107 lines
2.7 KiB
Nix
107 lines
2.7 KiB
Nix
{
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lib,
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buildPythonPackage,
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fetchFromGitHub,
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python,
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pythonOlder,
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setuptools,
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wheel,
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torch,
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scipy,
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symlinkJoin,
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}:
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let
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pname = "bitsandbytes";
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version = "0.42.0";
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inherit (torch) cudaCapabilities cudaPackages cudaSupport;
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inherit (cudaPackages) backendStdenv cudaVersion;
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# NOTE: torchvision doesn't use cudnn; torch does!
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# For this reason it is not included.
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cuda-common-redist = with cudaPackages; [
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cuda_cccl # <thrust/*>
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libcublas # cublas_v2.h
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libcurand
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libcusolver # cusolverDn.h
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libcusparse # cusparse.h
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];
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cuda-native-redist = symlinkJoin {
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name = "cuda-native-redist-${cudaVersion}";
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paths =
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with cudaPackages;
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[
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cuda_cudart # cuda_runtime.h cuda_runtime_api.h
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cuda_nvcc
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]
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++ cuda-common-redist;
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};
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cuda-redist = symlinkJoin {
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name = "cuda-redist-${cudaVersion}";
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paths = cuda-common-redist;
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};
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in
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buildPythonPackage {
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inherit pname version;
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pyproject = true;
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disabled = pythonOlder "3.7";
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src = fetchFromGitHub {
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owner = "TimDettmers";
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repo = "bitsandbytes";
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rev = "refs/tags/${version}";
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hash = "sha256-PZxsFJ6WpfeQqRQrRRBZfZfNY6/TfJFLBeknX24OXcU=";
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};
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postPatch =
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''
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substituteInPlace Makefile --replace "/usr/bin/g++" "g++" --replace "lib64" "lib"
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substituteInPlace bitsandbytes/cuda_setup/main.py \
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--replace "binary_path = package_dir / self.binary_name" \
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"binary_path = Path('$out/${python.sitePackages}/${pname}')/self.binary_name"
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''
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+ lib.optionalString torch.cudaSupport ''
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substituteInPlace bitsandbytes/cuda_setup/main.py \
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--replace "/usr/local/cuda/lib64" "${cuda-native-redist}/lib"
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'';
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CUDA_HOME = "${cuda-native-redist}";
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preBuild =
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if torch.cudaSupport then
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with torch.cudaPackages;
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let
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cudaVersion = lib.concatStrings (lib.splitVersion torch.cudaPackages.cudaMajorMinorVersion);
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in
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''make CUDA_VERSION=${cudaVersion} cuda${cudaMajorVersion}x''
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else
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''make CUDA_VERSION=CPU cpuonly'';
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nativeBuildInputs = [
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setuptools
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wheel
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] ++ lib.optionals torch.cudaSupport [ cuda-native-redist ];
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buildInputs = lib.optionals torch.cudaSupport [ cuda-redist ];
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propagatedBuildInputs = [
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scipy
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torch
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];
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doCheck = false; # tests require CUDA and also GPU access
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pythonImportsCheck = [ "bitsandbytes" ];
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meta = with lib; {
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description = "8-bit CUDA functions for PyTorch";
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homepage = "https://github.com/TimDettmers/bitsandbytes";
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changelog = "https://github.com/TimDettmers/bitsandbytes/releases/tag/${version}";
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license = licenses.mit;
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maintainers = with maintainers; [ bcdarwin ];
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};
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}
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