1d63f89caa
There are many different versions of the `cudatoolkit` and related cuda packages, and it can be tricky to ensure they remain compatible. - `cudaPackages` is now a package set with `cudatoolkit`, `cudnn`, `cutensor`, `nccl`, as well as `cudatoolkit` split into smaller packages ("redist"); - expressions should now use `cudaPackages` as parameter instead of the individual cuda packages; - `makeScope` is now used, so it is possible to use `.overrideScope'` to set e.g. a different `cudnn` version; - `release-cuda.nix` is introduced to easily evaluate cuda packages using hydra.
133 lines
3.9 KiB
Nix
133 lines
3.9 KiB
Nix
{ lib, stdenv, fetchFromGitHub, cmake
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, fetchpatch
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, openblas, blas, lapack, opencv3, libzip, boost, protobuf, mpi
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, onebitSGDSupport ? false
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, cudaSupport ? false, cudaPackages ? {}, addOpenGLRunpath, cudatoolkit, nvidia_x11
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, cudnnSupport ? cudaSupport
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}:
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let
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inherit (cudaPackages) cudatoolkit cudnn;
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in
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assert cudnnSupport -> cudaSupport;
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assert blas.implementation == "openblas" && lapack.implementation == "openblas";
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let
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# Old specific version required for CNTK.
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cub = fetchFromGitHub {
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owner = "NVlabs";
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repo = "cub";
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rev = "1.7.4";
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sha256 = "0ksd5n1lxqhm5l5cd2lps4cszhjkf6gmzahaycs7nxb06qci8c66";
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};
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in stdenv.mkDerivation rec {
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pname = "CNTK";
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version = "2.7";
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src = fetchFromGitHub {
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owner = "Microsoft";
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repo = "CNTK";
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rev = "v${version}";
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sha256 = "sha256-2rIrPJyvZhnM5EO6tNhF6ARTocfUHce4N0IZk/SZiaI=";
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fetchSubmodules = true;
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};
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patches = [
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# Fix build with protobuf 3.18+
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# Remove with onnx submodule bump to 1.9+
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(fetchpatch {
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url = "https://github.com/onnx/onnx/commit/d3bc82770474761571f950347560d62a35d519d7.patch";
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extraPrefix = "Source/CNTKv2LibraryDll/proto/onnx/onnx_repo/";
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stripLen = 1;
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sha256 = "00raqj8wx30b06ky6cdp5vvc1mrzs7hglyi6h58hchw5lhrwkzxp";
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})
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];
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postPatch = ''
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# Fix build with protobuf 3.18+
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substituteInPlace Source/CNTKv2LibraryDll/Serialization.cpp \
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--replace 'SetTotalBytesLimit(INT_MAX, INT_MAX)' \
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'SetTotalBytesLimit(INT_MAX)' \
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--replace 'SetTotalBytesLimit(limit, limit)' \
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'SetTotalBytesLimit(limit)'
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'';
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nativeBuildInputs = [ cmake ] ++ lib.optional cudaSupport addOpenGLRunpath;
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# Force OpenMPI to use g++ in PATH.
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OMPI_CXX = "g++";
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# Uses some deprecated tensorflow functions
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NIX_CFLAGS_COMPILE = "-Wno-error=deprecated-declarations";
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buildInputs = [ openblas opencv3 libzip boost protobuf mpi ]
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++ lib.optional cudaSupport cudatoolkit
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++ lib.optional cudnnSupport cudnn;
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configureFlags = [
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"--with-opencv=${opencv3}"
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"--with-libzip=${libzip.dev}"
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"--with-openblas=${openblas.dev}"
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"--with-boost=${boost.dev}"
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"--with-protobuf=${protobuf}"
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"--with-mpi=${mpi}"
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"--cuda=${if cudaSupport then "yes" else "no"}"
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# FIXME
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"--asgd=no"
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] ++ lib.optionals cudaSupport [
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"--with-cuda=${cudatoolkit}"
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"--with-gdk-include=${cudatoolkit}/include"
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"--with-gdk-nvml-lib=${nvidia_x11}/lib"
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"--with-cub=${cub}"
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] ++ lib.optional onebitSGDSupport "--1bitsgd=yes";
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configurePhase = ''
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sed -i \
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-e 's,^GIT_STATUS=.*,GIT_STATUS=,' \
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-e 's,^GIT_COMMIT=.*,GIT_COMMIT=v${version},' \
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-e 's,^GIT_BRANCH=.*,GIT_BRANCH=v${version},' \
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-e 's,^BUILDER=.*,BUILDER=nixbld,' \
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-e 's,^BUILDMACHINE=.*,BUILDMACHINE=machine,' \
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-e 's,^BUILDPATH=.*,BUILDPATH=/homeless-shelter,' \
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-e '/git does not exist/d' \
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Tools/generate_build_info
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patchShebangs .
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mkdir build
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cd build
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${lib.optionalString cudnnSupport ''
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mkdir cuda
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ln -s ${cudnn}/include cuda
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export configureFlags="$configureFlags --with-cudnn=$PWD"
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''}
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../configure $configureFlags
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'';
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installPhase = ''
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mkdir -p $out/bin
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# Moving to make patchelf remove references later.
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mv lib $out
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cp bin/cntk $out/bin
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'';
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postFixup = lib.optionalString cudaSupport ''
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for lib in $out/lib/*; do
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addOpenGLRunpath "$lib"
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done
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'';
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meta = with lib; {
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# Newer cub is included with cudatoolkit now and it breaks the build.
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# https://github.com/Microsoft/CNTK/issues/3191
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broken = cudaSupport;
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homepage = "https://github.com/Microsoft/CNTK";
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description = "An open source deep-learning toolkit";
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license = if onebitSGDSupport then licenses.unfreeRedistributable else licenses.mit;
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platforms = [ "x86_64-linux" ];
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maintainers = with maintainers; [ abbradar ];
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};
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}
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