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copy over tgi chart from https://github.com/opea-project/GenAIInfra
Host it on a infracloud helm repo.
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Sameer Kulkarni
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Sep 16, 2024
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# 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 | ||
*.orig | ||
*~ | ||
# Various IDEs | ||
.project | ||
.idea/ | ||
*.tmproj | ||
.vscode/ |
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# Copyright (C) 2024 Intel Corporation | ||
# SPDX-License-Identifier: Apache-2.0 | ||
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apiVersion: v2 | ||
name: opea-tgi | ||
description: The Helm chart for HuggingFace Text Generation Inference Server | ||
type: application | ||
version: 1.0.0 | ||
# The HF TGI version | ||
appVersion: "2.1.0" |
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# tgi | ||
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Helm chart for deploying Hugging Face Text Generation Inference service. | ||
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## Installing the Chart | ||
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To install the chart, run the following: | ||
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```console | ||
cd GenAIInfra/helm-charts/common | ||
export MODELDIR=/mnt/opea-models | ||
export MODELNAME="bigscience/bloom-560m" | ||
export HFTOKEN="insert-your-huggingface-token-here" | ||
helm install tgi tgi --set global.modelUseHostPath=${MODELDIR} --set LLM_MODEL_ID=${MODELNAME} --set global.HUGGINGFACEHUB_API_TOKEN=${HFTOKEN} | ||
# To deploy on Gaudi enabled kubernetes cluster | ||
# helm install tgi tgi --set global.modelUseHostPath=${MODELDIR} --set LLM_MODEL_ID=${MODELNAME} --set global.HUGGINGFACEHUB_API_TOKEN=${HFTOKEN} --values gaudi-values.yaml | ||
``` | ||
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By default, the tgi service will downloading the "bigscience/bloom-560m" which is about 1.1GB. | ||
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If you already cached the model locally, you can pass it to container like this example: | ||
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MODELDIR=/mnt/opea-models | ||
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MODELNAME="/data/models--bigscience--bloom-560m" | ||
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## Verify | ||
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To verify the installation, run the command `kubectl get pod` to make sure all pods are runinng. | ||
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Then run the command `kubectl port-forward svc/tgi 2080:80` to expose the tgi service for access. | ||
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Open another terminal and run the following command to verify the service if working: | ||
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```console | ||
curl http://localhost:2080/generate \ | ||
-X POST \ | ||
-d '{"inputs":"What is Deep Learning?","parameters":{"max_new_tokens":17, "do_sample": true}}' \ | ||
-H 'Content-Type: application/json' | ||
``` | ||
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## Values | ||
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| Key | Type | Default | Description | | ||
| ------------------------------- | ------ | ------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | ||
| LLM_MODEL_ID | string | `"bigscience/bloom-560m"` | Models id from https://huggingface.co/, or predownloaded model directory | | ||
| global.HUGGINGFACEHUB_API_TOKEN | string | `insert-your-huggingface-token-here` | Hugging Face API token | | ||
| global.modelUseHostPath | string | `"/mnt/opea-models"` | Cached models directory, tgi will not download if the model is cached here. The host path "modelUseHostPath" will be mounted to container as /data directory. Set this to null/empty will force it to download model. | | ||
| image.repository | string | `"ghcr.io/huggingface/text-generation-inference"` | | | ||
| image.tag | string | `"1.4"` | | | ||
| horizontalPodAutoscaler.enabled | bool | false | Enable HPA autoscaling for the service deployment based on metrics it provides. See HPA section in ../../README.md before enabling! | |
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# Copyright (C) 2024 Intel Corporation | ||
# SPDX-License-Identifier: Apache-2.0 | ||
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# Default values for tgi. | ||
# This is a YAML-formatted file. | ||
# Declare variables to be passed into your templates. | ||
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accelDevice: "gaudi" | ||
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image: | ||
repository: ghcr.io/huggingface/tgi-gaudi | ||
tag: "2.0.1" | ||
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MAX_INPUT_LENGTH: "1024" | ||
MAX_TOTAL_TOKENS: "2048" | ||
CUDA_GRAPHS: "" | ||
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resources: | ||
limits: | ||
habana.ai/gaudi: 1 |
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# Copyright (C) 2024 Intel Corporation | ||
# SPDX-License-Identifier: Apache-2.0 | ||
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# Default values for tgi. | ||
# This is a YAML-formatted file. | ||
# Declare variables to be passed into your templates. | ||
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accelDevice: "nvidia" | ||
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image: | ||
repository: ghcr.io/huggingface/text-generation-inference | ||
tag: "2.2.0" | ||
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resources: | ||
limits: | ||
nvidia.com/gpu: 1 | ||
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CUDA_GRAPHS: "" |
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{{/* | ||
Expand the name of the chart. | ||
*/}} | ||
{{- define "tgi.name" -}} | ||
{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" }} | ||
{{- end }} | ||
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{{/* | ||
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). | ||
If release name contains chart name it will be used as a full name. | ||
*/}} | ||
{{- define "tgi.fullname" -}} | ||
{{- if .Values.fullnameOverride }} | ||
{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" }} | ||
{{- else }} | ||
{{- $name := default .Chart.Name .Values.nameOverride }} | ||
{{- if contains $name .Release.Name }} | ||
{{- .Release.Name | trunc 63 | trimSuffix "-" }} | ||
{{- else }} | ||
{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" }} | ||
{{- end }} | ||
{{- end }} | ||
{{- end }} | ||
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{{/* | ||
Create chart name and version as used by the chart label. | ||
*/}} | ||
{{- define "tgi.chart" -}} | ||
{{- printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" | trunc 63 | trimSuffix "-" }} | ||
{{- end }} | ||
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{{/* | ||
Convert chart name to a string suitable as metric prefix | ||
*/}} | ||
{{- define "tgi.metricPrefix" -}} | ||
{{- include "tgi.fullname" . | replace "-" "_" | regexFind "[a-zA-Z_:][a-zA-Z0-9_:]*" }} | ||
{{- end }} | ||
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{{/* | ||
Common labels | ||
*/}} | ||
{{- define "tgi.labels" -}} | ||
helm.sh/chart: {{ include "tgi.chart" . }} | ||
{{ include "tgi.selectorLabels" . }} | ||
{{- if .Chart.AppVersion }} | ||
app.kubernetes.io/version: {{ .Chart.AppVersion | quote }} | ||
{{- end }} | ||
app.kubernetes.io/managed-by: {{ .Release.Service }} | ||
{{- end }} | ||
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{{/* | ||
Selector labels | ||
*/}} | ||
{{- define "tgi.selectorLabels" -}} | ||
app.kubernetes.io/name: {{ include "tgi.name" . }} | ||
app.kubernetes.io/instance: {{ .Release.Name }} | ||
{{- end }} | ||
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{{/* | ||
Create the name of the service account to use | ||
*/}} | ||
{{- define "tgi.serviceAccountName" -}} | ||
{{- if .Values.serviceAccount.create }} | ||
{{- default (include "tgi.fullname" .) .Values.serviceAccount.name }} | ||
{{- else }} | ||
{{- default "default" .Values.serviceAccount.name }} | ||
{{- end }} | ||
{{- end }} |
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# Copyright (C) 2024 Intel Corporation | ||
# SPDX-License-Identifier: Apache-2.0 | ||
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apiVersion: v1 | ||
kind: ConfigMap | ||
metadata: | ||
name: {{ include "tgi.fullname" . }}-config | ||
labels: | ||
{{- include "tgi.labels" . | nindent 4 }} | ||
data: | ||
MODEL_ID: {{ .Values.LLM_MODEL_ID | quote }} | ||
PORT: {{ .Values.port | quote }} | ||
HF_TOKEN: {{ .Values.global.HUGGINGFACEHUB_API_TOKEN | quote}} | ||
{{- if .Values.global.HF_ENDPOINT }} | ||
HF_ENDPOINT: {{ .Values.global.HF_ENDPOINT | quote}} | ||
{{- end }} | ||
http_proxy: {{ .Values.global.http_proxy | quote }} | ||
https_proxy: {{ .Values.global.https_proxy | quote }} | ||
no_proxy: {{ .Values.global.no_proxy | quote }} | ||
HABANA_LOGS: "/tmp/habana_logs" | ||
NUMBA_CACHE_DIR: "/tmp" | ||
HF_HOME: "/tmp/.cache/huggingface" | ||
{{- if .Values.MAX_INPUT_LENGTH }} | ||
MAX_INPUT_LENGTH: {{ .Values.MAX_INPUT_LENGTH | quote }} | ||
{{- end }} | ||
{{- if .Values.MAX_TOTAL_TOKENS }} | ||
MAX_TOTAL_TOKENS: {{ .Values.MAX_TOTAL_TOKENS | quote }} | ||
{{- end }} | ||
{{- if .Values.CUDA_GRAPHS }} | ||
CUDA_GRAPHS: {{ .Values.CUDA_GRAPHS | quote }} | ||
{{- end }} |
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# Copyright (C) 2024 Intel Corporation | ||
# SPDX-License-Identifier: Apache-2.0 | ||
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apiVersion: apps/v1 | ||
kind: Deployment | ||
metadata: | ||
name: {{ include "tgi.fullname" . }} | ||
labels: | ||
{{- include "tgi.labels" . | nindent 4 }} | ||
spec: | ||
{{- if ne (int .Values.replicaCount) 1 }} | ||
# remove if replica count should not be reset on pod update with HPA | ||
replicas: {{ .Values.replicaCount }} | ||
{{- end }} | ||
selector: | ||
matchLabels: | ||
{{- include "tgi.selectorLabels" . | nindent 6 }} | ||
template: | ||
metadata: | ||
{{- with .Values.podAnnotations }} | ||
annotations: | ||
{{- toYaml . | nindent 8 }} | ||
{{- end }} | ||
labels: | ||
{{- include "tgi.selectorLabels" . | nindent 8 }} | ||
spec: | ||
{{- with .Values.imagePullSecrets }} | ||
imagePullSecrets: | ||
{{- toYaml . | nindent 8 }} | ||
{{- end }} | ||
securityContext: | ||
{{- toYaml .Values.podSecurityContext | nindent 8 }} | ||
containers: | ||
- name: {{ .Chart.Name }} | ||
envFrom: | ||
- configMapRef: | ||
name: {{ include "tgi.fullname" . }}-config | ||
{{- if .Values.global.extraEnvConfig }} | ||
- configMapRef: | ||
name: {{ .Values.global.extraEnvConfig }} | ||
optional: true | ||
{{- end }} | ||
securityContext: | ||
{{- if .Values.global.modelUseHostPath }} | ||
{} | ||
{{- else }} | ||
{{- toYaml .Values.securityContext | nindent 12 }} | ||
{{- end }} | ||
image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default .Chart.AppVersion }}" | ||
imagePullPolicy: {{ .Values.image.pullPolicy }} | ||
{{- if .Values.extraCmdArgs }} | ||
args: | ||
{{- range .Values.extraCmdArgs }} | ||
- {{ . | quote }} | ||
{{- end }} | ||
{{- end }} | ||
volumeMounts: | ||
- mountPath: /data | ||
name: model-volume | ||
- mountPath: /dev/shm | ||
name: shm | ||
- mountPath: /tmp | ||
name: tmp | ||
ports: | ||
- name: http | ||
containerPort: {{ .Values.port }} | ||
protocol: TCP | ||
{{- if .Values.livenessProbe }} | ||
livenessProbe: | ||
{{- toYaml .Values.livenessProbe | nindent 12 }} | ||
{{- end }} | ||
{{- if .Values.readinessProbe }} | ||
readinessProbe: | ||
{{- toYaml .Values.readinessProbe | nindent 12 }} | ||
{{- end }} | ||
{{- if .Values.startupProbe }} | ||
startupProbe: | ||
{{- toYaml .Values.startupProbe | nindent 12 }} | ||
{{- end }} | ||
resources: | ||
{{- toYaml .Values.resources | nindent 12 }} | ||
volumes: | ||
- name: model-volume | ||
{{- if .Values.global.modelUsePVC }} | ||
persistentVolumeClaim: | ||
claimName: {{ .Values.global.modelUsePVC }} | ||
{{- else if .Values.global.modelUseHostPath }} | ||
hostPath: | ||
path: {{ .Values.global.modelUseHostPath }} | ||
type: Directory | ||
{{- else }} | ||
emptyDir: {} | ||
{{- end }} | ||
- name: shm | ||
emptyDir: | ||
medium: Memory | ||
sizeLimit: {{ .Values.shmSize }} | ||
- name: tmp | ||
emptyDir: {} | ||
{{- with .Values.nodeSelector }} | ||
nodeSelector: | ||
{{- toYaml . | nindent 8 }} | ||
{{- end }} | ||
{{- with .Values.affinity }} | ||
affinity: | ||
{{- toYaml . | nindent 8 }} | ||
{{- end }} | ||
{{- with .Values.tolerations }} | ||
tolerations: | ||
{{- toYaml . | nindent 8 }} | ||
{{- end }} | ||
{{- if not .Values.accelDevice }} | ||
# extra time to finish processing buffered requests on CPU before pod is forcibly terminated | ||
terminationGracePeriodSeconds: 120 | ||
{{- end }} | ||
{{- if .Values.evenly_distributed }} | ||
topologySpreadConstraints: | ||
- maxSkew: 1 | ||
topologyKey: kubernetes.io/hostname | ||
whenUnsatisfiable: ScheduleAnyway | ||
labelSelector: | ||
matchLabels: | ||
{{- include "tgi.selectorLabels" . | nindent 14 }} | ||
{{- end }} |
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