chromium/third_party/xnnpack/generate_build_gn.py

# Copyright 2022 The Chromium Authors
# Use of this source code is governed by a BSD-style license that can be
# found in the LICENSE file.
#
#
# LOCAL SETUP:
# Make sure you have bazel installed first.
#  For Debian like environments:
#    `sudo apt-get install bazel`
#  For others see:
#    https://bazel.build/start
# This script assumes a x86-64 execution environment.
#
# WHAT:
# This script creates the BUILD.gn file for XNNPACK by reverse-engineering the
# bazel build.

# HOW:
# By using the bazel aquery command, the script extracts source files and
# flags from CppCompile actions for each configured architecture. These are
# then put into a configuration that gn will accept. The source_set's are kept
# separate for each architecture, with the "xnnpack" source_set selecting the
# correct dependencies based on "current_cpu".
#
# WHY:
# The biggest difficulty of this process is that gn expects each source's
# basename to be unique within a single source set. For example, including both
# "bar/foo.c" and "baz/foo.c" in the same source set is illegal. Therefore, each
# source set will only contain sources from a single directory.
# However, some sources within the same directory may need different compiler
# flags set, so source sets are further split by their flags.

import atexit
import collections
import io
import json
import logging
import os
import platform
import tempfile
import shutil
import subprocess
import sys
import urllib.request

from dataclasses import dataclass, field


_HEADER = '''
# Copyright 2022 The Chromium Authors
# Use of this source code is governed by a BSD-style license that can be
# found in the LICENSE file.

# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #
# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #
# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #
#
#     THIS FILE IS AUTO-GENERATED. DO NOT EDIT.
#
#     See //third_party/xnnpack/generate_build_gn.py
#
# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #
# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #
# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #

import("//build/config/android/config.gni")

config("xnnpack_config") {
  include_dirs = [
    "//third_party/pthreadpool/src/include",
    "src/deps/clog/include",
    "src/include",
    "src/src",
  ]

  cflags=[
    "-Wno-unused-function",
    "-Wno-deprecated-comma-subscript",
  ]

  defines = [
    "CHROMIUM",

    # Don't enable this without first talking to Chrome Security!
    # XNNPACK runs in the browser process. The hardening and fuzzing needed
    # to ensure JIT can be used safely is not in place yet.
    "XNN_ENABLE_JIT=0",

    "XNN_ENABLE_ASSEMBLY=1",
    "XNN_ENABLE_GEMM_M_SPECIALIZATION=1",
    "XNN_ENABLE_MEMOPT=1",
    "XNN_ENABLE_CPUINFO=1",
    "XNN_ENABLE_SPARSE=1",
    "XNN_LOG_LEVEL=0",
    "XNN_LOG_TO_STDIO=0",
  ]

  if (current_cpu == "arm64") {
    defines += [
      "XNN_ENABLE_ARM_DOTPROD=1",
      "XNN_ENABLE_ARM_I8MM=1",
    ]
  }

  if (current_cpu == "x86" || current_cpu == "x64") {
    defines += [
      "XNN_ENABLE_AVXVNNI=1",
    ]
  }
}
'''.strip()

_MAIN_TMPL = '''
source_set("xnnpack") {
  public = [ "src/include/xnnpack.h" ]

  configs -= [ "//build/config/compiler:chromium_code" ]
  configs += [ "//build/config/compiler:no_chromium_code" ]
  configs += [ "//build/config/sanitizers:cfi_icall_generalize_pointers" ]

  sources = [
  "src/include/xnnpack.h",
  "build_identifier.c",
%SRCS%
  ]

  deps = xnnpack_deps + [
    "//third_party/cpuinfo",
    "//third_party/fp16",
    "//third_party/fxdiv",
    "//third_party/pthreadpool",
  ]

  public_configs = [ ":xnnpack_config" ]
}

# This is a target that cannot depend on //base.
source_set("xnnpack_standalone") {
  public = [ "src/include/xnnpack.h" ]

  configs -= [ "//build/config/compiler:chromium_code" ]
  configs += [ "//build/config/compiler:no_chromium_code" ]
  configs += [ "//build/config/sanitizers:cfi_icall_generalize_pointers" ]

  sources = [
  "src/include/xnnpack.h",
  "build_identifier.c",
%SRCS%
  ]

  deps = xnnpack_standalone_deps + [
    "//third_party/cpuinfo",
    "//third_party/fp16",
    "//third_party/fxdiv",
    "//third_party/pthreadpool:pthreadpool_standalone",
  ]

  public_configs = [ ":xnnpack_config" ]

  if (!(is_android && use_order_profiling)) {
    assert_no_deps = [ "//base" ]
  }
}
'''.strip()

_TARGET_TMPL = '''
source_set("%TARGET_NAME%") {
  cflags = [
%CFLAGS%
  ]
%ASMFLAGS%
  sources = [
    "src/include/xnnpack.h",
%SRCS%
  ]

  configs -= [ "//build/config/compiler:chromium_code" ]
  configs += [ "//build/config/compiler:no_chromium_code" ]
  configs += [ "//build/config/sanitizers:cfi_icall_generalize_pointers" ]

  deps = [
    "//third_party/cpuinfo",
    "//third_party/fp16",
    "//third_party/fxdiv",
    "//third_party/pthreadpool",
  ]

  public_configs = [ ":xnnpack_config" ]
}

# This is a target that cannot depend on //base.
source_set("%TARGET_NAME%_standalone") {
  cflags = [
%CFLAGS%
  ]
%ASMFLAGS%
  sources = [
    "src/include/xnnpack.h",
%SRCS%
  ]

  configs -= [ "//build/config/compiler:chromium_code" ]
  configs += [ "//build/config/compiler:no_chromium_code" ]
  configs += [ "//build/config/sanitizers:cfi_icall_generalize_pointers" ]

  deps = [
    "//third_party/cpuinfo",
    "//third_party/fp16",
    "//third_party/fxdiv",
    "//third_party/pthreadpool:pthreadpool_standalone",
  ]

  public_configs = [ ":xnnpack_config" ]

  if (!(is_android && use_order_profiling)) {
    assert_no_deps = [ "//base" ]
  }
}
'''.strip()

# This is a minimized version of
# https://bazel.build/tutorials/ccp-toolchain-config with cc_toolchain_config()
# definitions for aarch64-linux-gnu and x86_64-linux-gnu. It will not
# successfully build tflite (it's missing default_linker_flags and
# cxx_builtin_include_directories), but will allow the compile actions to be
# queried.
# Should XNNPACK be updated to use @platforms:cpu additional platform() and
# toolchain() definitions will be needed. See:
#   https://bazel.build/extending/platforms
#   https://bazel.build/extending/toolchains
_AARCH64_LINUX_GCC = "/usr/bin/aarch64-linux-gnu-gcc"
_AARCH64_LINUX_LD = "/usr/bin/aarch64-linux-gnu-ld"
_X86_64_LINUX_GCC = "/usr/bin/x86_64-linux-gnu-gcc"
_X86_64_LINUX_LD = "/usr/bin/x86_64-linux-gnu-ld"

_TOOLCHAIN_BUILD = '''
load(":cc_toolchain_config.bzl", "cc_toolchain_config")

package(default_visibility = ["//visibility:public"])

cc_toolchain_suite(
    name = "cc_suite",
    toolchains = {
        "k8": ":linux_k8_toolchain",
        "aarch64": ":linux_aarch64_toolchain",
    },
)

filegroup(name = "empty")

cc_toolchain(
    name = "linux_k8_toolchain",
    toolchain_identifier = "linux-k8-toolchain",
    toolchain_config = ":linux_k8_toolchain_config",
    all_files = ":empty",
    compiler_files = ":empty",
    dwp_files = ":empty",
    linker_files = ":empty",
    objcopy_files = ":empty",
    strip_files = ":empty",
    supports_param_files = 0,
)

cc_toolchain_config(name = "linux_k8_toolchain_config")

cc_toolchain(
    name = "linux_aarch64_toolchain",
    toolchain_identifier = "linux-aarch64-toolchain",
    toolchain_config = ":linux_aarch64_toolchain_config",
    all_files = ":empty",
    compiler_files = ":empty",
    dwp_files = ":empty",
    linker_files = ":empty",
    objcopy_files = ":empty",
    strip_files = ":empty",
    supports_param_files = 0,
)

cc_toolchain_config(name = "linux_aarch64_toolchain_config")
'''.strip()

_CC_TOOLCHAIN_CONFIG_BZL = f'''
load("@bazel_tools//tools/build_defs/cc:action_names.bzl", "ACTION_NAMES")
load(
    "@bazel_tools//tools/cpp:cc_toolchain_config_lib.bzl",
    "feature",
    "flag_group",
    "flag_set",
    "tool_path",
)

all_link_actions = [
    ACTION_NAMES.cpp_link_executable,
    ACTION_NAMES.cpp_link_dynamic_library,
    ACTION_NAMES.cpp_link_nodeps_dynamic_library,
]

all_compile_actions = [
    ACTION_NAMES.assemble,
    ACTION_NAMES.c_compile,
    ACTION_NAMES.clif_match,
    ACTION_NAMES.cpp_compile,
    ACTION_NAMES.cpp_header_parsing,
    ACTION_NAMES.cpp_module_codegen,
    ACTION_NAMES.cpp_module_compile,
    ACTION_NAMES.linkstamp_compile,
    ACTION_NAMES.lto_backend,
    ACTION_NAMES.preprocess_assemble,
]

def _impl(ctx):
    if ctx.label.name == "linux_aarch64_toolchain_config":
        cpu = "aarch64"
        gcc = "{_AARCH64_LINUX_GCC}"
        ld = "{_AARCH64_LINUX_LD}"
    else:
        cpu = "k8"
        gcc = "{_X86_64_LINUX_GCC}"
        ld = "{_X86_64_LINUX_LD}"

    tool_paths = [
        tool_path(
            name = "gcc",
            path = gcc,
        ),
        tool_path(
            name = "ld",
            path = ld,
        ),
        tool_path(
            name = "ar",
            path = "/bin/false",
        ),
        tool_path(
            name = "cpp",
            path = "/bin/false",
        ),
        tool_path(
            name = "nm",
            path = "/bin/false",
        ),
        tool_path(
            name = "objdump",
            path = "/bin/false",
        ),
        tool_path(
            name = "strip",
            path = "/bin/false",
        ),
    ]

    return cc_common.create_cc_toolchain_config_info(
        ctx = ctx,
        features = [],
        cxx_builtin_include_directories = [],
        toolchain_identifier = "local",
        host_system_name = "local",
        target_system_name = "local",
        target_cpu = cpu,
        target_libc = "unknown",
        compiler = "gcc",
        abi_version = "unknown",
        abi_libc_version = "unknown",
        tool_paths = tool_paths,
    )

cc_toolchain_config = rule(
    implementation = _impl,
    attrs = {{}},
    provides = [CcToolchainConfigInfo],
)

'''.strip()


@dataclass
class SourceSet:
  """A SourceSet corresponds to a single source_set() gn tuple."""

  dir: str = ''
  srcs: list[str] = field(default_factory=list)
  args: list[str] = field(default_factory=list)

  def AddSource(self, src):
    if src not in self.srcs:
      self.srcs.append(src)


@dataclass(frozen=True)
class ObjectBuild:
  """An ObjectBuild corresponds to a single built object, which is parsed from a
  single bazel compiler invocation on a single source file."""

  dir: str
  src: str
  args: list[str]


def NameForSourceSet(source_set, arch):
  """
  Returns the name to use for a SourceSet in the gn target.
  """
  if source_set.dir == 'xnnpack':
    return 'xnnpack'
  if not source_set.args:
    # Note this creates some target redundancy when the source set is the same
    # between architectures.
    return f'{source_set.dir}_{arch}'
  return '{dir}_{args}'.format(
      **{
          'dir': source_set.dir,
          'args': '-'.join([arg[2:] for arg in source_set.args]),
      })


def _objectbuild_from_bazel_log(action):
  """
  Attempts to scrape a compiler invocation from a single bazel build output
  line. If no invocation is present, None is returned.
  """
  action_args = action["arguments"]

  src = ''
  dir = ''
  args = []
  for i, arg in enumerate(action_args):
    # Capture compiler flags.
    if arg.startswith('-m'):
      args.append(arg)

    # Capture the source and its directory.
    if arg == '-c' and action_args[i + 1].startswith("src/"):
      src = os.path.join('src', 'src', action_args[i + 1][len("src/"):])
      # |src| should look like 'src/...'
      src_path = src.split('/')
      if len(src_path) == 3:
        dir = 'xnnpack'
      else:
        dir = src_path[2]
  if not src:
    return None
  return ObjectBuild(src=src, dir=dir, args=args)


def _xnnpack_dir():
  """
  Returns the absolute path of //third_party/xnnpack/.
  """
  return os.path.dirname(os.path.realpath(__file__))


def _xnnpack_src_dir():
  """
  Returns the absolute path of //third_party/xnnpack/src.
  """
  return os.path.join(_xnnpack_dir(), "src")


_TOOLCHAIN_DIR = os.path.join(_xnnpack_src_dir(),
                              "xnnpack-generate_build_gn-toolchain")


def _cleanup():
  shutil.rmtree(_TOOLCHAIN_DIR)


def CreateToolchainFiles():
  logging.info(f"Creating temporary toolchain files in '{_TOOLCHAIN_DIR}'")
  try:
    os.mkdir(_TOOLCHAIN_DIR)
  except FileExistsError:
    pass
  atexit.register(_cleanup)

  build_path = os.path.join(_TOOLCHAIN_DIR, 'BUILD')
  with open(build_path, 'w') as f:
    f.write(_TOOLCHAIN_BUILD)
    f.write('\n')

  cc_toolchain_config_bzl_path = os.path.join(_TOOLCHAIN_DIR,
                                              'cc_toolchain_config.bzl')
  with open(cc_toolchain_config_bzl_path, 'w') as f:
    f.write(_CC_TOOLCHAIN_CONFIG_BZL)
    f.write('\n')


def _run_bazel_cmd(args):
  """
  Runs a bazel command in the form of bazel <args...>. Returns the stdout,
  raising an Exception if the command failed.
  """

  # Use standard Bazel install instead of the one included with depot_tools.
  exec_path = "/usr/bin/bazel"
  if not exec_path:
    raise Exception(
        "bazel is not installed. Please run `sudo apt-get install " +
        "bazel` or put the bazel executable in $PATH")
  cmd = [exec_path]
  cmd.extend(args)
  proc = subprocess.Popen(cmd,
                          text=True,
                          cwd=_xnnpack_src_dir(),
                          stdout=subprocess.PIPE,
                          stderr=subprocess.PIPE)
  stdout, stderr = proc.communicate()
  if proc.returncode != 0:
    raise Exception("bazel command returned non-zero return code:\n"
                    "cmd: {cmd}\n"
                    "status: {status}\n"
                    "stdout: {stdout}\n"
                    "stderr: {stderr}".format(
                        **{
                            'cmd': str(cmd),
                            'status': proc.returncode,
                            'stdout': stdout,
                            'stderr': stderr,
                        }))
  return stdout


def GenerateObjectBuilds(cpu):
  """
  Queries bazel for the compile commands needed for the XNNPACK source files
  necessary to fulfill the :xnnpack_for_tflite target's dependencies for the
  given cpu.

  Args:
    cpu: aarch64 or k8
  """
  logging.info(f'Querying xnnpack compile commands for {cpu} with bazel...')
  # Make sure we have a clean start, this is important if the Android NDK
  # version changed.
  _run_bazel_cmd(['clean'])

  basename = os.path.basename(_TOOLCHAIN_DIR)
  crosstool_top = f'//{basename}:cc_suite'
  logs = _run_bazel_cmd([
    'aquery',
    f'--crosstool_top={crosstool_top}',
    '--host_crosstool_top=@bazel_tools//tools/cpp:toolchain',
    f'--cpu={cpu}',
    'mnemonic("CppCompile", filter("//:", deps(:xnnpack_for_tflite)))',
    '--define',
    'xnn_enable_jit=false',
    "--output=jsonproto",
  ])
  logging.info('parsing actions from bazel aquery...')
  obs = []
  aquery_json = json.loads(logs)

  for action in aquery_json["actions"]:
    ob = _objectbuild_from_bazel_log(action)
    if ob:
      obs.append(ob)
  logging.info('Scraped %d built objects' % len(obs))
  return obs


def CombineObjectBuildsIntoSourceSets(obs, arch):
  """
  Combines all the given ObjectBuild's into SourceSet's by combining source
  files whose SourceSet name's (that is their directory and compiler flags)
  match. Returns the top level XNNPACK source set and an iterable of all other
  sub-source sets.

  Args:
    obs: a list of ObjectBuild's
    arch: CPU architecture, arm64 or x64
  """
  source_sets = {}
  for ob in obs:
    single = SourceSet(dir=ob.dir, srcs=[ob.src], args=ob.args)
    name = NameForSourceSet(single, arch)
    if name not in source_sets:
      source_sets[name] = single
    else:
      source_sets[name].AddSource(ob.src)
  xxnpack_source_set = source_sets.pop('xnnpack')
  logging.info('Generated %d sub targets for xnnpack' % len(source_sets))
  return xxnpack_source_set, sorted(
      source_sets.values(), key=lambda ss: NameForSourceSet(ss, arch))


def MakeTargetSourceSet(ss, arch):
  """
  Generates the BUILD file text for a build target that supports the main
  XNNPACK target, returning it as a string.

  Args:
    ss: a SourceSet
    arch: CPU architecture, arm64 or x64
  """
  target = _TARGET_TMPL
  target = target.replace(
      '%CFLAGS%', ',\n'.join(['    "%s"' % arg for arg in sorted(ss.args)]))
  have_asm_files = False
  for src in ss.srcs:
    if src.endswith('.S'):
      have_asm_files = True
      break
  if have_asm_files:
    target = target.replace('%ASMFLAGS%', '\n  asmflags = cflags\n')
  else:
    target = target.replace('%ASMFLAGS%', '')

  target = target.replace(
      '%SRCS%', ',\n'.join(['    "%s"' % src for src in sorted(ss.srcs)]))
  target = target.replace('%TARGET_NAME%', NameForSourceSet(ss, arch))
  return target


def MakeXNNPACKDepsList(target_sss):
  """
  Creates xnnpack_deps[] and xnnpack_standalone_deps[] for each cpu in
  target_sss. These used by the xnnpack and xnnpack_standalone source_set's to
  set deps[].
  """
  deps_list = ''
  for cpu, sss in target_sss.items():
    targets = sorted([NameForSourceSet(ss, cpu) for ss in sss])
    if (deps_list):
      deps_list += '} else '
    # x86-64 and x86 are treated equivalently in XNNPACK's build.
    if (cpu == 'x64'):
      deps_list += 'if (current_cpu == "x64" || current_cpu == "x86") {'
    else:
      deps_list += f'if (current_cpu == "{cpu}") {{'
    xnnpack_deps = ',\n'.join(['    ":%s"' % t for t in targets])
    xnnpack_standalone_deps = ',\n'.join(
        ['    ":%s_standalone"' % t for t in targets])
    deps_list += f'''
  xnnpack_deps = [
{xnnpack_deps}
  ]

  xnnpack_standalone_deps = [
{xnnpack_standalone_deps}
  ]
'''
  deps_list += '} else {\n'
  deps_list += '  xnnpack_deps = []\n'
  deps_list += '  xnnpack_standalone_deps = []\n'
  deps_list += '}'

  return deps_list


def EnsureAndroidNDK():
  """
  Ensures that the Android NDK is available and bazel can find it later.

  This must use command line utilities instead of native Python as a workaround
  for https://github.com/python/cpython/issues/59999.
  """
  tempdir = tempfile.mkdtemp()
  zipdownload = os.path.join(tempdir, 'android-ndk-r25b-linux.zip')
  extractdir = os.path.join(tempdir, 'android-ndk-r25b')
  logging.info('Downloading a copy of the Android NDK')
  subprocess.check_call(
    [
      'curl',
      'https://dl.google.com/android/repository/android-ndk-r25b-linux.zip',
      '-o',
      zipdownload,
    ],
    stdout=subprocess.DEVNULL,
    stderr=subprocess.DEVNULL,
  )
  logging.info('Unpacking the Android NDK')
  subprocess.check_call(
    ['unzip', zipdownload, '-d', extractdir],
    stdout=subprocess.DEVNULL,
    stderr=subprocess.DEVNULL,
  )
  os.environ['ANDROID_NDK_HOME'] = os.path.join(extractdir, 'android-ndk-r25b')


def MakeXNNPACKSourceSet(ss):
  """
  Generates the BUILD file text for the main XNNPACK build target, given the
  XNNPACK SourceSet and the names of all its supporting targets.
  """
  target = _MAIN_TMPL
  target = target.replace(
      '%SRCS%', ',\n'.join(['    "%s"' % src for src in sorted(ss.srcs)]))
  return target


# Generates the `build_identifier.c` using bazel and copies to the correct directory.
def GenerateBuildIdentifier():
  _run_bazel_cmd(['build', 'generate_build_identifier'])
  bazel_bin_dir =_run_bazel_cmd(['info', 'bazel-bin']).strip()
  build_identifier_src = os.path.join(bazel_bin_dir, 'src', 'build_identifier.c')
  assert os.path.exists(build_identifier_src)
  build_identifier_dst = os.path.join(_xnnpack_dir(), 'build_identifier.c')
  logging.info(f'Copying {build_identifier_src} to {build_identifier_dst}')
  shutil.copyfile(build_identifier_src, build_identifier_dst)

def main():
  logging.basicConfig(level=logging.INFO)

  if platform.system() != 'Linux':
    logging.error('This script only supports running under Linux!')
    sys.exit(1)
  if not (os.access(_AARCH64_LINUX_GCC, os.X_OK)
          and os.access(_X86_64_LINUX_GCC, os.X_OK)):
    logging.error(f'{_AARCH64_LINUX_GCC} and {_X86_64_LINUX_GCC} are required!')
    logging.error('On x86-64 Debian, install gcc-aarch64-linux-gnu and gcc.')
    sys.exit(1)

  EnsureAndroidNDK()

  CreateToolchainFiles()

  # Create SourceSet's for each target architecture.
  xnnpack_ss = {}
  other_sss = {}
  gn_to_bazel_cpus = {'x64': 'k8', 'arm64': 'aarch64'}
  for gn_cpu, bazel_cpu in gn_to_bazel_cpus.items():
    obs = GenerateObjectBuilds(bazel_cpu)
    xnnpack_ss[gn_cpu], other_sss[gn_cpu] = CombineObjectBuildsIntoSourceSets(
        obs, gn_cpu)

  # Generate sub-target gn source_set's for each target architecture.
  sub_targets = {}
  for gn_cpu, sss in other_sss.items():
    sub_targets[gn_cpu] = []
    for ss in sss:
      sub_targets[gn_cpu].append(MakeTargetSourceSet(ss, gn_cpu))
  # Create a dependency list containing the source_set's for use by the main
  # "xnnpack" target.
  xnnpack_deps = MakeXNNPACKDepsList(other_sss)

  # The sources for the "xnnpack" target are assumed to be the same for each
  # target architecture.
  for cpu in xnnpack_ss:
    if cpu == 'x64': continue
    assert sorted(xnnpack_ss[cpu].srcs) == sorted(xnnpack_ss['x64'].srcs)
    assert sorted(xnnpack_ss[cpu].args) == sorted(xnnpack_ss['x64'].args)
  xnnpack_target = MakeXNNPACKSourceSet(xnnpack_ss['x64'])

  out_path = os.path.join(_xnnpack_dir(), 'BUILD.gn')
  logging.info('Writing to ' + out_path)
  with open(out_path, 'w') as f:
    f.write(_HEADER)
    f.write('\n\n')
    f.write(xnnpack_deps)
    f.write('\n\n')
    f.write(xnnpack_target)
    f.write('\n')
    for gn_cpu in sub_targets:
      # x86-64 and x86 are treated equivalently in XNNPACK's build.
      if (gn_cpu == 'x64'):
        f.write('\nif (current_cpu == "x64" || current_cpu == "x86") {\n')
      else:
        f.write(f'\nif (current_cpu == "{gn_cpu}") {{\n')
      for target in sub_targets[gn_cpu]:
        f.write(target)
        f.write('\n\n')
      f.write('}\n')

  GenerateBuildIdentifier()

  logging.info('Running `git cl format` for you.')

  subprocess.check_output(['git', 'cl', 'format'], cwd=_xnnpack_dir())

  logging.info('Done')


if __name__ == "__main__":
  main()