nixpkgs/pkgs/development/python-modules/bitsandbytes/default.nix

121 lines
3.4 KiB
Nix

{
lib,
torch,
symlinkJoin,
buildPythonPackage,
fetchFromGitHub,
cmake,
setuptools,
scipy,
}:
let
pname = "bitsandbytes";
version = "0.44.1";
inherit (torch) cudaPackages cudaSupport;
inherit (cudaPackages) cudaVersion;
cudaVersionString = lib.replaceStrings [ "." ] [ "" ] (lib.versions.majorMinor cudaVersion);
# NOTE: torchvision doesn't use cudnn; torch does!
# For this reason it is not included.
cuda-common-redist = with cudaPackages; [
(lib.getDev cuda_cccl) # <thrust/*>
(lib.getDev libcublas) # cublas_v2.h
(lib.getLib libcublas)
libcurand
libcusolver # cusolverDn.h
(lib.getDev libcusparse) # cusparse.h
(lib.getLib libcusparse) # cusparse.h
(lib.getDev cuda_cudart) # cuda_runtime.h cuda_runtime_api.h
];
cuda-native-redist = symlinkJoin {
name = "cuda-native-redist-${cudaVersion}";
paths =
with cudaPackages;
[
(lib.getDev cuda_cudart) # cuda_runtime.h cuda_runtime_api.h
(lib.getLib cuda_cudart)
(lib.getStatic cuda_cudart)
cuda_nvcc
]
++ cuda-common-redist;
};
cuda-redist = symlinkJoin {
name = "cuda-redist-${cudaVersion}";
paths = cuda-common-redist;
};
in
buildPythonPackage {
inherit pname version;
pyproject = true;
src = fetchFromGitHub {
owner = "TimDettmers";
repo = "bitsandbytes";
rev = "refs/tags/${version}";
hash = "sha256-yvxD5ymMK5p4Xg7Csx/90mPV3yxUC6QUuF/8BKO2p0k=";
};
# By default, which library is loaded depends on the result of `torch.cuda.is_available()`.
# When `cudaSupport` is enabled, bypass this check and load the cuda library unconditionnally.
# Indeed, in this case, only `libbitsandbytes_cuda124.so` is built. `libbitsandbytes_cpu.so` is not.
# Also, hardcode the path to the previously built library instead of relying on
# `get_cuda_bnb_library_path(cuda_specs)` which relies on `torch.cuda` too.
#
# WARNING: The cuda library is currently named `libbitsandbytes_cudaxxy` for cuda version `xx.y`.
# This upstream convention could change at some point and thus break the following patch.
postPatch = lib.optionalString cudaSupport ''
substituteInPlace bitsandbytes/cextension.py \
--replace-fail "if cuda_specs:" "if True:" \
--replace-fail \
"cuda_binary_path = get_cuda_bnb_library_path(cuda_specs)" \
"cuda_binary_path = PACKAGE_DIR / 'libbitsandbytes_cuda${cudaVersionString}.so'"
'';
nativeBuildInputs = [
cmake
cudaPackages.cuda_nvcc
];
build-system = [
setuptools
];
buildInputs = lib.optionals cudaSupport [ cuda-redist ];
cmakeFlags = [
(lib.cmakeFeature "COMPUTE_BACKEND" (if cudaSupport then "cuda" else "cpu"))
];
CUDA_HOME = "${cuda-native-redist}";
NVCC_PREPEND_FLAGS = lib.optionals cudaSupport [
"-I${cuda-native-redist}/include"
"-L${cuda-native-redist}/lib"
];
preBuild = ''
make -j $NIX_BUILD_CORES
cd .. # leave /build/source/build
'';
dependencies = [
scipy
torch
];
doCheck = false; # tests require CUDA and also GPU access
pythonImportsCheck = [ "bitsandbytes" ];
meta = {
description = "8-bit CUDA functions for PyTorch";
homepage = "https://github.com/TimDettmers/bitsandbytes";
changelog = "https://github.com/TimDettmers/bitsandbytes/releases/tag/${version}";
license = lib.licenses.mit;
maintainers = with lib.maintainers; [ bcdarwin ];
};
}