Commit afd0da21 authored by zhuwenwen's avatar zhuwenwen
Browse files

Merge tag 'v0.7.1' into v0.7.1-dev

parents 1a11f127 4f4d427a
...@@ -35,6 +35,43 @@ pull_request_rules: ...@@ -35,6 +35,43 @@ pull_request_rules:
add: add:
- frontend - frontend
- name: label-structured-output
description: Automatically apply structured-output label
conditions:
- or:
- files~=^vllm/model_executor/guided_decoding/
- files=tests/model_executor/test_guided_processors.py
- files=tests/entrypoints/llm/test_guided_generate.py
- files=benchmarks/benchmark_serving_guided.py
- files=benchmarks/benchmark_guided.py
actions:
label:
add:
- structured-output
- name: label-speculative-decoding
description: Automatically apply speculative-decoding label
conditions:
- or:
- files~=^vllm/spec_decode/
- files=vllm/model_executor/layers/spec_decode_base_sampler.py
- files~=^tests/spec_decode/
actions:
label:
add:
- speculative-decoding
- name: label-v1
description: Automatically apply v1 label
conditions:
- or:
- files~=^vllm/v1/
- files~=^tests/v1/
actions:
label:
add:
- v1
- name: ping author on conflicts and add 'needs-rebase' label - name: ping author on conflicts and add 'needs-rebase' label
conditions: conditions:
- conflict - conflict
......
name: Lint GitHub Actions workflows
on:
push:
branches:
- "main"
paths:
- '.github/workflows/*.ya?ml'
- '.github/workflows/actionlint.*'
- '.github/workflows/matchers/actionlint.json'
pull_request:
branches:
- "main"
paths:
- '.github/workflows/*.ya?ml'
- '.github/workflows/actionlint.*'
- '.github/workflows/matchers/actionlint.json'
env:
LC_ALL: en_US.UTF-8
defaults:
run:
shell: bash
permissions:
contents: read
jobs:
actionlint:
runs-on: ubuntu-latest
steps:
- name: "Checkout"
uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
with:
fetch-depth: 0
- name: "Run actionlint"
run: |
echo "::add-matcher::.github/workflows/matchers/actionlint.json"
tools/actionlint.sh -color
name: clang-format
on:
# Trigger the workflow on push or pull request,
# but only for the main branch
push:
branches:
- main
paths:
- '**/*.h'
- '**/*.cpp'
- '**/*.cu'
- '**/*.cuh'
- '.github/workflows/clang-format.yml'
pull_request:
branches:
- main
paths:
- '**/*.h'
- '**/*.cpp'
- '**/*.cu'
- '**/*.cuh'
- '.github/workflows/clang-format.yml'
jobs:
clang-format:
runs-on: ubuntu-latest
strategy:
matrix:
python-version: ["3.11"]
steps:
- uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
with:
python-version: ${{ matrix.python-version }}
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install clang-format==18.1.5
- name: Running clang-format
run: |
EXCLUDES=(
'csrc/moe/topk_softmax_kernels.cu'
'csrc/quantization/gguf/ggml-common.h'
'csrc/quantization/gguf/dequantize.cuh'
'csrc/quantization/gguf/vecdotq.cuh'
'csrc/quantization/gguf/mmq.cuh'
'csrc/quantization/gguf/mmvq.cuh'
)
find csrc/ \( -name '*.h' -o -name '*.cpp' -o -name '*.cu' -o -name '*.cuh' \) -print \
| grep -vFf <(printf "%s\n" "${EXCLUDES[@]}") \
| xargs clang-format --dry-run --Werror
name: codespell
on:
# Trigger the workflow on push or pull request,
# but only for the main branch
push:
branches:
- main
paths:
- "**/*.py"
- "**/*.md"
- "**/*.rst"
- pyproject.toml
- requirements-lint.txt
- .github/workflows/codespell.yml
pull_request:
branches:
- main
paths:
- "**/*.py"
- "**/*.md"
- "**/*.rst"
- pyproject.toml
- requirements-lint.txt
- .github/workflows/codespell.yml
jobs:
codespell:
runs-on: ubuntu-latest
strategy:
matrix:
python-version: ["3.12"]
steps:
- uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
with:
python-version: ${{ matrix.python-version }}
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -r requirements-lint.txt
- name: Spelling check with codespell
run: |
codespell --toml pyproject.toml
...@@ -27,7 +27,7 @@ jobs: ...@@ -27,7 +27,7 @@ jobs:
version: v3.10.1 version: v3.10.1
- name: Run chart-testing (lint) - name: Run chart-testing (lint)
run: ct lint --target-branch ${{ github.event.repository.default_branch }} --chart-dirs examples/chart-helm --charts examples/chart-helm run: ct lint --target-branch ${{ github.event.repository.default_branch }} --chart-dirs examples/online_serving/chart-helm --charts examples/online_serving/chart-helm
- name: Setup minio - name: Setup minio
run: | run: |
...@@ -64,7 +64,8 @@ jobs: ...@@ -64,7 +64,8 @@ jobs:
run: | run: |
export AWS_ACCESS_KEY_ID=minioadmin export AWS_ACCESS_KEY_ID=minioadmin
export AWS_SECRET_ACCESS_KEY=minioadmin export AWS_SECRET_ACCESS_KEY=minioadmin
helm install --wait --wait-for-jobs --timeout 5m0s --debug --create-namespace --namespace=ns-vllm test-vllm examples/chart-helm -f examples/chart-helm/values.yaml --set secrets.s3endpoint=http://minio:9000 --set secrets.s3bucketname=testbucket --set secrets.s3accesskeyid=$AWS_ACCESS_KEY_ID --set secrets.s3accesskey=$AWS_SECRET_ACCESS_KEY --set resources.requests.cpu=1 --set resources.requests.memory=4Gi --set resources.limits.cpu=2 --set resources.limits.memory=5Gi --set image.env[0].name=VLLM_CPU_KVCACHE_SPACE --set image.env[1].name=VLLM_LOGGING_LEVEL --set-string image.env[0].value="1" --set-string image.env[1].value="DEBUG" --set-string extraInit.s3modelpath="opt-125m/" --set-string 'resources.limits.nvidia\.com/gpu=0' --set-string 'resources.requests.nvidia\.com/gpu=0' --set-string image.repository="vllm-cpu-env" sleep 30 && kubectl -n ns-vllm logs -f "$(kubectl -n ns-vllm get pods | awk '/deployment/ {print $1;exit}')" &
helm install --wait --wait-for-jobs --timeout 5m0s --debug --create-namespace --namespace=ns-vllm test-vllm examples/online_serving/chart-helm -f examples/online_serving/chart-helm/values.yaml --set secrets.s3endpoint=http://minio:9000 --set secrets.s3bucketname=testbucket --set secrets.s3accesskeyid=$AWS_ACCESS_KEY_ID --set secrets.s3accesskey=$AWS_SECRET_ACCESS_KEY --set resources.requests.cpu=1 --set resources.requests.memory=4Gi --set resources.limits.cpu=2 --set resources.limits.memory=5Gi --set image.env[0].name=VLLM_CPU_KVCACHE_SPACE --set image.env[1].name=VLLM_LOGGING_LEVEL --set-string image.env[0].value="1" --set-string image.env[1].value="DEBUG" --set-string extraInit.s3modelpath="opt-125m/" --set-string 'resources.limits.nvidia\.com/gpu=0' --set-string 'resources.requests.nvidia\.com/gpu=0' --set-string image.repository="vllm-cpu-env"
- name: curl test - name: curl test
run: | run: |
......
{
"problemMatcher": [
{
"owner": "ruff",
"pattern": [
{
"regexp": "^(.+?):(\\d+):(\\d+): (\\w+): (.+)$",
"file": 1,
"line": 2,
"column": 3,
"code": 4,
"message": 5
}
]
}
]
}
name: mypy
on:
# Trigger the workflow on push or pull request,
# but only for the main branch
push:
branches:
- main
paths:
- '**/*.py'
- '.github/workflows/mypy.yaml'
- 'tools/mypy.sh'
- 'pyproject.toml'
pull_request:
branches:
- main
# This workflow is only relevant when one of the following files changes.
# However, we have github configured to expect and require this workflow
# to run and pass before github with auto-merge a pull request. Until github
# allows more flexible auto-merge policy, we can just run this on every PR.
# It doesn't take that long to run, anyway.
#paths:
# - '**/*.py'
# - '.github/workflows/mypy.yaml'
# - 'tools/mypy.sh'
# - 'pyproject.toml'
jobs:
mypy:
runs-on: ubuntu-latest
strategy:
matrix:
python-version: ["3.9", "3.10", "3.11", "3.12"]
steps:
- uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
with:
python-version: ${{ matrix.python-version }}
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install mypy==1.11.1
pip install types-setuptools
pip install types-PyYAML
pip install types-requests
pip install types-setuptools
- name: Mypy
run: |
echo "::add-matcher::.github/workflows/matchers/mypy.json"
tools/mypy.sh 1 ${{ matrix.python-version }}
name: Lint PNG exports from excalidraw
on:
push:
branches:
- "main"
paths:
- '*.excalidraw.png'
- '.github/workflows/png-lint.yml'
pull_request:
branches:
- "main"
paths:
- '*.excalidraw.png'
- '.github/workflows/png-lint.yml'
env:
LC_ALL: en_US.UTF-8
defaults:
run:
shell: bash
permissions:
contents: read
jobs:
actionlint:
runs-on: ubuntu-latest
steps:
- name: "Checkout"
uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
with:
fetch-depth: 0
- name: "Run png-lint.sh to check excalidraw exported images"
run: |
tools/png-lint.sh
name: pre-commit
on:
pull_request:
push:
branches: [main]
jobs:
pre-commit:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
- uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
with:
python-version: "3.12"
- run: echo "::add-matcher::.github/workflows/matchers/actionlint.json"
- uses: pre-commit/action@2c7b3805fd2a0fd8c1884dcaebf91fc102a13ecd # v3.0.1
with:
extra_args: --all-files --hook-stage manual
name: ruff
on:
# Trigger the workflow on push or pull request,
# but only for the main branch
push:
branches:
- main
paths:
- "**/*.py"
- pyproject.toml
- requirements-lint.txt
- .github/workflows/matchers/ruff.json
- .github/workflows/ruff.yml
pull_request:
branches:
- main
# This workflow is only relevant when one of the following files changes.
# However, we have github configured to expect and require this workflow
# to run and pass before github with auto-merge a pull request. Until github
# allows more flexible auto-merge policy, we can just run this on every PR.
# It doesn't take that long to run, anyway.
#paths:
# - "**/*.py"
# - pyproject.toml
# - requirements-lint.txt
# - .github/workflows/matchers/ruff.json
# - .github/workflows/ruff.yml
jobs:
ruff:
runs-on: ubuntu-latest
strategy:
matrix:
python-version: ["3.12"]
steps:
- uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
with:
python-version: ${{ matrix.python-version }}
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -r requirements-lint.txt
- name: Analysing the code with ruff
run: |
echo "::add-matcher::.github/workflows/matchers/ruff.json"
ruff check --output-format github .
- name: Run isort
run: |
isort . --check-only
name: Lint shell scripts
on:
push:
branches:
- "main"
paths:
- '**/*.sh'
- '.github/workflows/shellcheck.yml'
pull_request:
branches:
- "main"
paths:
- '**/*.sh'
- '.github/workflows/shellcheck.yml'
env:
LC_ALL: en_US.UTF-8
defaults:
run:
shell: bash
permissions:
contents: read
jobs:
shellcheck:
runs-on: ubuntu-latest
steps:
- name: "Checkout"
uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
with:
fetch-depth: 0
- name: "Check shell scripts"
run: |
tools/shellcheck.sh
name: Lint documentation
on:
push:
branches:
- main
paths:
- "docs/**"
pull_request:
branches:
- main
paths:
- "docs/**"
jobs:
sphinx-lint:
runs-on: ubuntu-latest
strategy:
matrix:
python-version: ["3.12"]
steps:
- uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
with:
python-version: ${{ matrix.python-version }}
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -r requirements-lint.txt
- name: Linting docs
run: tools/sphinx-lint.sh
name: yapf
on:
# Trigger the workflow on push or pull request,
# but only for the main branch
push:
branches:
- main
paths:
- "**/*.py"
- .github/workflows/yapf.yml
pull_request:
branches:
- main
paths:
- "**/*.py"
- .github/workflows/yapf.yml
jobs:
yapf:
runs-on: ubuntu-latest
strategy:
matrix:
python-version: ["3.12"]
steps:
- uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
with:
python-version: ${{ matrix.python-version }}
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install yapf==0.32.0
pip install toml==0.10.2
- name: Running yapf
run: |
yapf --diff --recursive .
...@@ -79,10 +79,7 @@ instance/ ...@@ -79,10 +79,7 @@ instance/
# Sphinx documentation # Sphinx documentation
docs/_build/ docs/_build/
docs/source/getting_started/examples/*.rst docs/source/getting_started/examples/
!**/*.template.rst
docs/source/getting_started/examples/*.md
!**/*.template.md
# PyBuilder # PyBuilder
.pybuilder/ .pybuilder/
......
default_stages:
- pre-commit # Run locally
- manual # Run in CI
repos:
- repo: https://github.com/google/yapf
rev: v0.43.0
hooks:
- id: yapf
args: [--in-place, --verbose]
additional_dependencies: [toml] # TODO: Remove when yapf is upgraded
- repo: https://github.com/astral-sh/ruff-pre-commit
rev: v0.9.3
hooks:
- id: ruff
args: [--output-format, github]
- repo: https://github.com/codespell-project/codespell
rev: v2.4.0
hooks:
- id: codespell
exclude: 'benchmarks/sonnet.txt|(build|tests/(lora/data|models/fixtures|prompts))/.*'
- repo: https://github.com/PyCQA/isort
rev: 5.13.2
hooks:
- id: isort
- repo: https://github.com/pre-commit/mirrors-clang-format
rev: v19.1.7
hooks:
- id: clang-format
exclude: 'csrc/(moe/topk_softmax_kernels.cu|quantization/gguf/(ggml-common.h|dequantize.cuh|vecdotq.cuh|mmq.cuh|mmvq.cuh))'
types_or: [c++, cuda]
args: [--style=file, --verbose]
- repo: https://github.com/jackdewinter/pymarkdown
rev: v0.9.27
hooks:
- id: pymarkdown
files: docs/.*
- repo: https://github.com/rhysd/actionlint
rev: v1.7.7
hooks:
- id: actionlint
- repo: local
hooks:
- id: mypy-local
name: Run mypy for local Python installation
entry: tools/mypy.sh 0 "local"
language: python
types: [python]
additional_dependencies: &mypy_deps [mypy==1.11.1, types-setuptools, types-PyYAML, types-requests]
stages: [pre-commit] # Don't run in CI
- id: mypy-3.9 # TODO: Use https://github.com/pre-commit/mirrors-mypy when mypy setup is less awkward
name: Run mypy for Python 3.9
entry: tools/mypy.sh 1 "3.9"
language: python
types: [python]
additional_dependencies: *mypy_deps
stages: [manual] # Only run in CI
- id: mypy-3.10 # TODO: Use https://github.com/pre-commit/mirrors-mypy when mypy setup is less awkward
name: Run mypy for Python 3.10
entry: tools/mypy.sh 1 "3.10"
language: python
types: [python]
additional_dependencies: *mypy_deps
stages: [manual] # Only run in CI
- id: mypy-3.11 # TODO: Use https://github.com/pre-commit/mirrors-mypy when mypy setup is less awkward
name: Run mypy for Python 3.11
entry: tools/mypy.sh 1 "3.11"
language: python
types: [python]
additional_dependencies: *mypy_deps
stages: [manual] # Only run in CI
- id: mypy-3.12 # TODO: Use https://github.com/pre-commit/mirrors-mypy when mypy setup is less awkward
name: Run mypy for Python 3.12
entry: tools/mypy.sh 1 "3.12"
language: python
types: [python]
additional_dependencies: *mypy_deps
stages: [manual] # Only run in CI
- id: shellcheck
name: Lint shell scripts
entry: tools/shellcheck.sh
language: script
types: [shell]
- id: png-lint
name: Lint PNG exports from excalidraw
entry: tools/png-lint.sh
language: script
types: [png]
- id: signoff-commit
name: Sign-off Commit
entry: bash
args:
- -c
- |
if ! grep -q "^Signed-off-by: $(git config user.name) <$(git config user.email)>" .git/COMMIT_EDITMSG; then
printf "\nSigned-off-by: $(git config user.name) <$(git config user.email)>\n" >> .git/COMMIT_EDITMSG
fi
language: system
verbose: true
stages: [commit-msg]
- id: suggestion
name: Suggestion
entry: bash -c 'echo "To bypass pre-commit hooks, add --no-verify to git commit."'
language: system
verbose: true
pass_filenames: false
...@@ -28,9 +28,6 @@ add_compile_options(-w) ...@@ -28,9 +28,6 @@ add_compile_options(-w)
# Suppress potential warnings about unused manually-specified variables # Suppress potential warnings about unused manually-specified variables
set(ignoreMe "${VLLM_PYTHON_PATH}") set(ignoreMe "${VLLM_PYTHON_PATH}")
# Prevent installation of dependencies (cutlass) by default.
install(CODE "set(CMAKE_INSTALL_LOCAL_ONLY TRUE)" ALL_COMPONENTS)
# #
# Supported python versions. These versions will be searched in order, the # Supported python versions. These versions will be searched in order, the
# first match will be selected. These should be kept in sync with setup.py. # first match will be selected. These should be kept in sync with setup.py.
...@@ -185,6 +182,31 @@ message(STATUS "FetchContent base directory: ${FETCHCONTENT_BASE_DIR}") ...@@ -185,6 +182,31 @@ message(STATUS "FetchContent base directory: ${FETCHCONTENT_BASE_DIR}")
# Define other extension targets # Define other extension targets
# #
#
# cumem_allocator extension
#
set(VLLM_CUMEM_EXT_SRC
"csrc/cumem_allocator.cpp")
set_gencode_flags_for_srcs(
SRCS "${VLLM_CUMEM_EXT_SRC}"
CUDA_ARCHS "${CUDA_ARCHS}")
if(VLLM_GPU_LANG STREQUAL "CUDA")
message(STATUS "Enabling cumem allocator extension.")
# link against cuda driver library
list(APPEND CUMEM_LIBS cuda)
define_gpu_extension_target(
cumem_allocator
DESTINATION vllm
LANGUAGE CXX
SOURCES ${VLLM_CUMEM_EXT_SRC}
LIBRARIES ${CUMEM_LIBS}
USE_SABI 3.8
WITH_SOABI)
endif()
# #
# _C extension # _C extension
# #
...@@ -236,13 +258,13 @@ if(VLLM_GPU_LANG STREQUAL "CUDA") ...@@ -236,13 +258,13 @@ if(VLLM_GPU_LANG STREQUAL "CUDA")
FetchContent_Declare( FetchContent_Declare(
cutlass cutlass
GIT_REPOSITORY https://github.com/nvidia/cutlass.git GIT_REPOSITORY https://github.com/nvidia/cutlass.git
GIT_TAG 8aa95dbb888be6d81c6fbf7169718c5244b53227 GIT_TAG v3.7.0
GIT_PROGRESS TRUE GIT_PROGRESS TRUE
# Speed up CUTLASS download by retrieving only the specified GIT_TAG instead of the history. # Speed up CUTLASS download by retrieving only the specified GIT_TAG instead of the history.
# Important: If GIT_SHALLOW is enabled then GIT_TAG works only with branch names and tags. # Important: If GIT_SHALLOW is enabled then GIT_TAG works only with branch names and tags.
# So if the GIT_TAG above is updated to a commit hash, GIT_SHALLOW must be set to FALSE # So if the GIT_TAG above is updated to a commit hash, GIT_SHALLOW must be set to FALSE
GIT_SHALLOW FALSE GIT_SHALLOW TRUE
) )
endif() endif()
FetchContent_MakeAvailable(cutlass) FetchContent_MakeAvailable(cutlass)
...@@ -266,7 +288,7 @@ if(VLLM_GPU_LANG STREQUAL "CUDA") ...@@ -266,7 +288,7 @@ if(VLLM_GPU_LANG STREQUAL "CUDA")
# Only build Marlin kernels if we are building for at least some compatible archs. # Only build Marlin kernels if we are building for at least some compatible archs.
# Keep building Marlin for 9.0 as there are some group sizes and shapes that # Keep building Marlin for 9.0 as there are some group sizes and shapes that
# are not supported by Machete yet. # are not supported by Machete yet.
cuda_archs_loose_intersection(MARLIN_ARCHS "8.0;8.6;8.7;8.9;9.0" ${CUDA_ARCHS}) cuda_archs_loose_intersection(MARLIN_ARCHS "8.0;8.6;8.7;8.9;9.0" "${CUDA_ARCHS}")
if (MARLIN_ARCHS) if (MARLIN_ARCHS)
set(MARLIN_SRCS set(MARLIN_SRCS
"csrc/quantization/fp8/fp8_marlin.cu" "csrc/quantization/fp8/fp8_marlin.cu"
...@@ -287,10 +309,15 @@ if(VLLM_GPU_LANG STREQUAL "CUDA") ...@@ -287,10 +309,15 @@ if(VLLM_GPU_LANG STREQUAL "CUDA")
endif() endif()
# The cutlass_scaled_mm kernels for Hopper (c3x, i.e. CUTLASS 3.x) require # The cutlass_scaled_mm kernels for Hopper (c3x, i.e. CUTLASS 3.x) require
# CUDA 12.0 or later (and only work on Hopper, 9.0/9.0a for now). # CUDA 12.0 or later (and only work on Hopper, 9.0a for now).
cuda_archs_loose_intersection(SCALED_MM_3X_ARCHS "9.0;9.0a" "${CUDA_ARCHS}") cuda_archs_loose_intersection(SCALED_MM_3X_ARCHS "9.0a" "${CUDA_ARCHS}")
if(${CMAKE_CUDA_COMPILER_VERSION} VERSION_GREATER 12.0 AND SCALED_MM_3X_ARCHS) if(${CMAKE_CUDA_COMPILER_VERSION} VERSION_GREATER 12.0 AND SCALED_MM_3X_ARCHS)
set(SRCS "csrc/quantization/cutlass_w8a8/scaled_mm_c3x.cu") set(SRCS
"csrc/quantization/cutlass_w8a8/scaled_mm_c3x.cu"
"csrc/quantization/cutlass_w8a8/c3x/scaled_mm_sm90_fp8.cu"
"csrc/quantization/cutlass_w8a8/c3x/scaled_mm_sm90_int8.cu"
"csrc/quantization/cutlass_w8a8/c3x/scaled_mm_azp_sm90_int8.cu"
"csrc/quantization/cutlass_w8a8/c3x/scaled_mm_blockwise_sm90_fp8.cu")
set_gencode_flags_for_srcs( set_gencode_flags_for_srcs(
SRCS "${SRCS}" SRCS "${SRCS}"
CUDA_ARCHS "${SCALED_MM_3X_ARCHS}") CUDA_ARCHS "${SCALED_MM_3X_ARCHS}")
...@@ -342,7 +369,7 @@ if(VLLM_GPU_LANG STREQUAL "CUDA") ...@@ -342,7 +369,7 @@ if(VLLM_GPU_LANG STREQUAL "CUDA")
# 2:4 Sparse Kernels # 2:4 Sparse Kernels
# The 2:4 sparse kernels cutlass_scaled_sparse_mm and cutlass_compressor # The 2:4 sparse kernels cutlass_scaled_sparse_mm and cutlass_compressor
# require CUDA 12.2 or later (and only work on Hopper, 9.0/9.0a for now). # require CUDA 12.2 or later (and only work on Hopper, 9.0a for now).
if(${CMAKE_CUDA_COMPILER_VERSION} VERSION_GREATER 12.2 AND SCALED_MM_3X_ARCHS) if(${CMAKE_CUDA_COMPILER_VERSION} VERSION_GREATER 12.2 AND SCALED_MM_3X_ARCHS)
set(SRCS "csrc/sparse/cutlass/sparse_compressor_c3x.cu" set(SRCS "csrc/sparse/cutlass/sparse_compressor_c3x.cu"
"csrc/sparse/cutlass/sparse_scaled_mm_c3x.cu") "csrc/sparse/cutlass/sparse_scaled_mm_c3x.cu")
...@@ -525,7 +552,7 @@ endif() ...@@ -525,7 +552,7 @@ endif()
]] ]]
# vllm-flash-attn currently only supported on CUDA # vllm-flash-attn currently only supported on CUDA
if (NOT VLLM_TARGET_DEVICE STREQUAL "cuda") if (NOT VLLM_GPU_LANG STREQUAL "CUDA")
return() return()
endif () endif ()
...@@ -548,7 +575,7 @@ endif() ...@@ -548,7 +575,7 @@ endif()
# They should be identical but if they aren't, this is a massive footgun. # They should be identical but if they aren't, this is a massive footgun.
# #
# The vllm-flash-attn install rules are nested under vllm to make sure the library gets installed in the correct place. # The vllm-flash-attn install rules are nested under vllm to make sure the library gets installed in the correct place.
# To only install vllm-flash-attn, use --component vllm_flash_attn_c. # To only install vllm-flash-attn, use --component _vllm_fa2_C (for FA2) or --component _vllm_fa3_C (for FA3).
# If no component is specified, vllm-flash-attn is still installed. # If no component is specified, vllm-flash-attn is still installed.
# If VLLM_FLASH_ATTN_SRC_DIR is set, vllm-flash-attn is installed from that directory instead of downloading. # If VLLM_FLASH_ATTN_SRC_DIR is set, vllm-flash-attn is installed from that directory instead of downloading.
...@@ -560,13 +587,17 @@ if (DEFINED ENV{VLLM_FLASH_ATTN_SRC_DIR}) ...@@ -560,13 +587,17 @@ if (DEFINED ENV{VLLM_FLASH_ATTN_SRC_DIR})
endif() endif()
if(VLLM_FLASH_ATTN_SRC_DIR) if(VLLM_FLASH_ATTN_SRC_DIR)
FetchContent_Declare(vllm-flash-attn SOURCE_DIR ${VLLM_FLASH_ATTN_SRC_DIR}) FetchContent_Declare(
vllm-flash-attn SOURCE_DIR
${VLLM_FLASH_ATTN_SRC_DIR}
BINARY_DIR ${CMAKE_BINARY_DIR}/vllm-flash-attn
)
#[[ #[[
else() else()
FetchContent_Declare( FetchContent_Declare(
vllm-flash-attn vllm-flash-attn
GIT_REPOSITORY https://github.com/vllm-project/flash-attention.git GIT_REPOSITORY https://github.com/vllm-project/flash-attention.git
GIT_TAG 04325b6798bcc326c86fb35af62d05a9c8c8eceb GIT_TAG d4e09037abf588af1ec47d0e966b237ee376876c
GIT_PROGRESS TRUE GIT_PROGRESS TRUE
# Don't share the vllm-flash-attn build between build types # Don't share the vllm-flash-attn build between build types
BINARY_DIR ${CMAKE_BINARY_DIR}/vllm-flash-attn BINARY_DIR ${CMAKE_BINARY_DIR}/vllm-flash-attn
...@@ -574,31 +605,25 @@ else() ...@@ -574,31 +605,25 @@ else()
]] ]]
endif() endif()
# Set the parent build flag so that the vllm-flash-attn library does not redo compile flag and arch initialization.
set(VLLM_PARENT_BUILD ON)
#[[ #[[
# Ensure the vllm/vllm_flash_attn directory exists before installation
install(CODE "file(MAKE_DIRECTORY \"\${CMAKE_INSTALL_PREFIX}/vllm/vllm_flash_attn\")" COMPONENT vllm_flash_attn_c)
# Make sure vllm-flash-attn install rules are nested under vllm/
install(CODE "set(CMAKE_INSTALL_LOCAL_ONLY FALSE)" COMPONENT vllm_flash_attn_c)
install(CODE "set(OLD_CMAKE_INSTALL_PREFIX \"\${CMAKE_INSTALL_PREFIX}\")" COMPONENT vllm_flash_attn_c)
install(CODE "set(CMAKE_INSTALL_PREFIX \"\${CMAKE_INSTALL_PREFIX}/vllm/\")" COMPONENT vllm_flash_attn_c)
# Fetch the vllm-flash-attn library # Fetch the vllm-flash-attn library
FetchContent_MakeAvailable(vllm-flash-attn) FetchContent_MakeAvailable(vllm-flash-attn)
message(STATUS "vllm-flash-attn is available at ${vllm-flash-attn_SOURCE_DIR}") message(STATUS "vllm-flash-attn is available at ${vllm-flash-attn_SOURCE_DIR}")
# Restore the install prefix # Copy over the vllm-flash-attn python files (duplicated for fa2 and fa3, in
install(CODE "set(CMAKE_INSTALL_PREFIX \"\${OLD_CMAKE_INSTALL_PREFIX}\")" COMPONENT vllm_flash_attn_c) # case only one is built, in the case both are built redundant work is done)
install(CODE "set(CMAKE_INSTALL_LOCAL_ONLY TRUE)" COMPONENT vllm_flash_attn_c) install(
DIRECTORY ${vllm-flash-attn_SOURCE_DIR}/vllm_flash_attn/
DESTINATION vllm_flash_attn
COMPONENT _vllm_fa2_C
FILES_MATCHING PATTERN "*.py"
)
# Copy over the vllm-flash-attn python files
install( install(
DIRECTORY ${vllm-flash-attn_SOURCE_DIR}/vllm_flash_attn/ DIRECTORY ${vllm-flash-attn_SOURCE_DIR}/vllm_flash_attn/
DESTINATION vllm/vllm_flash_attn DESTINATION vllm_flash_attn
COMPONENT vllm_flash_attn_c COMPONENT _vllm_fa3_C
FILES_MATCHING PATTERN "*.py" FILES_MATCHING PATTERN "*.py"
) )
......
...@@ -2,8 +2,8 @@ ...@@ -2,8 +2,8 @@
# to run the OpenAI compatible server. # to run the OpenAI compatible server.
# Please update any changes made here to # Please update any changes made here to
# docs/source/dev/dockerfile/dockerfile.md and # docs/source/contributing/dockerfile/dockerfile.md and
# docs/source/assets/dev/dockerfile-stages-dependency.png # docs/source/assets/contributing/dockerfile-stages-dependency.png
ARG CUDA_VERSION=12.4.1 ARG CUDA_VERSION=12.4.1
#################### BASE BUILD IMAGE #################### #################### BASE BUILD IMAGE ####################
...@@ -52,7 +52,7 @@ WORKDIR /workspace ...@@ -52,7 +52,7 @@ WORKDIR /workspace
# after this step # after this step
RUN --mount=type=cache,target=/root/.cache/pip \ RUN --mount=type=cache,target=/root/.cache/pip \
if [ "$TARGETPLATFORM" = "linux/arm64" ]; then \ if [ "$TARGETPLATFORM" = "linux/arm64" ]; then \
python3 -m pip install --index-url https://download.pytorch.org/whl/nightly/cu124 "torch==2.6.0.dev20241210+cu124" "torchvision==0.22.0.dev20241215"; \ python3 -m pip install --index-url https://download.pytorch.org/whl/nightly/cu126 "torch==2.7.0.dev20250121+cu126" "torchvision==0.22.0.dev20250121"; \
fi fi
COPY requirements-common.txt requirements-common.txt COPY requirements-common.txt requirements-common.txt
...@@ -126,8 +126,8 @@ RUN --mount=type=cache,target=/root/.cache/ccache \ ...@@ -126,8 +126,8 @@ RUN --mount=type=cache,target=/root/.cache/ccache \
# Check the size of the wheel if RUN_WHEEL_CHECK is true # Check the size of the wheel if RUN_WHEEL_CHECK is true
COPY .buildkite/check-wheel-size.py check-wheel-size.py COPY .buildkite/check-wheel-size.py check-wheel-size.py
# Default max size of the wheel is 250MB # sync the default value with .buildkite/check-wheel-size.py
ARG VLLM_MAX_SIZE_MB=250 ARG VLLM_MAX_SIZE_MB=300
ENV VLLM_MAX_SIZE_MB=$VLLM_MAX_SIZE_MB ENV VLLM_MAX_SIZE_MB=$VLLM_MAX_SIZE_MB
ARG RUN_WHEEL_CHECK=true ARG RUN_WHEEL_CHECK=true
RUN if [ "$RUN_WHEEL_CHECK" = "true" ]; then \ RUN if [ "$RUN_WHEEL_CHECK" = "true" ]; then \
...@@ -149,7 +149,8 @@ RUN --mount=type=cache,target=/root/.cache/pip \ ...@@ -149,7 +149,8 @@ RUN --mount=type=cache,target=/root/.cache/pip \
#################### vLLM installation IMAGE #################### #################### vLLM installation IMAGE ####################
# image with vLLM installed # image with vLLM installed
FROM nvidia/cuda:${CUDA_VERSION}-base-ubuntu22.04 AS vllm-base # TODO: Restore to base image after FlashInfer AOT wheel fixed
FROM nvidia/cuda:${CUDA_VERSION}-devel-ubuntu22.04 AS vllm-base
ARG CUDA_VERSION=12.4.1 ARG CUDA_VERSION=12.4.1
ARG PYTHON_VERSION=3.12 ARG PYTHON_VERSION=3.12
WORKDIR /vllm-workspace WORKDIR /vllm-workspace
...@@ -194,12 +195,30 @@ RUN --mount=type=bind,from=build,src=/workspace/dist,target=/vllm-workspace/dist ...@@ -194,12 +195,30 @@ RUN --mount=type=bind,from=build,src=/workspace/dist,target=/vllm-workspace/dist
--mount=type=cache,target=/root/.cache/pip \ --mount=type=cache,target=/root/.cache/pip \
python3 -m pip install dist/*.whl --verbose python3 -m pip install dist/*.whl --verbose
# How to build this FlashInfer wheel:
# $ export FLASHINFER_ENABLE_AOT=1
# $ # Note we remove 7.0 from the arch list compared to the list below, since FlashInfer only supports sm75+
# $ export TORCH_CUDA_ARCH_LIST='7.5 8.0 8.6 8.9 9.0+PTX'
# $ git clone https://github.com/flashinfer-ai/flashinfer.git --recursive
# $ cd flashinfer
# $ git checkout 524304395bd1d8cd7d07db083859523fcaa246a4
# $ python3 setup.py bdist_wheel --dist-dir=dist --verbose
RUN --mount=type=cache,target=/root/.cache/pip \ RUN --mount=type=cache,target=/root/.cache/pip \
. /etc/environment && \ . /etc/environment && \
if [ "$TARGETPLATFORM" != "linux/arm64" ]; then \ if [ "$TARGETPLATFORM" != "linux/arm64" ]; then \
python3 -m pip install https://github.com/flashinfer-ai/flashinfer/releases/download/v0.1.6/flashinfer-0.1.6+cu121torch2.4-cp${PYTHON_VERSION_STR}-cp${PYTHON_VERSION_STR}-linux_x86_64.whl; \ python3 -m pip install https://wheels.vllm.ai/flashinfer/524304395bd1d8cd7d07db083859523fcaa246a4/flashinfer_python-0.2.0.post1-cp${PYTHON_VERSION_STR}-cp${PYTHON_VERSION_STR}-linux_x86_64.whl; \
fi fi
COPY examples examples COPY examples examples
# Although we build Flashinfer with AOT mode, there's still
# some issues w.r.t. JIT compilation. Therefore we need to
# install build dependencies for JIT compilation.
# TODO: Remove this once FlashInfer AOT wheel is fixed
COPY requirements-build.txt requirements-build.txt
RUN --mount=type=cache,target=/root/.cache/pip \
python3 -m pip install -r requirements-build.txt
#################### vLLM installation IMAGE #################### #################### vLLM installation IMAGE ####################
#################### TEST IMAGE #################### #################### TEST IMAGE ####################
...@@ -234,8 +253,8 @@ RUN mv vllm test_docs/ ...@@ -234,8 +253,8 @@ RUN mv vllm test_docs/
#################### TEST IMAGE #################### #################### TEST IMAGE ####################
#################### OPENAI API SERVER #################### #################### OPENAI API SERVER ####################
# openai api server alternative # base openai image with additional requirements, for any subsequent openai-style images
FROM vllm-base AS vllm-openai FROM vllm-base AS vllm-openai-base
# install additional dependencies for openai api server # install additional dependencies for openai api server
RUN --mount=type=cache,target=/root/.cache/pip \ RUN --mount=type=cache,target=/root/.cache/pip \
...@@ -247,5 +266,14 @@ RUN --mount=type=cache,target=/root/.cache/pip \ ...@@ -247,5 +266,14 @@ RUN --mount=type=cache,target=/root/.cache/pip \
ENV VLLM_USAGE_SOURCE production-docker-image ENV VLLM_USAGE_SOURCE production-docker-image
# define sagemaker first, so it is not default from `docker build`
FROM vllm-openai-base AS vllm-sagemaker
COPY examples/online_serving/sagemaker-entrypoint.sh .
RUN chmod +x sagemaker-entrypoint.sh
ENTRYPOINT ["./sagemaker-entrypoint.sh"]
FROM vllm-openai-base AS vllm-openai
ENTRYPOINT ["python3", "-m", "vllm.entrypoints.openai.api_server"] ENTRYPOINT ["python3", "-m", "vllm.entrypoints.openai.api_server"]
#################### OPENAI API SERVER #################### #################### OPENAI API SERVER ####################
...@@ -26,10 +26,10 @@ RUN pip install intel_extension_for_pytorch==2.5.0 ...@@ -26,10 +26,10 @@ RUN pip install intel_extension_for_pytorch==2.5.0
WORKDIR /workspace WORKDIR /workspace
COPY requirements-build.txt requirements-build.txt
ARG PIP_EXTRA_INDEX_URL="https://download.pytorch.org/whl/cpu" ARG PIP_EXTRA_INDEX_URL="https://download.pytorch.org/whl/cpu"
ENV PIP_EXTRA_INDEX_URL=${PIP_EXTRA_INDEX_URL} ENV PIP_EXTRA_INDEX_URL=${PIP_EXTRA_INDEX_URL}
RUN --mount=type=cache,target=/root/.cache/pip \ RUN --mount=type=cache,target=/root/.cache/pip \
--mount=type=bind,src=requirements-build.txt,target=requirements-build.txt \
pip install --upgrade pip && \ pip install --upgrade pip && \
pip install -r requirements-build.txt pip install -r requirements-build.txt
...@@ -37,9 +37,9 @@ FROM cpu-test-1 AS build ...@@ -37,9 +37,9 @@ FROM cpu-test-1 AS build
WORKDIR /workspace/vllm WORKDIR /workspace/vllm
COPY requirements-common.txt requirements-common.txt
COPY requirements-cpu.txt requirements-cpu.txt
RUN --mount=type=cache,target=/root/.cache/pip \ RUN --mount=type=cache,target=/root/.cache/pip \
--mount=type=bind,src=requirements-common.txt,target=requirements-common.txt \
--mount=type=bind,src=requirements-cpu.txt,target=requirements-cpu.txt \
pip install -v -r requirements-cpu.txt pip install -v -r requirements-cpu.txt
COPY . . COPY . .
......
FROM vault.habana.ai/gaudi-docker/1.18.0/ubuntu22.04/habanalabs/pytorch-installer-2.4.0:latest FROM vault.habana.ai/gaudi-docker/1.19.1/ubuntu22.04/habanalabs/pytorch-installer-2.5.1:latest
COPY ./ /workspace/vllm COPY ./ /workspace/vllm
......
# default base image # default base image
# https://gallery.ecr.aws/neuron/pytorch-inference-neuronx # https://gallery.ecr.aws/neuron/pytorch-inference-neuronx
ARG BASE_IMAGE="public.ecr.aws/neuron/pytorch-inference-neuronx:2.1.2-neuronx-py310-sdk2.20.2-ubuntu20.04" ARG BASE_IMAGE="public.ecr.aws/neuron/pytorch-inference-neuronx:2.5.1-neuronx-py310-sdk2.21.0-ubuntu22.04"
FROM $BASE_IMAGE FROM $BASE_IMAGE
...@@ -15,16 +15,17 @@ RUN apt-get update && \ ...@@ -15,16 +15,17 @@ RUN apt-get update && \
ffmpeg libsm6 libxext6 libgl1 ffmpeg libsm6 libxext6 libgl1
### Mount Point ### ### Mount Point ###
# When launching the container, mount the code directory to /app # When launching the container, mount the code directory to /workspace
ARG APP_MOUNT=/app ARG APP_MOUNT=/workspace
VOLUME [ ${APP_MOUNT} ] VOLUME [ ${APP_MOUNT} ]
WORKDIR ${APP_MOUNT}/vllm WORKDIR ${APP_MOUNT}/vllm
RUN python3 -m pip install --upgrade pip RUN python3 -m pip install --upgrade pip
RUN python3 -m pip install --no-cache-dir fastapi ninja tokenizers pandas RUN python3 -m pip install --no-cache-dir fastapi ninja tokenizers pandas
RUN python3 -m pip install sentencepiece transformers==4.36.2 -U RUN python3 -m pip install sentencepiece transformers==4.45.2 -U
RUN python3 -m pip install transformers-neuronx --extra-index-url=https://pip.repos.neuron.amazonaws.com -U RUN python3 -m pip install transformers-neuronx --extra-index-url=https://pip.repos.neuron.amazonaws.com -U
RUN python3 -m pip install --pre neuronx-cc==2.15.* --extra-index-url=https://pip.repos.neuron.amazonaws.com -U RUN python3 -m pip install neuronx-cc==2.16.345.0 --extra-index-url=https://pip.repos.neuron.amazonaws.com -U
RUN python3 -m pip install pytest
COPY . . COPY . .
ARG GIT_REPO_CHECK=0 ARG GIT_REPO_CHECK=0
...@@ -42,4 +43,7 @@ RUN --mount=type=bind,source=.git,target=.git \ ...@@ -42,4 +43,7 @@ RUN --mount=type=bind,source=.git,target=.git \
# install development dependencies (for testing) # install development dependencies (for testing)
RUN python3 -m pip install -e tests/vllm_test_utils RUN python3 -m pip install -e tests/vllm_test_utils
# overwrite entrypoint to run bash script
RUN echo "import subprocess; import sys; subprocess.check_call(sys.argv[1:])" > /usr/local/bin/dockerd-entrypoint.py
CMD ["/bin/bash"] CMD ["/bin/bash"]
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