python3Packages.jax: add CUDA tests in passthru
Organize CUDA-enabled tests for jax and jaxlib into passthru scripts to facilitate testing.
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@ -1,6 +1,7 @@
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{ lib
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, blas
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, buildPythonPackage
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, callPackage
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, setuptools
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, importlib-metadata
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, fetchFromGitHub
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@ -126,6 +127,23 @@ buildPythonPackage rec {
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pythonImportsCheck = [ "jax" ];
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# Test CUDA-enabled jax and jaxlib. Running CUDA-enabled tests is not
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# currently feasible within the nix build environment so we have to maintain
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# this script separately. See https://github.com/NixOS/nixpkgs/pull/256230
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# for a possible remedy to this situation.
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#
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# Run these tests with eg
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#
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# NIXPKGS_ALLOW_UNFREE=1 nixglhost -- nix run --impure .#python3Packages.jax.passthru.tests.test_cuda_jaxlibBin
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passthru.tests = {
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test_cuda_jaxlibSource = callPackage ./test-cuda.nix {
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jaxlib = jaxlib.override { cudaSupport = true; };
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};
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test_cuda_jaxlibBin = callPackage ./test-cuda.nix {
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jaxlib = jaxlib-bin.override { cudaSupport = true; };
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};
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};
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meta = with lib; {
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description = "Differentiate, compile, and transform Numpy code";
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homepage = "https://github.com/google/jax";
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17
pkgs/development/python-modules/jax/test-cuda.nix
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17
pkgs/development/python-modules/jax/test-cuda.nix
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{ jax
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, jaxlib
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, pkgs
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}:
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pkgs.writers.writePython3Bin "jax-test-cuda" { libraries = [ jax jaxlib ]; } ''
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import jax
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from jax import random
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assert jax.devices()[0].platform == "gpu"
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rng = random.PRNGKey(0)
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x = random.normal(rng, (100, 100))
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x @ x
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print("success!")
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''
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@ -2,16 +2,7 @@
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# backend will require some additional work. Those wheels are located here:
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# https://storage.googleapis.com/jax-releases/libtpu_releases.html.
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# For future reference, the easiest way to test the GPU backend is to run
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# NIX_PATH=.. nix-shell -p python3 python3Packages.jax "python3Packages.jaxlib-bin.override { cudaSupport = true; }"
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# export XLA_FLAGS=--xla_gpu_force_compilation_parallelism=1
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# python -c "from jax.lib import xla_bridge; assert xla_bridge.get_backend().platform == 'gpu'"
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# python -c "from jax import random; random.PRNGKey(0)"
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# python -c "from jax import random; x = random.normal(random.PRNGKey(0), (100, 100)); x @ x"
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# There's no convenient way to test the GPU backend in the derivation since the
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# nix build environment blocks access to the GPU. See also:
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# * https://github.com/google/jax/issues/971#issuecomment-508216439
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# * https://github.com/google/jax/issues/5723#issuecomment-913038780
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# See `python3Packages.jax.passthru` for CUDA tests.
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{ absl-py
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, autoPatchelfHook
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