# Copyright 2021 The JAX Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Bazel macros used by the JAX build.""" load("@com_github_google_flatbuffers//:build_defs.bzl", _flatbuffer_cc_library = "flatbuffer_cc_library") load("@local_config_cuda//cuda:build_defs.bzl", _cuda_library = "cuda_library", _if_cuda_is_configured = "if_cuda_is_configured") load("@local_config_rocm//rocm:build_defs.bzl", _if_rocm_is_configured = "if_rocm_is_configured", _rocm_library = "rocm_library") load("@python_version_repo//:py_version.bzl", "HERMETIC_PYTHON_VERSION") load("@rules_cc//cc:defs.bzl", _cc_proto_library = "cc_proto_library") load("@tsl//tsl/platform:build_config_root.bzl", _tf_cuda_tests_tags = "tf_cuda_tests_tags", _tf_exec_properties = "tf_exec_properties") load("@xla//xla/tsl:tsl.bzl", _if_windows = "if_windows", _pybind_extension = "tsl_pybind_extension_opensource") # Explicitly re-exports names to avoid "unused variable" warnings from .bzl # lint tools. cc_proto_library = _cc_proto_library cuda_library = _cuda_library rocm_library = _rocm_library pytype_test = native.py_test pybind_extension = _pybind_extension if_cuda_is_configured = _if_cuda_is_configured if_rocm_is_configured = _if_rocm_is_configured if_windows = _if_windows flatbuffer_cc_library = _flatbuffer_cc_library tf_exec_properties = _tf_exec_properties tf_cuda_tests_tags = _tf_cuda_tests_tags jax_internal_packages = [] jax_extend_internal_users = [] mosaic_gpu_internal_users = [] mosaic_internal_users = [] pallas_gpu_internal_users = [] pallas_tpu_internal_users = [] jax_internal_export_back_compat_test_util_visibility = [] jax_internal_test_harnesses_visibility = [] jax_test_util_visibility = [] loops_visibility = [] # TODO(vam): remove this once zstandard builds against Python 3.13 def get_zstandard(): if HERMETIC_PYTHON_VERSION == "3.13": return [] return ["@pypi_zstandard//:pkg"] _py_deps = { "absl/logging": ["@pypi_absl_py//:pkg"], "absl/testing": ["@pypi_absl_py//:pkg"], "absl/flags": ["@pypi_absl_py//:pkg"], "cloudpickle": ["@pypi_cloudpickle//:pkg"], "colorama": ["@pypi_colorama//:pkg"], "epath": ["@pypi_etils//:pkg"], # etils.epath "filelock": ["@pypi_filelock//:pkg"], "flatbuffers": ["@pypi_flatbuffers//:pkg"], "hypothesis": ["@pypi_hypothesis//:pkg"], "matplotlib": ["@pypi_matplotlib//:pkg"], "opt_einsum": ["@pypi_opt_einsum//:pkg"], "pil": ["@pypi_pillow//:pkg"], "portpicker": ["@pypi_portpicker//:pkg"], "ml_dtypes": ["@pypi_ml_dtypes//:pkg"], "numpy": ["@pypi_numpy//:pkg"], "scipy": ["@pypi_scipy//:pkg"], "tensorflow_core": [], "torch": [], "zstandard": get_zstandard(), } def all_py_deps(excluded = []): py_deps_copy = dict(_py_deps) for excl in excluded: py_deps_copy.pop(excl) return py_deps(py_deps_copy.keys()) def py_deps(_package): """Returns the Bazel deps for Python package `package`.""" if type(_package) == type([]) or type(_package) == type(()): deduped_py_deps = {} for _pkg in _package: for py_dep in _py_deps[_pkg]: deduped_py_deps[py_dep] = _pkg return deduped_py_deps.keys() return _py_deps[_package] def jax_visibility(_target): """Returns the additional Bazel visibilities for `target`.""" # This is only useful as part of a larger Bazel repository. return [] jax_extra_deps = [] jax2tf_deps = [] def pytype_library(name, pytype_srcs = None, **kwargs): _ = pytype_srcs # @unused native.py_library(name = name, **kwargs) def pytype_strict_library(name, pytype_srcs = None, **kwargs): _ = pytype_srcs # @unused native.py_library(name = name, **kwargs) def py_library_providing_imports_info(*, name, lib_rule = native.py_library, pytype_srcs = [], **kwargs): lib_rule(name = name, **kwargs) def py_extension(name, srcs, copts, deps, linkopts = []): pybind_extension(name, srcs = srcs, copts = copts, linkopts = linkopts, deps = deps, module_name = name) def windows_cc_shared_mlir_library(name, out, deps = [], srcs = [], exported_symbol_prefixes = []): """Workaround DLL building issue. 1. cc_binary with linkshared enabled cannot produce DLL with symbol correctly exported. 2. Even if the DLL is correctly built, the resulting target cannot be correctly consumed by other targets. Args: name: the name of the output target out: the name of the output DLL filename deps: deps srcs: srcs """ # create a dummy library to get the *.def file dummy_library_name = name + ".dummy.dll" native.cc_binary( name = dummy_library_name, linkshared = 1, linkstatic = 1, deps = deps, target_compatible_with = ["@platforms//os:windows"], ) # .def file with all symbols, not usable full_def_name = name + ".full.def" native.filegroup( name = full_def_name, srcs = [dummy_library_name], output_group = "def_file", target_compatible_with = ["@platforms//os:windows"], ) # say filtered_symbol_prefixes == ["mlir", "chlo"], then construct the regex # pattern as "^\\s*(mlir|clho)" to use grep pattern = "^\\s*(" + "|".join(exported_symbol_prefixes) + ")" # filtered def_file, only the needed symbols are included filtered_def_name = name + ".filtered.def" filtered_def_file = out + ".def" native.genrule( name = filtered_def_name, srcs = [full_def_name], outs = [filtered_def_file], cmd = """echo 'LIBRARY {}\nEXPORTS ' > $@ && grep -E '{}' $(location :{}) >> $@""".format(out, pattern, full_def_name), target_compatible_with = ["@platforms//os:windows"], ) # create the desired library native.cc_binary( name = out, # this name must be correct, it will be the filename linkshared = 1, deps = deps, win_def_file = filtered_def_file, target_compatible_with = ["@platforms//os:windows"], ) # however, the created cc_library (a shared library) cannot be correctly # consumed by other cc_*... interface_library_file = out + ".if.lib" native.filegroup( name = interface_library_file, srcs = [out], output_group = "interface_library", target_compatible_with = ["@platforms//os:windows"], ) # but this one can be correctly consumed, this is our final product native.cc_import( name = name, interface_library = interface_library_file, shared_library = out, target_compatible_with = ["@platforms//os:windows"], ) ALL_BACKENDS = ["cpu", "gpu", "tpu"] def if_building_jaxlib( if_building, if_not_building = [ "@pypi_jaxlib//:pkg", "@pypi_jax_cuda12_plugin//:pkg", "@pypi_jax_cuda12_pjrt//:pkg", ], if_not_building_for_cpu = ["@pypi_jaxlib//:pkg"]): """Adds jaxlib and jaxlib cuda plugin wheels as dependencies instead of depending on sources. This allows us to test prebuilt versions of jaxlib wheels against the rest of the JAX codebase. Args: if_building: the source code targets to depend on in case we don't depend on the jaxlib wheels if_not_building: the jaxlib wheels to depend on including gpu-specific plugins in case of gpu-enabled builds if_not_building_for_cpu: the jaxlib wheels to depend on in case of cpu-only builds """ return select({ "//jax:enable_jaxlib_build": if_building, "//jax_plugins/cuda:disable_jaxlib_for_cpu_build": if_not_building_for_cpu, "//jax_plugins/cuda:disable_jaxlib_for_cuda12_build": if_not_building, }) # buildifier: disable=function-docstring def jax_test( name, srcs, args = [], env = {}, shard_count = None, deps = [], data = [], disable_backends = None, # buildifier: disable=unused-variable backend_variant_args = {}, # buildifier: disable=unused-variable backend_tags = {}, # buildifier: disable=unused-variable disable_configs = None, # buildifier: disable=unused-variable enable_configs = None, # buildifier: disable=unused-variable config_tags_overrides = None, # buildifier: disable=unused-variable tags = [], main = None, pjrt_c_api_bypass = False): # buildifier: disable=unused-variable if main == None: if len(srcs) == 1: main = srcs[0] else: fail("Must set a main file to test multiple source files.") for backend in ALL_BACKENDS: if shard_count == None or type(shard_count) == type(0): test_shards = shard_count else: test_shards = shard_count.get(backend, 1) test_args = list(args) + [ "--jax_test_dut=" + backend, "--jax_platform_name=" + backend, ] test_tags = list(tags) + ["jax_test_%s" % backend] + backend_tags.get(backend, []) if disable_backends and backend in disable_backends: test_tags += ["manual"] if backend == "gpu": test_tags += tf_cuda_tests_tags() native.py_test( name = name + "_" + backend, srcs = srcs, args = test_args, env = env, deps = [ "//jax", "//jax:test_util", ] + deps + if_building_jaxlib([ "//jaxlib/cuda:gpu_only_test_deps", "//jax_plugins:gpu_plugin_only_test_deps", ]), data = data, shard_count = test_shards, tags = test_tags, main = main, exec_properties = tf_exec_properties({"tags": test_tags}), ) def jax_generate_backend_suites(backends = []): """Generates test suite targets named cpu_tests, gpu_tests, etc. Args: backends: the set of backends for which rules should be generated. Defaults to all backends. """ if not backends: backends = ALL_BACKENDS for backend in backends: native.test_suite( name = "%s_tests" % backend, tags = ["jax_test_%s" % backend, "-manual"], ) native.test_suite( name = "backend_independent_tests", tags = ["-jax_test_%s" % backend for backend in backends] + ["-manual"], ) jax_test_file_visibility = [] def xla_py_proto_library(*args, **kw): # buildifier: disable=unused-variable pass