrics) | 1 |
|
||||
| `metrics.readinessProbe.enabled` | Would you like a readinessProbe to be enabled (metrics) | `true` |
|
||||
| `metrics.readinessProbe.initialDelaySeconds` | Delay before liveness probe is initiated (metrics) | 15 |
|
||||
| `metrics.readinessProbe.periodSeconds` | How often to perform the probe (metrics) | 5 |
|
||||
| `metrics.readinessProbe.timeoutSeconds` | When the probe times out (metrics) | 5 |
|
||||
| `metrics.readinessProbe.failureThreshold` | Minimum consecutive failures for the probe to be considered failed after having succeeded (metrics) | 6 |
|
||||
| `metrics.readinessProbe.successThreshold` | Minimum consecutive successes for the probe to be considered successful after having failed (metrics) | 1 |
|
||||
| `metrics.podAnnotations` | Additional annotations for Metrics exporter pod | `{prometheus.io/scrape: "true", prometheus.io/port: "9118"}` |
|
||||
| `metrics.resources` | Exporter resource requests/limit | Memory: `256Mi`, CPU: `100m` |
|
||||
|
||||
Specify each parameter using the `--set key=value[,key=value]` argument to `helm install`. For example,
|
||||
|
||||
```console
|
||||
$ helm install --name my-release bitnami/tensorflow-resnet --set imagePullPolicy=Always
|
||||
```
|
||||
|
||||
Alternatively, a YAML file that specifies the values for the above parameters can be provided while installing the chart. For example,
|
||||
|
||||
```console
|
||||
$ helm install --name my-release -f values.yaml bitnami/tensorflow-resnet
|
||||
```
|
||||
|
||||
> **Tip**: You can use the default [values.yaml](values.yaml)
|
||||
+30
@@ -0,0 +1,30 @@
|
||||
*******************************************************************
|
||||
*** Please be patient while the chart is being deployed. ***
|
||||
*******************************************************************
|
||||
|
||||
1. Get the TensorFlow Serving URL by running:
|
||||
|
||||
{{- if contains "NodePort" .Values.serviceType }}
|
||||
|
||||
export APP_HOST=$(kubectl get nodes --namespace {{ .Release.Namespace }} -o jsonpath="{.items[0].status.addresses[0].address}")
|
||||
export APP_PORT=$(kubectl get svc --namespace {{ .Release.Namespace }} {{ template "fullname" . }} -o jsonpath="{.spec.ports[0].nodePort}")
|
||||
|
||||
{{- else if contains "LoadBalancer" .Values.serviceType }}
|
||||
|
||||
NOTE: It may take a few minutes for the LoadBalancer IP to be available.
|
||||
Watch the status with: 'kubectl get svc --namespace {{ .Release.Namespace }} -w {{ template "fullname" . }}'
|
||||
|
||||
export APP_HOST=$(kubectl get svc --namespace {{ .Release.Namespace }} {{ template "fullname" . }} --template "{{"{{ range (index .status.loadBalancer.ingress 0) }}{{.}}{{ end }}"}}")
|
||||
export APP_PORT=$(kubectl get svc --namespace {{ .Release.Namespace }} {{ template "fullname" . }} -o jsonpath="{.spec.ports[0].port}")
|
||||
|
||||
{{- else if contains "ClusterIP" .Values.serviceType }}
|
||||
|
||||
export APP_HOST=127.0.0.1
|
||||
export APP_PORT=$(kubectl get svc --namespace {{ .Release.Namespace }} {{ template "fullname" . }} -o jsonpath="{.spec.ports[0].port}")
|
||||
kubectl port-forward --namespace {{ .Release.Namespace }} svc/{{ template "tensorflow-resnet.fullname" . }} $APP_PORT:$APP_PORT &
|
||||
|
||||
{{- end }}
|
||||
|
||||
2. Test the server with a sample image.
|
||||
|
||||
docker run --rm -it bitnami/tensorflow-resnet bash -c "curl -Lo /tmp/cat.jpg https://tensorflow.org/images/blogs/serving/cat.jpg && resnet_client_cc --server_port=$APP_HOST:$APP_PORT --image_file=/tmp/cat.jpg"
|
||||
@@ -0,0 +1,72 @@
|
||||
{{/* vim: set filetype=mustache: */}}
|
||||
{{/*
|
||||
Expand the name of the chart.
|
||||
*/}}
|
||||
{{- define "name" -}}
|
||||
{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" -}}
|
||||
{{- end -}}
|
||||
|
||||
{{/*
|
||||
Create a default fully qualified app name.
|
||||
We truncate at 63 chars because some Kubernetes name fields are limited to this (by the DNS naming spec).
|
||||
*/}}
|
||||
{{- define "fullname" -}}
|
||||
{{- $name := default .Chart.Name .Values.nameOverride -}}
|
||||
{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" -}}
|
||||
{{- end -}}
|
||||
|
||||
{{/*
|
||||
Return the proper tensorflow-resnet server image name
|
||||
*/}}
|
||||
{{- define "tensorflow-resnet.server.image" -}}
|
||||
{{- $registryName := .Values.server.image.registry -}}
|
||||
{{- $repositoryName := .Values.server.image.repository -}}
|
||||
{{- $tag := .Values.server.image.tag | toString -}}
|
||||
{{/*
|
||||
Helm 2.11 supports the assignment of a value to a variable defined in a different scope,
|
||||
but Helm 2.9 and 2.10 doesn't support it, so we need to implement this if-else logic.
|
||||
Also, we can't use a single if because lazy evaluation is not an option
|
||||
*/}}
|
||||
{{- if .Values.global }}
|
||||
{{- if .Values.global.imageRegistry }}
|
||||
{{- printf "%s/%s:%s" .Values.global.imageRegistry $repositoryName $tag -}}
|
||||
{{- else -}}
|
||||
{{- printf "%s/%s:%s" $registryName $repositoryName $tag -}}
|
||||
{{- end -}}
|
||||
{{- else -}}
|
||||
{{- printf "%s/%s:%s" $registryName $repositoryName $tag -}}
|
||||
{{- end -}}
|
||||
{{- end -}}
|
||||
|
||||
{{/*
|
||||
Return the proper tensorflow-resnet client image name
|
||||
*/}}
|
||||
{{- define "tensorflow-resnet.client.image" -}}
|
||||
{{- $registryName := .Values.client.image.registry -}}
|
||||
{{- $repositoryName := .Values.client.image.repository -}}
|
||||
{{- $tag := .Values.client.image.tag | toString -}}
|
||||
{{/*
|
||||
Helm 2.11 supports the assignment of a value to a variable defined in a different scope,
|
||||
but Helm 2.9 and 2.10 doesn't support it, so we need to implement this if-else logic.
|
||||
Also, we can't use a single if because lazy evaluation is not an option
|
||||
*/}}
|
||||
{{- if .Values.global }}
|
||||
{{- if .Values.global.imageRegistry }}
|
||||
{{- printf "%s/%s:%s" .Values.global.imageRegistry $repositoryName $tag -}}
|
||||
{{- else -}}
|
||||
{{- printf "%s/%s:%s" $registryName $repositoryName $tag -}}
|
||||
{{- end -}}
|
||||
{{- else -}}
|
||||
{{- printf "%s/%s:%s" $registryName $repositoryName $tag -}}
|
||||
{{- end -}}
|
||||
{{- end -}}
|
||||
|
||||
{{/*
|
||||
Return the proper image name (for the metrics image)
|
||||
*/}}
|
||||
{{- define "metrics.image" -}}
|
||||
{{- $registryName := .Values.metrics.image.registry -}}
|
||||
{{- $repositoryName := .Values.metrics.image.repository -}}
|
||||
{{- $tag := .Values.metrics.image.tag | toString -}}
|
||||
{{- printf "%s/%s:%s" $registryName $repositoryName $tag -}}
|
||||
{{- end -}}
|
||||
@@ -0,0 +1,125 @@
|
||||
apiVersion: extensions/v1beta1
|
||||
kind: Deployment
|
||||
metadata:
|
||||
name: {{ template "fullname" . }}
|
||||
labels:
|
||||
app: {{ template "name" . }}
|
||||
chart: "{{ .Chart.Name }}-{{ .Chart.Version }}"
|
||||
release: "{{ .Release.Name }}"
|
||||
heritage: "{{ .Release.Service }}"
|
||||
spec:
|
||||
selector:
|
||||
matchLabels:
|
||||
app: {{ template "name" . }}
|
||||
release: "{{ .Release.Name }}"
|
||||
replicas: {{ .Values.replicaCount }}
|
||||
template:
|
||||
metadata:
|
||||
labels:
|
||||
app: {{ template "name" . }}
|
||||
chart: "{{ .Chart.Name }}-{{ .Chart.Version }}"
|
||||
release: "{{ .Release.Name }}"
|
||||
{{- if or .Values.podAnnotations .Values.metrics.enabled }}
|
||||
annotations:
|
||||
{{- if .Values.podAnnotations }}
|
||||
{{ toYaml .Values.podAnnotations | indent 8 }}
|
||||
{{- end }}
|
||||
{{- if .Values.metrics.podAnnotations }}
|
||||
{{ toYaml .Values.metrics.podAnnotations | indent 8 }}
|
||||
{{- end }}
|
||||
{{- end }}
|
||||
spec:
|
||||
{{- if .Values.server.image.pullSecrets }}
|
||||
imagePullSecrets:
|
||||
{{- range .Values.server.image.pullSecrets }}
|
||||
- name: {{ . }}
|
||||
{{- end}}
|
||||
{{- end }}
|
||||
initContainers:
|
||||
- name: seed
|
||||
image: "{{ template "tensorflow-resnet.client.image" . }}"
|
||||
imagePullPolicy: {{ .Values.client.image.pullPolicy | quote }}
|
||||
command:
|
||||
- "/bin/sh"
|
||||
- "-c"
|
||||
- |
|
||||
if [ -f /seed/.initialized ];then
|
||||
echo "Already initialized. Skipping"
|
||||
else
|
||||
curl -o /seed/resnet_v2_fp32_savedmodel_NHWC_jpg.tar.gz http://download.tensorflow.org/models/official/20181001_resnet/savedmodels/resnet_v2_fp32_savedmodel_NHWC_jpg.tar.gz
|
||||
cd /seed/ && tar -xzf resnet_v2_fp32_savedmodel_NHWC_jpg.tar.gz --strip-components=2
|
||||
rm resnet_v2_fp32_savedmodel_NHWC_jpg.tar.gz
|
||||
touch /seed/.initialized
|
||||
fi
|
||||
volumeMounts:
|
||||
- name: seed
|
||||
mountPath: /seed
|
||||
containers:
|
||||
- name: serving
|
||||
image: "{{ template "tensorflow-resnet.server.image" . }}"
|
||||
imagePullPolicy: {{ .Values.server.image.pullPolicy | quote }}
|
||||
ports:
|
||||
- name: tf-serving
|
||||
containerPort: {{ .Values.server.port }}
|
||||
{{- if .Values.livenessProbe.enabled }}
|
||||
livenessProbe:
|
||||
tcpSocket:
|
||||
port: tf-serving
|
||||
initialDelaySeconds: {{ .Values.livenessProbe.initialDelaySeconds }}
|
||||
periodSeconds: {{ .Values.livenessProbe.periodSeconds }}
|
||||
timeoutSeconds: {{ .Values.livenessProbe.timeoutSeconds }}
|
||||
successThreshold: {{ .Values.livenessProbe.successThreshold }}
|
||||
failureThreshold: {{ .Values.livenessProbe.failureThreshold }}
|
||||
{{- end }}
|
||||
{{- if .Values.readinessProbe.enabled }}
|
||||
readinessProbe:
|
||||
tcpSocket:
|
||||
port: tf-serving
|
||||
initialDelaySeconds: {{ .Values.readinessProbe.initialDelaySeconds }}
|
||||
periodSeconds: {{ .Values.readinessProbe.periodSeconds }}
|
||||
timeoutSeconds: {{ .Values.readinessProbe.timeoutSeconds }}
|
||||
successThreshold: {{ .Values.readinessProbe.successThreshold }}
|
||||
failureThreshold: {{ .Values.readinessProbe.failureThreshold }}
|
||||
{{- end }}
|
||||
env:
|
||||
- name: TENSORFLOW_SERVING_MODEL_NAME
|
||||
value: "resnet"
|
||||
volumeMounts:
|
||||
- name: seed
|
||||
mountPath: "/bitnami/model-data"
|
||||
{{- if .Values.metrics.enabled }}
|
||||
- name: metrics
|
||||
image: {{ template "metrics.image" . }}
|
||||
imagePullPolicy: {{ .Values.metrics.image.pullPolicy | quote }}
|
||||
command: ['python', 'tf_serving_exporter.py', '--tf_port', '{{ .Values.server.port }}', '--port', {{ .Values.metrics.port }}, '--model_name', 'resnet']
|
||||
ports:
|
||||
- name: metrics
|
||||
containerPort: {{ .Values.metrics.port }}
|
||||
{{- if .Values.metrics.livenessProbe.enabled }}
|
||||
livenessProbe:
|
||||
httpGet:
|
||||
path: /metrics
|
||||
port: metrics
|
||||
initialDelaySeconds: {{ .Values.metrics.livenessProbe.initialDelaySeconds }}
|
||||
periodSeconds: {{ .Values.metrics.livenessProbe.periodSeconds }}
|
||||
timeoutSeconds: {{ .Values.metrics.livenessProbe.timeoutSeconds }}
|
||||
successThreshold: {{ .Values.metrics.livenessProbe.successThreshold }}
|
||||
failureThreshold: {{ .Values.metrics.livenessProbe.failureThreshold }}
|
||||
{{- end }}
|
||||
{{- if .Values.metrics.readinessProbe.enabled }}
|
||||
readinessProbe:
|
||||
httpGet:
|
||||
path: /metrics
|
||||
port: metrics
|
||||
initialDelaySeconds: {{ .Values.metrics.readinessProbe.initialDelaySeconds }}
|
||||
periodSeconds: {{ .Values.metrics.readinessProbe.periodSeconds }}
|
||||
timeoutSeconds: {{ .Values.metrics.readinessProbe.timeoutSeconds }}
|
||||
successThreshold: {{ .Values.metrics.readinessProbe.successThreshold }}
|
||||
failureThreshold: {{ .Values.metrics.readinessProbe.failureThreshold }}
|
||||
{{- end }}
|
||||
resources:
|
||||
{{ toYaml .Values.metrics.resources | indent 10 }}
|
||||
{{- end }}
|
||||
volumes:
|
||||
- name: seed
|
||||
emptyDir: {}
|
||||
@@ -0,0 +1,16 @@
|
||||
apiVersion: v1
|
||||
kind: Service
|
||||
metadata:
|
||||
name: {{ template "fullname" . }}
|
||||
labels:
|
||||
app: {{ template "name" . }}
|
||||
chart: "{{ .Chart.Name }}-{{ .Chart.Version }}"
|
||||
release: "{{ .Release.Name }}"
|
||||
heritage: "{{ .Release.Service }}"
|
||||
spec:
|
||||
type: {{ .Values.serviceType }}
|
||||
ports:
|
||||
- port: {{ .Values.server.port }}
|
||||
protocol: TCP
|
||||
selector:
|
||||
app: {{ template "name" . }}
|
||||
Executable
+124
@@ -0,0 +1,124 @@
|
||||
## Global Docker image registry
|
||||
## Please, note that this will override the image registry for all the images, including dependencies, configured to use the global value
|
||||
##
|
||||
# global:
|
||||
# imageRegistry:
|
||||
|
||||
replicaCount: 1
|
||||
|
||||
## TensorFlow Serving server image version
|
||||
## ref: https://hub.docker.com/r/bitnami/tensorflow-serving/tags/
|
||||
##
|
||||
server:
|
||||
image:
|
||||
registry: docker.io
|
||||
repository: bitnami/tensorflow-serving
|
||||
tag: 1.12.0
|
||||
## Specify a imagePullPolicy
|
||||
## Defaults to 'Always' if image tag is 'latest', else set to 'IfNotPresent'
|
||||
## ref: http://kubernetes.io/docs/user-guide/images/#pre-pulling-images
|
||||
##
|
||||
pullPolicy: IfNotPresent
|
||||
## Optionally specify an array of imagePullSecrets.
|
||||
## Secrets must be manually created in the namespace.
|
||||
## ref: https://kubernetes.io/docs/tasks/configure-pod-container/pull-image-private-registry/
|
||||
##
|
||||
# pullSecrets:
|
||||
# - myRegistrKeySecretName
|
||||
port: 8500
|
||||
|
||||
## TensorFlow ResNet image version
|
||||
## ref: https://hub.docker.com/r/bitnami/tensorflow-resnet/tags/
|
||||
##
|
||||
client:
|
||||
image:
|
||||
registry: docker.io
|
||||
repository: bitnami/tensorflow-resnet
|
||||
tag: 1.12.0
|
||||
## Specify a imagePullPolicy
|
||||
## Defaults to 'Always' if image tag is 'latest', else set to 'IfNotPresent'
|
||||
## ref: http://kubernetes.io/docs/user-guide/images/#pre-pulling-images
|
||||
##
|
||||
pullPolicy: IfNotPresent
|
||||
## Optionally specify an array of imagePullSecrets.
|
||||
## Secrets must be manually created in the namespace.
|
||||
## ref: https://kubernetes.io/docs/tasks/configure-pod-container/pull-image-private-registry/
|
||||
##
|
||||
# pullSecrets:
|
||||
# - myRegistrKeySecretName
|
||||
|
||||
## Specify a imagePullPolicy
|
||||
## Defaults to 'Always' if image tag is 'latest', else set to 'IfNotPresent'
|
||||
## ref: http://kubernetes.io/docs/user-guide/images/#pre-pulling-images
|
||||
##
|
||||
imagePullPolicy: IfNotPresent
|
||||
|
||||
## Kubernetes configuration
|
||||
## For minikube, set this to NodePort, elsewhere use LoadBalancer
|
||||
##
|
||||
serviceType: LoadBalancer
|
||||
|
||||
## Pod annotations
|
||||
## ref: https://kubernetes.io/docs/concepts/overview/working-with-objects/annotations/
|
||||
##
|
||||
podAnnotations: {}
|
||||
|
||||
## Configure extra options for liveness and readiness probes
|
||||
## ref: https://kubernetes.io/docs/tasks/configure-pod-container/configure-liveness-readiness-probes/#configure-probes)
|
||||
livenessProbe:
|
||||
enabled: true
|
||||
initialDelaySeconds: 30
|
||||
periodSeconds: 5
|
||||
timeoutSeconds: 5
|
||||
failureThreshold: 6
|
||||
successThreshold: 1
|
||||
|
||||
readinessProbe:
|
||||
enabled: true
|
||||
initialDelaySeconds: 15
|
||||
periodSeconds: 5
|
||||
timeoutSeconds: 5
|
||||
failureThreshold: 6
|
||||
successThreshold: 1
|
||||
|
||||
## Prometheus Exporter / Metrics
|
||||
##
|
||||
metrics:
|
||||
enabled: false
|
||||
image:
|
||||
registry: docker.io
|
||||
repository: ynqa/tensorflow-serving-exporter
|
||||
tag: latest
|
||||
pullPolicy: IfNotPresent
|
||||
## Optionally specify an array of imagePullSecrets.
|
||||
## Secrets must be manually created in the namespace.
|
||||
## ref: https://kubernetes.io/docs/tasks/configure-pod-container/pull-image-private-registry/
|
||||
##
|
||||
# pullSecrets:
|
||||
# - myRegistrKeySecretName
|
||||
port: 9118
|
||||
## Configure extra options for liveness and readiness probes
|
||||
## ref: https://kubernetes.io/docs/tasks/configure-pod-container/configure-liveness-readiness-probes/#configure-probes)
|
||||
livenessProbe:
|
||||
enabled: true
|
||||
initialDelaySeconds: 15
|
||||
periodSeconds: 10
|
||||
timeoutSeconds: 5
|
||||
failureThreshold: 2
|
||||
successThreshold: 1
|
||||
|
||||
readinessProbe:
|
||||
enabled: true
|
||||
initialDelaySeconds: 5
|
||||
periodSeconds: 10
|
||||
timeoutSeconds: 1
|
||||
failureThreshold: 6
|
||||
successThreshold: 1
|
||||
## Metrics exporter pod Annotation and Labels
|
||||
podAnnotations:
|
||||
prometheus.io/scrape: "true"
|
||||
prometheus.io/port: "9118"
|
||||
## Metrics exporter resource requests and limits
|
||||
## ref: http://kubernetes.io/docs/user-guide/compute-resources/
|
||||
##
|
||||
# resources: {}
|
||||
Reference in New Issue
Block a user