mirror of
https://github.com/huggingface/text-generation-inference.git
synced 2025-04-19 22:02:06 +00:00
Adds support for AMD Instinct MI300 in TGI.
Most changes are:
* Support PyTorch TunableOp to pick the GEMM/GEMV kernels for decoding
https://github.com/pytorch/pytorch/tree/main/aten/src/ATen/cuda/tunable.
TunableOp is disabled by default, and can be enabled with
`PYTORCH_TUNABLEOP_ENABLED=1`.
* Update ROCm dockerfile to PyTorch 2.3 (actually patched with changes
from https://github.com/pytorch/pytorch/pull/124362)
* Support SILU & Linear custom kernels contributed by AMD
* Update vLLM paged attention to https://github.com/fxmarty/rocm-vllm/,
branching out of a much more recent commit
3489ce7936
* Support FA2 Triton kernel as recommended by AMD. Can be used by
specifying `ROCM_USE_FLASH_ATTN_V2_TRITON=1`.
* Update dockerfile to ROCm 6.1
By default, TunableOp tuning results are saved in `/data` (e.g.
`/data/tunableop_meta-llama-Llama-2-70b-chat-hf_tp1_rank0.csv`) in order
to avoid to have to rerun the tuning at each `docker run`.
Example:
```
Validator,PT_VERSION,2.3.0
Validator,ROCM_VERSION,6.1.0.0-82-5fabb4c
Validator,HIPBLASLT_VERSION,0.7.0-1549b021
Validator,GCN_ARCH_NAME,gfx942:sramecc+:xnack-
Validator,ROCBLAS_VERSION,4.1.0-cefa4a9b-dirty
GemmTunableOp_Half_TN,tn_8192_7_28672,Gemm_Rocblas_45475,0.132098
GemmTunableOp_Half_TN,tn_10240_4_8192,Gemm_Rocblas_45546,0.0484431
GemmTunableOp_Half_TN,tn_32000_6_8192,Default,0.149546
GemmTunableOp_Half_TN,tn_32000_3_8192,Gemm_Rocblas_45520,0.147119
GemmTunableOp_Half_TN,tn_8192_3_28672,Gemm_Rocblas_45475,0.132645
GemmTunableOp_Half_TN,tn_10240_3_8192,Gemm_Rocblas_45546,0.0482971
GemmTunableOp_Half_TN,tn_57344_5_8192,Gemm_Rocblas_45520,0.255694
GemmTunableOp_Half_TN,tn_10240_7_8192,Gemm_Rocblas_45517,0.0482522
GemmTunableOp_Half_TN,tn_8192_3_8192,Gemm_Rocblas_45546,0.0444671
GemmTunableOp_Half_TN,tn_8192_5_8192,Gemm_Rocblas_45546,0.0445834
GemmTunableOp_Half_TN,tn_57344_7_8192,Gemm_Rocblas_45520,0.25622
GemmTunableOp_Half_TN,tn_8192_2_28672,Gemm_Rocblas_45475,0.132122
GemmTunableOp_Half_TN,tn_8192_4_8192,Gemm_Rocblas_45517,0.0453191
GemmTunableOp_Half_TN,tn_10240_5_8192,Gemm_Rocblas_45517,0.0482514
GemmTunableOp_Half_TN,tn_8192_5_28672,Gemm_Rocblas_45542,0.133914
GemmTunableOp_Half_TN,tn_8192_2_8192,Gemm_Rocblas_45517,0.0446516
GemmTunableOp_Half_TN,tn_8192_1_28672,Gemm_Hipblaslt_TN_10814,0.131953
GemmTunableOp_Half_TN,tn_10240_2_8192,Gemm_Rocblas_45546,0.0481043
GemmTunableOp_Half_TN,tn_32000_4_8192,Gemm_Rocblas_45520,0.147497
GemmTunableOp_Half_TN,tn_8192_6_28672,Gemm_Rocblas_45529,0.134895
GemmTunableOp_Half_TN,tn_57344_2_8192,Gemm_Rocblas_45520,0.254716
GemmTunableOp_Half_TN,tn_57344_4_8192,Gemm_Rocblas_45520,0.255731
GemmTunableOp_Half_TN,tn_10240_6_8192,Gemm_Rocblas_45517,0.0484816
GemmTunableOp_Half_TN,tn_57344_3_8192,Gemm_Rocblas_45520,0.254701
GemmTunableOp_Half_TN,tn_8192_4_28672,Gemm_Rocblas_45475,0.132159
GemmTunableOp_Half_TN,tn_32000_2_8192,Default,0.147524
GemmTunableOp_Half_TN,tn_32000_5_8192,Default,0.147074
GemmTunableOp_Half_TN,tn_8192_6_8192,Gemm_Rocblas_45546,0.0454045
GemmTunableOp_Half_TN,tn_57344_6_8192,Gemm_Rocblas_45520,0.255582
GemmTunableOp_Half_TN,tn_32000_7_8192,Default,0.146705
GemmTunableOp_Half_TN,tn_8192_7_8192,Gemm_Rocblas_45546,0.0445489
```
---------
Co-authored-by: Mohit Sharma <mohit21sharma.ms@gmail.com>
432 lines
17 KiB
YAML
432 lines
17 KiB
YAML
name: Build and push docker image to internal registry
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on:
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workflow_dispatch:
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push:
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branches:
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- 'main'
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tags:
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- 'v*'
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pull_request:
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paths:
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- ".github/workflows/build.yaml"
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- "integration-tests/**"
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- "server/**"
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- "proto/**"
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- "router/**"
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- "launcher/**"
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- "Cargo.lock"
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- "rust-toolchain.toml"
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- "Dockerfile"
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branches:
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- 'main'
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jobs:
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start-runner:
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name: Start self-hosted EC2 runner
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runs-on: ubuntu-latest
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env:
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AWS_REGION: us-east-1
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EC2_AMI_ID: ami-0789b6925c11b1fb2
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EC2_INSTANCE_TYPE: g5.12xlarge
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EC2_SUBNET_ID: subnet-931b34f5,subnet-ecb993cd,subnet-943dc2d8,subnet-45371f1a,subnet-ee93e0df,subnet-fddc3dfc
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EC2_SECURITY_GROUP: sg-030175c435ac141d6
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outputs:
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label: ${{ steps.start-ec2-runner.outputs.label }}
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ec2-instance-id: ${{ steps.start-ec2-runner.outputs.ec2-instance-id }}
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steps:
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- name: Configure AWS credentials
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uses: aws-actions/configure-aws-credentials@v1
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with:
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aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
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aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
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aws-region: ${{ env.AWS_REGION }}
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- name: Start EC2 runner
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id: start-ec2-runner
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uses: philschmid/philschmid-ec2-github-runner@main
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with:
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mode: start
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github-token: ${{ secrets.GH_PERSONAL_ACCESS_TOKEN }}
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ec2-image-id: ${{ env.EC2_AMI_ID }}
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ec2-instance-type: ${{ env.EC2_INSTANCE_TYPE }}
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subnet-id: ${{ env.EC2_SUBNET_ID }}
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security-group-id: ${{ env.EC2_SECURITY_GROUP }}
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aws-resource-tags: > # optional, requires additional permissions
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[
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{"Key": "Name", "Value": "ec2-tgi-github-runner"},
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{"Key": "GitHubRepository", "Value": "${{ github.repository }}"}
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]
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build-and-push-image:
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concurrency:
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group: ${{ github.workflow }}-build-and-push-image-${{ github.head_ref || github.run_id }}
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cancel-in-progress: true
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needs: start-runner # required to start the main job when the runner is ready
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runs-on: ${{ needs.start-runner.outputs.label }} # run the job on the newly created runner
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permissions:
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contents: write
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packages: write
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# This is used to complete the identity challenge
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# with sigstore/fulcio when running outside of PRs.
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id-token: write
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security-events: write
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steps:
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- name: Checkout repository
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uses: actions/checkout@v3
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- name: Initialize Docker Buildx
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uses: docker/setup-buildx-action@v2.0.0
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with:
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install: true
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- name: Inject slug/short variables
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uses: rlespinasse/github-slug-action@v4.4.1
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- name: Tailscale
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uses: tailscale/github-action@7bd8039bf25c23c4ab1b8d6e2cc2da2280601966
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with:
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authkey: ${{ secrets.TAILSCALE_AUTHKEY }}
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- name: Login to GitHub Container Registry
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if: github.event_name != 'pull_request'
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uses: docker/login-action@v2
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with:
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registry: ghcr.io
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username: ${{ github.actor }}
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password: ${{ secrets.GITHUB_TOKEN }}
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- name: Login to internal Container Registry
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uses: docker/login-action@v2.1.0
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with:
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username: ${{ secrets.TAILSCALE_DOCKER_USERNAME }}
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password: ${{ secrets.TAILSCALE_DOCKER_PASSWORD }}
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registry: registry.internal.huggingface.tech
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- name: Login to Azure Container Registry
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if: github.event_name != 'pull_request'
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uses: docker/login-action@v2.1.0
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with:
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username: ${{ secrets.AZURE_DOCKER_USERNAME }}
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password: ${{ secrets.AZURE_DOCKER_PASSWORD }}
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registry: db4c2190dd824d1f950f5d1555fbadf0.azurecr.io
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# If pull request
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- name: Extract metadata (tags, labels) for Docker
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if: ${{ github.event_name == 'pull_request' }}
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id: meta-pr
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uses: docker/metadata-action@v4.3.0
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with:
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images: |
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registry.internal.huggingface.tech/api-inference/community/text-generation-inference
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tags: |
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type=raw,value=sha-${{ env.GITHUB_SHA_SHORT }}
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# If main, release or tag
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- name: Extract metadata (tags, labels) for Docker
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if: ${{ github.event_name != 'pull_request' }}
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id: meta
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uses: docker/metadata-action@v4.3.0
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with:
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flavor: |
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latest=auto
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images: |
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registry.internal.huggingface.tech/api-inference/community/text-generation-inference
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ghcr.io/huggingface/text-generation-inference
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db4c2190dd824d1f950f5d1555fbadf0.azurecr.io/text-generation-inference
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tags: |
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type=semver,pattern={{version}}
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type=semver,pattern={{major}}.{{minor}}
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type=raw,value=latest,enable=${{ github.ref == format('refs/heads/{0}', github.event.repository.default_branch) }}
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type=raw,value=sha-${{ env.GITHUB_SHA_SHORT }}
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- name: Build and push Docker image
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id: build-and-push
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uses: docker/build-push-action@v4
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with:
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context: .
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file: Dockerfile
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push: true
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platforms: 'linux/amd64'
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build-args: |
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GIT_SHA=${{ env.GITHUB_SHA }}
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DOCKER_LABEL=sha-${{ env.GITHUB_SHA_SHORT }}
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tags: ${{ steps.meta.outputs.tags || steps.meta-pr.outputs.tags }}
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labels: ${{ steps.meta.outputs.labels || steps.meta-pr.outputs.labels }}
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cache-from: type=registry,ref=registry.internal.huggingface.tech/api-inference/community/text-generation-inference:cache,mode=min
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cache-to: type=registry,ref=registry.internal.huggingface.tech/api-inference/community/text-generation-inference:cache,mode=min
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integration-tests:
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concurrency:
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group: ${{ github.workflow }}-${{ github.job }}-${{ github.head_ref || github.run_id }}
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cancel-in-progress: true
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needs:
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- start-runner
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- build-and-push-image # Wait for the docker image to be built
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runs-on: ${{ needs.start-runner.outputs.label }} # run the job on the newly created runner
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env:
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DOCKER_VOLUME: /cache
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steps:
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- uses: actions/checkout@v2
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- name: Inject slug/short variables
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uses: rlespinasse/github-slug-action@v4.4.1
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- name: Set up Python
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uses: actions/setup-python@v4
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with:
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python-version: 3.9
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- name: Tailscale
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uses: tailscale/github-action@7bd8039bf25c23c4ab1b8d6e2cc2da2280601966
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with:
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authkey: ${{ secrets.TAILSCALE_AUTHKEY }}
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- name: Prepare disks
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run: |
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sudo mkfs -t ext4 /dev/nvme1n1
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sudo mkdir ${{ env.DOCKER_VOLUME }}
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sudo mount /dev/nvme1n1 ${{ env.DOCKER_VOLUME }}
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- name: Install
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run: |
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make install-integration-tests
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- name: Run tests
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run: |
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export DOCKER_IMAGE=registry.internal.huggingface.tech/api-inference/community/text-generation-inference:sha-${{ env.GITHUB_SHA_SHORT }}
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export HUGGING_FACE_HUB_TOKEN=${{ secrets.HUGGING_FACE_HUB_TOKEN }}
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pytest -s -vv integration-tests
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build-and-push-image-rocm:
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concurrency:
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group: ${{ github.workflow }}-build-and-push-image-rocm-${{ github.head_ref || github.run_id }}
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cancel-in-progress: true
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needs:
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- start-runner
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- build-and-push-image # Wait for the main docker image to be built
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- integration-tests # Wait for the main integration-tests
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runs-on: ${{ needs.start-runner.outputs.label }} # run the job on the newly created runner
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permissions:
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contents: write
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packages: write
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# This is used to complete the identity challenge
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# with sigstore/fulcio when running outside of PRs.
|
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id-token: write
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security-events: write
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steps:
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- name: Checkout repository
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uses: actions/checkout@v3
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- name: Initialize Docker Buildx
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uses: docker/setup-buildx-action@v2.0.0
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with:
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install: true
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- name: Inject slug/short variables
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uses: rlespinasse/github-slug-action@v4.4.1
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- name: Tailscale
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uses: tailscale/github-action@7bd8039bf25c23c4ab1b8d6e2cc2da2280601966
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with:
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authkey: ${{ secrets.TAILSCALE_AUTHKEY }}
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- name: Login to GitHub Container Registry
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if: github.event_name != 'pull_request'
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uses: docker/login-action@v2
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with:
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registry: ghcr.io
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username: ${{ github.actor }}
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password: ${{ secrets.GITHUB_TOKEN }}
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- name: Login to internal Container Registry
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uses: docker/login-action@v2.1.0
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with:
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username: ${{ secrets.TAILSCALE_DOCKER_USERNAME }}
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password: ${{ secrets.TAILSCALE_DOCKER_PASSWORD }}
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registry: registry.internal.huggingface.tech
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- name: Login to Azure Container Registry
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if: github.event_name != 'pull_request'
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uses: docker/login-action@v2.1.0
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with:
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username: ${{ secrets.AZURE_DOCKER_USERNAME }}
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password: ${{ secrets.AZURE_DOCKER_PASSWORD }}
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registry: db4c2190dd824d1f950f5d1555fbadf0.azurecr.io
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# If pull request
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- name: Extract metadata (tags, labels) for Docker
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if: ${{ github.event_name == 'pull_request' }}
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id: meta-pr
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uses: docker/metadata-action@v4.3.0
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with:
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images: |
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registry.internal.huggingface.tech/api-inference/community/text-generation-inference
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tags: |
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type=raw,value=sha-${{ env.GITHUB_SHA_SHORT }}-rocm
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# If main, release or tag
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- name: Extract metadata (tags, labels) for Docker
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if: ${{ github.event_name != 'pull_request' }}
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id: meta
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uses: docker/metadata-action@v4.3.0
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with:
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flavor: |
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latest=false
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images: |
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registry.internal.huggingface.tech/api-inference/community/text-generation-inference
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ghcr.io/huggingface/text-generation-inference
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db4c2190dd824d1f950f5d1555fbadf0.azurecr.io/text-generation-inference
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tags: |
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type=semver,pattern={{version}}-rocm
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type=semver,pattern={{major}}.{{minor}}-rocm
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type=raw,value=latest-rocm,enable=${{ github.ref == format('refs/heads/{0}', github.event.repository.default_branch) }}
|
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type=raw,value=sha-${{ env.GITHUB_SHA_SHORT }}-rocm
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- name: Build and push Docker image
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id: build-and-push
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uses: docker/build-push-action@v4
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with:
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context: .
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file: Dockerfile_amd
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push: true
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platforms: 'linux/amd64'
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build-args: |
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GIT_SHA=${{ env.GITHUB_SHA }}
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DOCKER_LABEL=sha-${{ env.GITHUB_SHA_SHORT }}-rocm
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tags: ${{ steps.meta.outputs.tags || steps.meta-pr.outputs.tags }}
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labels: ${{ steps.meta.outputs.labels || steps.meta-pr.outputs.labels }}
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cache-from: type=registry,ref=registry.internal.huggingface.tech/api-inference/community/text-generation-inference:cache-rocm,mode=min
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cache-to: type=registry,ref=registry.internal.huggingface.tech/api-inference/community/text-generation-inference:cache-rocm,mode=min
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build-and-push-image-intel:
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concurrency:
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group: ${{ github.workflow }}-build-and-push-image-intel-${{ github.head_ref || github.run_id }}
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cancel-in-progress: true
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needs:
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- start-runner
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- build-and-push-image # Wait for the main docker image to be built
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- integration-tests # Wait for the main integration-tests
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runs-on: ${{ needs.start-runner.outputs.label }} # run the job on the newly created runner
|
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permissions:
|
|
contents: write
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|
packages: write
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|
# This is used to complete the identity challenge
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|
# with sigstore/fulcio when running outside of PRs.
|
|
id-token: write
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|
security-events: write
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outputs:
|
|
# env is not available in the later `container:`, but previous job outputs are.
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short_sha: ${{ env.GITHUB_SHA_SHORT }}
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steps:
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- name: Checkout repository
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uses: actions/checkout@v3
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- name: Initialize Docker Buildx
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uses: docker/setup-buildx-action@v2.0.0
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with:
|
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install: true
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|
- name: Inject slug/short variables
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uses: rlespinasse/github-slug-action@v4.4.1
|
|
- name: Tailscale
|
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uses: tailscale/github-action@7bd8039bf25c23c4ab1b8d6e2cc2da2280601966
|
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with:
|
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authkey: ${{ secrets.TAILSCALE_AUTHKEY }}
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- name: Login to GitHub Container Registry
|
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if: github.event_name != 'pull_request'
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uses: docker/login-action@v2
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with:
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registry: ghcr.io
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username: ${{ github.actor }}
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password: ${{ secrets.GITHUB_TOKEN }}
|
|
- name: Login to internal Container Registry
|
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uses: docker/login-action@v2.1.0
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with:
|
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username: ${{ secrets.TAILSCALE_DOCKER_USERNAME }}
|
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password: ${{ secrets.TAILSCALE_DOCKER_PASSWORD }}
|
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registry: registry.internal.huggingface.tech
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- name: Login to Azure Container Registry
|
|
if: github.event_name != 'pull_request'
|
|
uses: docker/login-action@v2.1.0
|
|
with:
|
|
username: ${{ secrets.AZURE_DOCKER_USERNAME }}
|
|
password: ${{ secrets.AZURE_DOCKER_PASSWORD }}
|
|
registry: db4c2190dd824d1f950f5d1555fbadf0.azurecr.io
|
|
# If pull request
|
|
- name: Extract metadata (tags, labels) for Docker
|
|
if: ${{ github.event_name == 'pull_request' }}
|
|
id: meta-pr
|
|
uses: docker/metadata-action@v4.3.0
|
|
with:
|
|
images: |
|
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registry.internal.huggingface.tech/api-inference/community/text-generation-inference
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tags: |
|
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type=raw,value=sha-${{ env.GITHUB_SHA_SHORT }}-intel
|
|
# If main, release or tag
|
|
- name: Extract metadata (tags, labels) for Docker
|
|
if: ${{ github.event_name != 'pull_request' }}
|
|
id: meta
|
|
uses: docker/metadata-action@v4.3.0
|
|
with:
|
|
flavor: |
|
|
latest=false
|
|
images: |
|
|
registry.internal.huggingface.tech/api-inference/community/text-generation-inference
|
|
ghcr.io/huggingface/text-generation-inference
|
|
db4c2190dd824d1f950f5d1555fbadf0.azurecr.io/text-generation-inference
|
|
tags: |
|
|
type=semver,pattern={{version}}-intel
|
|
type=semver,pattern={{major}}.{{minor}}-intel
|
|
type=raw,value=latest-intel,enable=${{ github.ref == format('refs/heads/{0}', github.event.repository.default_branch) }}
|
|
type=raw,value=sha-${{ env.GITHUB_SHA_SHORT }}-intel
|
|
- name: Build and push Docker image
|
|
id: build-and-push
|
|
uses: docker/build-push-action@v4
|
|
with:
|
|
context: .
|
|
file: Dockerfile_intel
|
|
push: true
|
|
platforms: 'linux/amd64'
|
|
build-args: |
|
|
GIT_SHA=${{ env.GITHUB_SHA }}
|
|
DOCKER_LABEL=sha-${{ env.GITHUB_SHA_SHORT }}-intel
|
|
tags: ${{ steps.meta.outputs.tags || steps.meta-pr.outputs.tags }}
|
|
labels: ${{ steps.meta.outputs.labels || steps.meta-pr.outputs.labels }}
|
|
cache-from: type=registry,ref=registry.internal.huggingface.tech/api-inference/community/text-generation-inference:cache-intel,mode=min
|
|
cache-to: type=registry,ref=registry.internal.huggingface.tech/api-inference/community/text-generation-inference:cache-intel,mode=min
|
|
|
|
stop-runner:
|
|
name: Stop self-hosted EC2 runner
|
|
needs:
|
|
- start-runner
|
|
- build-and-push-image
|
|
- build-and-push-image-rocm
|
|
- build-and-push-image-intel
|
|
- integration-tests
|
|
runs-on: ubuntu-latest
|
|
env:
|
|
AWS_REGION: us-east-1
|
|
if: ${{ always() }} # required to stop the runner even if the error happened in the previous jobs
|
|
steps:
|
|
- name: Configure AWS credentials
|
|
uses: aws-actions/configure-aws-credentials@v1
|
|
with:
|
|
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
|
|
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
|
|
aws-region: ${{ env.AWS_REGION }}
|
|
- name: Stop EC2 runner
|
|
uses: philschmid/philschmid-ec2-github-runner@main
|
|
with:
|
|
mode: stop
|
|
github-token: ${{ secrets.GH_PERSONAL_ACCESS_TOKEN }}
|
|
label: ${{ needs.start-runner.outputs.label }}
|
|
ec2-instance-id: ${{ needs.start-runner.outputs.ec2-instance-id }}
|
|
|
|
integration-tests-rocm:
|
|
concurrency:
|
|
group: ${{ github.workflow }}-${{ github.job }}-${{ github.head_ref || github.run_id }}
|
|
cancel-in-progress: true
|
|
needs:
|
|
- start-runner
|
|
- build-and-push-image
|
|
- integration-tests
|
|
- build-and-push-image-rocm
|
|
- stop-runner
|
|
runs-on: [self-hosted, docker-gpu, amd-gpu, multi-gpu, mi300]
|
|
container:
|
|
image: registry.internal.huggingface.tech/api-inference/community/text-generation-inference:sha-${{ needs.build-and-push-image-rocm.outputs.short_sha }}-rocm
|
|
options: --device /dev/kfd --device /dev/dri --env ROCR_VISIBLE_DEVICES --shm-size "16gb" --ipc host -v /mnt/cache/.cache/huggingface:/cache
|
|
env:
|
|
DOCKER_VOLUME: /cache
|
|
steps:
|
|
- name: ROCM-SMI
|
|
run: |
|
|
rocm-smi
|
|
- name: ROCM-INFO
|
|
run: |
|
|
rocminfo | grep "Agent" -A 14
|
|
- name: Show ROCR environment
|
|
run: |
|
|
echo "ROCR: $ROCR_VISIBLE_DEVICES"
|
|
- name: Install
|
|
run: |
|
|
make install-integration-tests
|
|
- name: Run tests
|
|
run: |
|
|
export HUGGING_FACE_HUB_TOKEN=${{ secrets.HUGGING_FACE_HUB_TOKEN }}
|
|
pytest -s -vv integration-tests
|