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jax.bzl
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# 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("@org_tensorflow//tensorflow/tsl/platform/default:build_config.bzl", _pyx_library = "pyx_library")
load("@org_tensorflow//tensorflow:tensorflow.bzl", _if_windows = "if_windows", _pybind_extension = "pybind_extension")
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("@flatbuffers//:build_defs.bzl", _flatbuffer_cc_library = "flatbuffer_cc_library")
load("@org_tensorflow//tensorflow/core/platform:build_config_root.bzl", _tf_cuda_tests_tags = "tf_cuda_tests_tags", _tf_exec_properties = "tf_exec_properties")
# Explicitly re-exports names to avoid "unused variable" warnings from .bzl
# lint tools.
cuda_library = _cuda_library
rocm_library = _rocm_library
pytype_library = native.py_library
pytype_test = native.py_test
pyx_library = _pyx_library
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_test_util_visibility = []
loops_visibility = []
def py_deps(_package):
"""Returns the Bazel deps for Python package `package`."""
# We assume the user has installed all dependencies in their Python environment.
# This indirection exists because in Google's internal build we build
# dependencies from source with Bazel, but that's not something most people would want.
return []
jax_extra_deps = []
jax2tf_deps = []
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):
pybind_extension(name, srcs = srcs, copts = copts, 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 jax_test(
name,
srcs,
args = [],
env = {},
shard_count = None,
deps = [],
disable_backends = None, # buildifier: disable=unused-variable
backend_tags = {}, # buildifier: disable=unused-variable
disable_configs = None, # buildifier: disable=unused-variable
enable_configs = 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 + select({
"//jax:enable_jaxlib_build": ["//jaxlib/cuda:gpu_only_test_deps"],
"//conditions:default": [],
}),
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 = []