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

{
  stdenv,
  lib,
  buildPythonPackage,
  fetchFromGitHub,
  pythonAtLeast,

  # buildInputs
  llvmPackages,

  # build-system
  setuptools,

  # dependencies
  huggingface-hub,
  numpy,
  packaging,
  psutil,
  pyyaml,
  safetensors,
  torch,

  # tests
  evaluate,
  parameterized,
  pytest7CheckHook,
  transformers,
  config,
  cudatoolkit,
}:

buildPythonPackage rec {
  pname = "accelerate";
  version = "1.1.0";
  pyproject = true;

  src = fetchFromGitHub {
    owner = "huggingface";
    repo = "accelerate";
    rev = "refs/tags/v${version}";
    hash = "sha256-GBNe4zomy8dmfvYrk/9Q77Z6r+JJA+2dgAhJx2opqAc=";
  };

  buildInputs = [ llvmPackages.openmp ];

  build-system = [ setuptools ];

  dependencies = [
    huggingface-hub
    numpy
    packaging
    psutil
    pyyaml
    safetensors
    torch
  ];

  nativeCheckInputs = [
    evaluate
    parameterized
    pytest7CheckHook
    transformers
  ];
  preCheck =
    ''
      export HOME=$(mktemp -d)
      export PATH=$out/bin:$PATH
    ''
    + lib.optionalString config.cudaSupport ''
      export TRITON_PTXAS_PATH="${cudatoolkit}/bin/ptxas"
    '';
  pytestFlagsArray = [ "tests" ];
  disabledTests =
    [
      # try to download data:
      "FeatureExamplesTests"
      "test_infer_auto_device_map_on_t0pp"

      # require socket communication
      "test_explicit_dtypes"
      "test_gated"
      "test_invalid_model_name"
      "test_invalid_model_name_transformers"
      "test_no_metadata"
      "test_no_split_modules"
      "test_remote_code"
      "test_transformers_model"

      # nondeterministic, tests GC behaviour by thresholding global ram usage
      "test_free_memory_dereferences_prepared_components"

      # set the environment variable, CC, which conflicts with standard environment
      "test_patch_environment_key_exists"
    ]
    ++ lib.optionals (pythonAtLeast "3.12") [
      # RuntimeError: Dynamo is not supported on Python 3.12+
      "test_convert_to_fp32"
      "test_dynamo_extract_model"
      "test_send_to_device_compiles"
    ]
    ++ lib.optionals (stdenv.hostPlatform.isLinux && stdenv.hostPlatform.isAarch64) [
      # usual aarch64-linux RuntimeError: DataLoader worker (pid(s) <...>) exited unexpectedly
      "CheckpointTest"
      # TypeError: unsupported operand type(s) for /: 'NoneType' and 'int' (it seems cpuinfo doesn't work here)
      "test_mpi_multicpu_config_cmd"
    ]
    ++ lib.optionals (!config.cudaSupport) [
      # requires ptxas from cudatoolkit, which is unfree
      "test_dynamo_extract_model"
    ]
    ++ lib.optionals (stdenv.hostPlatform.isDarwin) [
      # RuntimeError: 'accelerate-launch /nix/store/a7vhm7b74a7bmxc35j26s9iy1zfaqjs...
      "test_accelerate_test"
      "test_init_trackers"
      "test_init_trackers"
      "test_log"
      "test_log_with_tensor"

      # After enabling MPS in pytorch, these tests started failing
      "test_accelerated_optimizer_step_was_skipped"
      "test_auto_wrap_policy"
      "test_autocast_kwargs"
      "test_automatic_loading"
      "test_backward_prefetch"
      "test_can_resume_training"
      "test_can_resume_training_checkpoints_relative_path"
      "test_can_resume_training_with_folder"
      "test_can_unwrap_model_fp16"
      "test_checkpoint_deletion"
      "test_cpu_offload"
      "test_cpu_ram_efficient_loading"
      "test_grad_scaler_kwargs"
      "test_invalid_registration"
      "test_map_location"
      "test_mixed_precision"
      "test_mixed_precision_buffer_autocast_override"
      "test_project_dir"
      "test_project_dir_with_config"
      "test_sharding_strategy"
      "test_state_dict_type"
      "test_with_save_limit"
      "test_with_scheduler"
    ]
    ++ lib.optionals (stdenv.hostPlatform.isDarwin && stdenv.hostPlatform.isx86_64) [
      # RuntimeError: torch_shm_manager: execl failed: Permission denied
      "CheckpointTest"
    ];

  disabledTestPaths = lib.optionals (!(stdenv.hostPlatform.isLinux && stdenv.hostPlatform.isx86_64)) [
    # numerous instances of torch.multiprocessing.spawn.ProcessRaisedException:
    "tests/test_cpu.py"
    "tests/test_grad_sync.py"
    "tests/test_metrics.py"
    "tests/test_scheduler.py"
  ];

  pythonImportsCheck = [ "accelerate" ];

  __darwinAllowLocalNetworking = true;

  meta = {
    homepage = "https://huggingface.co/docs/accelerate";
    description = "Simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision";
    changelog = "https://github.com/huggingface/accelerate/releases/tag/v${version}";
    license = lib.licenses.asl20;
    maintainers = with lib.maintainers; [ bcdarwin ];
    mainProgram = "accelerate";
  };
}