mirror of
https://github.com/exo-explore/exo.git
synced 2026-09-12 21:38:59 -04:00
vllm support
This commit is contained in:
1 parent
667a3bb0e5
commit
dbc736c845
21 files changed
+4306
-459
No files matched your search
+202
-20
@@ -10,8 +10,10 @@ let
|
||||
inherit (pkgs.stdenv.hostPlatform) isLinux isDarwin isx86_64;
|
||||
inherit (pkgs.config) cudaSupport;
|
||||
inherit (pkgs) cudaPackages;
|
||||
cuda13Support = cudaSupport && cudaPackages.cudaMajorVersion == "13";
|
||||
libmlx_source = if cuda13Support then "mlx-cuda-13" else if cudaSupport then "mlx-cuda-12" else "mlx-cpu";
|
||||
libmlx_source =
|
||||
if (builtins.elem "mlx-cuda13" members.exo or [ ]) then "mlx-cuda-13"
|
||||
else if (builtins.elem "mlx-cuda12" members.exo or [ ]) then "mlx-cuda-12"
|
||||
else "mlx-cpu";
|
||||
python = pkgs.python313;
|
||||
cudaLibs = with cudaPackages; [
|
||||
cuda_cudart
|
||||
@@ -113,37 +115,213 @@ let
|
||||
});
|
||||
} // lib.optionalAttrs isLinux {
|
||||
mlx = prev.mlx.overrideAttrs (old: {
|
||||
nativeBuildInputs = old.nativeBuildInputs ++ lib.optionals cudaSupport [ pkgs.autoAddDriverRunpath ];
|
||||
buildInputs = old.buildInputs ++ lib.optionals cudaSupport cudaLibs;
|
||||
autoPatchelfIgnoreMissingDeps = lib.optionals cudaSupport [ "libcuda.so.1" ];
|
||||
postInstall = ''
|
||||
cp -r "${final.${libmlx_source}}/${final.python.sitePackages}/mlx" "$out/${final.python.sitePackages}/mlx/"
|
||||
'';
|
||||
autoPatchelfIgnoreMissingDeps = [ "libcuda.so.1" ];
|
||||
});
|
||||
} // lib.optionalAttrs cudaSupport {
|
||||
"${libmlx_source}" = prev."${libmlx_source}".overrideAttrs (old: {
|
||||
nativeBuildInputs = old.nativeBuildInputs ++ [ pkgs.autoAddDriverRunpath ];
|
||||
buildInputs = old.buildInputs ++ cudaLibs;
|
||||
autoPatchelfIgnoreMissingDeps = [ "libcuda.so.1" ];
|
||||
});
|
||||
nvidia-cufile = prev.nvidia-cufile.overrideAttrs (old: {
|
||||
nativeBuildInputs = old.nativeBuildInputs ++ [ pkgs.autoAddDriverRunpath ];
|
||||
buildInputs = old.buildInputs ++ [ pkgs.rdma-core ];
|
||||
autoPatchelfIgnoreMissingDeps = [ "libcuda.so.1" ];
|
||||
});
|
||||
nvidia-cusolver = prev.nvidia-cusolver.overrideAttrs (old: {
|
||||
nativeBuildInputs = old.nativeBuildInputs ++ [ pkgs.autoAddDriverRunpath ];
|
||||
buildInputs = old.buildInputs ++ cudaLibs;
|
||||
autoPatchelfIgnoreMissingDeps = [ "libcuda.so.1" ];
|
||||
});
|
||||
nvidia-nvshmem-cu13 = prev.nvidia-nvshmem-cu13.overrideAttrs (old: {
|
||||
nativeBuildInputs = old.nativeBuildInputs ++ [ pkgs.autoAddDriverRunpath ];
|
||||
buildInputs = old.buildInputs ++ [ pkgs.rdma-core pkgs.pmix pkgs.libfabric pkgs.ucx pkgs.openmpi ];
|
||||
autoPatchelfIgnoreMissingDeps = [ "libcuda.so.1" ];
|
||||
});
|
||||
nvidia-cusparse = prev.nvidia-cusparse.overrideAttrs (old: {
|
||||
buildInputs = old.buildInputs ++ [ cudaLibs ];
|
||||
autoPatchelfIgnoreMissingDeps = [ "libcuda.so.1" ];
|
||||
nativeBuildInputs = old.nativeBuildInputs ++ [ pkgs.autoAddDriverRunpath ];
|
||||
buildInputs = old.buildInputs ++ cudaLibs;
|
||||
});
|
||||
torch = prev.torch.overrideAttrs (old: {
|
||||
nativeBuildInputs = old.nativeBuildInputs ++ [ pkgs.autoAddDriverRunpath ];
|
||||
buildInputs = old.buildInputs ++ cudaLibs;
|
||||
autoPatchelfIgnoreMissingDeps = [ "libcuda.so.1" ];
|
||||
});
|
||||
torchaudio = prev.torchaudio.overrideAttrs (old: {
|
||||
nativeBuildInputs = old.nativeBuildInputs ++ [ pkgs.autoAddDriverRunpath ];
|
||||
buildInputs = old.buildInputs ++ [ cudaPackages.cuda_cudart ];
|
||||
preFixup = "addAutoPatchelfSearchPath '${final.torch}'";
|
||||
});
|
||||
torchvision = prev.torchvision.overrideAttrs (old: {
|
||||
nativeBuildInputs = old.nativeBuildInputs ++ [ pkgs.autoAddDriverRunpath ];
|
||||
preFixup = "addAutoPatchelfSearchPath '${final.torch}'";
|
||||
});
|
||||
|
||||
torch-c-dlpack-ext = prev.torch-c-dlpack-ext.overrideAttrs (old: {
|
||||
buildInputs = old.buildInputs ++ cudaLibs;
|
||||
autoPatchelfIgnoreMissingDeps = [ "libcuda.so.1" ];
|
||||
preFixup = "addAutoPatchelfSearchPath '${final.torch}'";
|
||||
});
|
||||
# Currently treating vllm as a cuda dep. it obviously exists as a non cuda dep
|
||||
vllm = prev.vllm.overrideAttrs (old:
|
||||
let
|
||||
cuda_cccl_compat = pkgs.runCommand "cuda-cccl-compat" { } ''
|
||||
mkdir -p $out/include
|
||||
ln -s ${cudaPackages.cuda_cccl}/include $out/include/cccl
|
||||
'';
|
||||
|
||||
cudaRoot = pkgs.symlinkJoin {
|
||||
name = "cuda-merged-exo";
|
||||
paths = builtins.concatMap (p: [ (lib.getBin p) (lib.getLib p) (lib.getDev p) ]) (cudaLibs ++ [ cudaPackages.cuda_nvcc cuda_cccl_compat ]);
|
||||
};
|
||||
|
||||
cutlass = pkgs.fetchFromGitHub {
|
||||
name = "cutlass-source";
|
||||
owner = "NVIDIA";
|
||||
repo = "cutlass";
|
||||
tag = "v4.2.1";
|
||||
hash = "sha256-iP560D5Vwuj6wX1otJhwbvqe/X4mYVeKTpK533Wr5gY=";
|
||||
};
|
||||
triton-kernels = pkgs.fetchFromGitHub {
|
||||
owner = "triton-lang";
|
||||
repo = "triton";
|
||||
tag = "v3.6.0";
|
||||
hash = "sha256-JFSpQn+WsNnh7CAPlcpOcUp0nyKXNbJEANdXqmkt4Tc=";
|
||||
};
|
||||
|
||||
cutlass-flashmla = pkgs.fetchFromGitHub {
|
||||
owner = "NVIDIA";
|
||||
repo = "cutlass";
|
||||
rev = "147f5673d0c1c3dcf66f78d677fd647e4a020219";
|
||||
hash = "sha256-dHQto08IwTDOIuFUp9jwm1MWkFi8v2YJ/UESrLuG71g=";
|
||||
};
|
||||
|
||||
flashmla = pkgs.stdenv.mkDerivation {
|
||||
pname = "flashmla";
|
||||
version = "1.0.0";
|
||||
|
||||
src = pkgs.fetchFromGitHub {
|
||||
name = "FlashMLA-source";
|
||||
owner = "vllm-project";
|
||||
repo = "FlashMLA";
|
||||
rev = "c2afa9cb93e674d5a9120a170a6da57b89267208";
|
||||
hash = "sha256-pKlwxV6G9iHag/jbu3bAyvYvnu5TbrQwUMFV0AlGC3s=";
|
||||
};
|
||||
|
||||
dontConfigure = true;
|
||||
|
||||
buildPhase = ''
|
||||
rm -rf csrc/cutlass
|
||||
ln -sf ${cutlass-flashmla} csrc/cutlass
|
||||
'';
|
||||
|
||||
installPhase = ''
|
||||
cp -rva . $out
|
||||
'';
|
||||
};
|
||||
qutlass = pkgs.fetchFromGitHub {
|
||||
name = "qutlass-source";
|
||||
owner = "IST-DASLab";
|
||||
repo = "qutlass";
|
||||
rev = "830d2c4537c7396e14a02a46fbddd18b5d107c65";
|
||||
hash = "sha256-aG4qd0vlwP+8gudfvHwhtXCFmBOJKQQTvcwahpEqC84=";
|
||||
};
|
||||
vllm-flash-attn = pkgs.stdenv.mkDerivation {
|
||||
pname = "vllm-flash-attn";
|
||||
version = "2.7.2.post1";
|
||||
|
||||
src = pkgs.fetchFromGitHub {
|
||||
name = "flash-attention-source";
|
||||
owner = "vllm-project";
|
||||
repo = "flash-attention";
|
||||
rev = "188be16520ceefdc625fdf71365585d2ee348fe2";
|
||||
hash = "sha256-Osec+/IF3+UDtbIhDMBXzUeWJ7hDJNb5FpaVaziPSgM=";
|
||||
};
|
||||
|
||||
patches = [
|
||||
(pkgs.fetchpatch {
|
||||
url = "https://github.com/Dao-AILab/flash-attention/commit/dad67c88d4b6122c69d0bed1cebded0cded71cea.patch";
|
||||
hash = "sha256-JSgXWItOp5KRpFbTQj/cZk+Tqez+4mEz5kmH5EUeQN4=";
|
||||
})
|
||||
(pkgs.fetchpatch {
|
||||
url = "https://github.com/Dao-AILab/flash-attention/commit/e26dd28e487117ee3e6bc4908682f41f31e6f83a.patch";
|
||||
hash = "sha256-NkCEowXSi+tiWu74Qt+VPKKavx0H9JeteovSJKToK9A=";
|
||||
})
|
||||
];
|
||||
|
||||
dontConfigure = true;
|
||||
|
||||
buildPhase = ''
|
||||
rm -rf csrc/cutlass
|
||||
ln -sf ${cutlass} csrc/cutlass
|
||||
'';
|
||||
|
||||
installPhase = ''
|
||||
cp -rva . $out
|
||||
'';
|
||||
};
|
||||
in
|
||||
{
|
||||
patches = (old.patches or [ ]) ++ [ ../nix/vllm-setuppy-cmake.patch ];
|
||||
nativeBuildInputs = (old.nativeBuildInputs or [ ]) ++ [
|
||||
pkgs.cmake
|
||||
pkgs.ninja
|
||||
pkgs.autoAddDriverRunpath
|
||||
] ++ lib.optionals cudaSupport [
|
||||
cudaPackages.cuda_nvcc
|
||||
];
|
||||
# TODO: vllm rocm/cpu
|
||||
VLLM_TARGET_DEVICE = "empty";
|
||||
preConfigure = ''
|
||||
export MAX_JOBS="$NIX_BUILD_CORES"
|
||||
'';
|
||||
|
||||
# TODO: vllm non cuda13 support, more arch's, etc.
|
||||
} // lib.optionalAttrs cudaSupport {
|
||||
buildInputs = cudaLibs ++ [ cudaRoot ];
|
||||
|
||||
VLLM_CUDA_VERSION = cudaPackages.cudaMajorMinorVersion;
|
||||
CUDA_HOME = "${cudaRoot}";
|
||||
CUDAToolkit_ROOT = "${cudaRoot}";
|
||||
CUDACXX = "${cudaRoot}/bin/nvcc";
|
||||
VLLM_CUTLASS_SRC_DIR = "${lib.getDev cutlass}";
|
||||
VLLM_TARGET_DEVICE = "cuda";
|
||||
TORCH_CUDA_ARCH_LIST = "12.0;12.1";
|
||||
TRITON_KERNELS_SRC_DIR = "${lib.getDev triton-kernels}/python/triton_kernels/triton_kernels";
|
||||
FLASH_MLA_SRC_DIR = "${lib.getDev flashmla}";
|
||||
QUTLASS_SRC_DIR = "${lib.getDev qutlass}";
|
||||
VLLM_FLASH_ATTN_SRC_DIR = "${lib.getDev vllm-flash-attn}";
|
||||
CAFFE2_USE_CUDNN = "ON";
|
||||
CAFFE2_USE_CUFILE = "ON";
|
||||
CUTLASS_ENABLE_CUBLAS = "ON";
|
||||
CUTLASS_NVCC_ARCHS_ENABLED = "12.0;12.1";
|
||||
|
||||
cmakeFlags = [
|
||||
(lib.cmakeBool "CMAKE_SKIP_INSTALL_RPATH" true)
|
||||
(lib.cmakeBool "CMAKE_BUILD_WITH_INSTALL_RPATH" true)
|
||||
(lib.cmakeFeature "CUDA_HOME" "${cudaRoot}")
|
||||
(lib.cmakeFeature "CUDAToolkit_ROOT" "${cudaRoot}")
|
||||
(lib.cmakeFeature "CMAKE_CUDA_COMPILER" "${cudaRoot}/bin/nvcc")
|
||||
(lib.cmakeFeature "CMAKE_PREFIX_PATH" "${cudaRoot}")
|
||||
(lib.cmakeFeature "FETCHCONTENT_SOURCE_DIR_CUTLASS" "${lib.getDev cutlass}")
|
||||
(lib.cmakeFeature "FLASH_MLA_SRC_DIR" "${lib.getDev flashmla}")
|
||||
(lib.cmakeFeature "VLLM_FLASH_ATTN_SRC_DIR" "${lib.getDev vllm-flash-attn}")
|
||||
(lib.cmakeFeature "QUTLASS_SRC_DIR" "${lib.getDev qutlass}")
|
||||
(lib.cmakeFeature "TORCH_CUDA_ARCH_LIST" "12.0;12.1")
|
||||
(lib.cmakeFeature "CUTLASS_NVCC_ARCHS_ENABLED" "${cudaPackages.flags.cmakeCudaArchitecturesString}")
|
||||
(lib.cmakeFeature "CUDA_TOOLKIT_ROOT_DIR" "${cudaRoot}")
|
||||
(lib.cmakeFeature "CAFFE2_USE_CUDNN" "ON")
|
||||
(lib.cmakeFeature "CAFFE2_USE_CUFILE" "ON")
|
||||
(lib.cmakeFeature "CUTLASS_ENABLE_CUBLAS" "ON")
|
||||
];
|
||||
});
|
||||
|
||||
} // lib.optionalAttrs (cudaSupport && isx86_64) {
|
||||
numba = prev.numba.overrideAttrs (old: {
|
||||
buildInputs = (old.buildInputs or [ ]) ++ [ pkgs.tbb ];
|
||||
});
|
||||
};
|
||||
pyprojectOverlay = workspace.mkPyprojectOverlay {
|
||||
sourcePreference = "wheel";
|
||||
@@ -164,24 +342,28 @@ let
|
||||
buildSystemsOverlay
|
||||
]
|
||||
);
|
||||
venv = name: (pythonSet.mkVirtualEnv "${name}-env" members).overrideAttrs (_: { venvSkip = [ "lib/python${python.pythonVersion}/site-packages/mlx/share/cmake/*" ]; });
|
||||
mkApp = cmd: name: pkgs.writeShellApplication {
|
||||
# mlx and mlx-cuda ship clashing cmake files - we dont need them at runtime anyway
|
||||
venv = name: (pythonSet.mkVirtualEnv "${name}-venv" members).overrideAttrs (_: { venvSkip = [ "lib/python${python.pythonVersion}/site-packages/mlx/share/cmake/*" "lib/python${python.pythonVersion}/site-packages/build_backend.py" ]; });
|
||||
mkApp = text: name: pkgs.writeShellApplication {
|
||||
inherit name;
|
||||
text = "exec " + lib.optionalString cudaSupport "nixglhost " + text;
|
||||
runtimeEnv = {
|
||||
EXO_DASHBOARD_DIR = self'.packages.dashboard;
|
||||
EXO_RESOURCES_DIR = inputs.self + /resources;
|
||||
};
|
||||
runtimeInputs = [
|
||||
# mlx and mlx-cuda ship clashing cmake files - we dont need them at runtime anyway
|
||||
(venv name)
|
||||
pkgs.nix-gl-host
|
||||
]
|
||||
++ lib.optionals isDarwin [ pkgs.macmon ];
|
||||
text = "exec " + lib.optionalString cudaSupport "${lib.getExe pkgs.nix-gl-host} " + cmd;
|
||||
passthru = {
|
||||
venv = venv name;
|
||||
evenv = ((pythonSet.overrideScope editableOverlay).mkVirtualEnv "${name}-evenv" (members // { exo = (members.exo or [ ]) ++ [ "dev" ]; })).overrideAttrs (_: { venvSkip = [ "lib/python${python.pythonVersion}/site-packages/mlx/share/cmake/*" "lib/python${python.pythonVersion}/site-packages/build_backend.py" ]; });
|
||||
};
|
||||
};
|
||||
in
|
||||
{
|
||||
inherit venv;
|
||||
editablePythonSet = pythonSet.overrideScope editableOverlay;
|
||||
mkPythonScript = path: mkApp ''python ${path} "$@"'';
|
||||
mkExo = mkApp ''exo "$@"'';
|
||||
};
|
||||
@@ -191,18 +373,18 @@ in
|
||||
{ self', pkgs, unfreePkgs, lib, ... }:
|
||||
let
|
||||
inherit (pkgs.stdenv.hostPlatform) isLinux;
|
||||
inherit (mkPythonSet { inherit self' pkgs lib; members = { exo = [ "cpu" ]; }; }) editablePythonSet mkExo;
|
||||
inherit (mkPythonSet { inherit self' pkgs lib; members = { exo = [ "mlx-cpu" "vllm-none" ]; }; }) mkExo;
|
||||
|
||||
# Virtual environment with dev dependencies for testing
|
||||
testVenv = (mkPythonSet {
|
||||
inherit self' pkgs lib; members = {
|
||||
exo = [ "dev" "cpu" ]; # Include pytest, pytest-asyncio, pytest-env
|
||||
exo = [ "dev" "mlx-cpu" "vllm-none" ]; # Include pytest, pytest-asyncio, pytest-env
|
||||
};
|
||||
}).venv "exo-test";
|
||||
|
||||
mkBenchScript = (mkPythonSet {
|
||||
inherit self' pkgs lib; members = {
|
||||
exo = [ "cpu" ];
|
||||
exo = [ "mlx-cpu" "vllm-none" ];
|
||||
exo-bench = [ ]; # Include pytest, pytest-asyncio, pytest-env
|
||||
};
|
||||
}).mkPythonScript;
|
||||
@@ -212,12 +394,12 @@ in
|
||||
runtimeInputs = [ pkgs.python313 ];
|
||||
text = ''exec python ${path} "$@"'';
|
||||
};
|
||||
|
||||
cuda12Set = mkPythonSet { inherit self' lib; inherit (unfreePkgs.pkgsCuda.cudaPackages_12) pkgs; members = { exo = [ "mlx-cuda12" "vllm-none" ]; }; };
|
||||
cuda13Set = mkPythonSet { inherit self' lib; inherit (unfreePkgs.pkgsCuda.cudaPackages_13) pkgs; members = { exo = [ "mlx-cpu" "vllm-cuda13" ]; }; };
|
||||
in
|
||||
{
|
||||
packages = {
|
||||
exo = mkExo "exo";
|
||||
editableVenv = editablePythonSet.mkVirtualEnv "exo-dev-env" { exo = [ "dev" ]; };
|
||||
# for running tests in ci
|
||||
exo-test-env = testVenv;
|
||||
exo-bench = mkBenchScript "exo-bench" (inputs.self + /bench/exo_bench.py);
|
||||
@@ -226,8 +408,8 @@ in
|
||||
# used by ./tests/run_exo_on.sh
|
||||
exo-get-all-models-on-cluster = mkSimplePythonScript "exo-get-all-models-on-cluster" (inputs.self + /tests/get_all_models_on_cluster.py);
|
||||
} // lib.optionalAttrs isLinux {
|
||||
exo-cuda-12 = (mkPythonSet { inherit self' lib; inherit (unfreePkgs.pkgsCuda.cudaPackages_12) pkgs; members = { exo = [ "cuda12" ]; }; }).mkExo "exo-cuda-12";
|
||||
exo-cuda-13 = (mkPythonSet { inherit self' lib; inherit (unfreePkgs.pkgsCuda.cudaPackages_13) pkgs; members = { exo = [ "cuda13" ]; }; }).mkExo "exo-cuda-13";
|
||||
exo-cuda-12 = cuda12Set.mkExo "exo-cuda-12";
|
||||
exo-cuda-13 = cuda13Set.mkExo "exo-cuda-13";
|
||||
};
|
||||
|
||||
checks = {
|
||||
|
||||
Reference in new issue
Block a user