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configure.py
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#!/usr/bin/env python3
# Copyright 2017 The TensorFlow Authors. All Rights Reserved.
# Modifications copyright (C) 2021 Larq Contributors.
#
# 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
#
# http://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.
# ==============================================================================
import json
import os
import platform
import re
import subprocess
import sys
_LCE_BAZELRC = ".lce_configure.bazelrc"
_SUPPORTED_ANDROID_NDK_VERSIONS = [19, 20, 21, 25]
_DEFAULT_PROMPT_ASK_ATTEMPTS = 10
class UserInputError(Exception):
pass
def is_windows():
return platform.system() == "Windows"
def is_linux():
return platform.system() == "Linux"
def is_macos():
return platform.system() == "Darwin"
def is_ppc64le():
return platform.machine() == "ppc64le"
def is_cygwin():
return platform.system().startswith("CYGWIN_NT")
def write_to_bazelrc(line):
with open(_LCE_BAZELRC, "a") as f:
f.write(line + "\n")
def write_action_env_to_bazelrc(var_name, var):
write_to_bazelrc('build --action_env {}="{}"'.format(var_name, str(var)))
def get_input(question):
try:
answer = input(question)
except EOFError:
answer = ""
return answer
def get_from_env_or_user_or_default(environ_cp, var_name, ask_for_var, var_default):
"""Get var_name either from env, or user or default.
If var_name has been set as environment variable, use the preset value, else
ask for user input. If no input is provided, the default is used.
Args:
environ_cp: copy of the os.environ.
var_name: string for name of environment variable, e.g. "LCE_NEED_CUDA".
ask_for_var: string for how to ask for user input.
var_default: default value string.
Returns:
string value for var_name
"""
var = environ_cp.get(var_name)
if not var:
var = get_input(ask_for_var)
print("\n")
if not var:
var = var_default
return var
def get_var(
environ_cp,
var_name,
query_item,
enabled_by_default,
question=None,
yes_reply=None,
no_reply=None,
):
"""Get boolean input from user.
If var_name is not set in env, ask user to enable query_item or not. If the
response is empty, use the default.
Args:
environ_cp: copy of the os.environ.
var_name: string for name of environment variable, e.g. "LCE_NEED_CUDA".
query_item: string for feature related to the variable, e.g. "CUDA for
Nvidia GPUs".
enabled_by_default: boolean for default behavior.
question: optional string for how to ask for user input.
yes_reply: optional string for reply when feature is enabled.
no_reply: optional string for reply when feature is disabled.
Returns:
boolean value of the variable.
Raises:
UserInputError: if an environment variable is set, but it cannot be
interpreted as a boolean indicator, assume that the user has made a
scripting error, and will continue to provide invalid input.
Raise the error to avoid infinitely looping.
"""
if not question:
question = "Do you wish to build Larq Compute Engine with {} support?".format(
query_item
)
if not yes_reply:
yes_reply = "{} support will be enabled for Larq Compute Engine.".format(
query_item
)
if not no_reply:
no_reply = "No {}".format(yes_reply)
yes_reply += "\n"
no_reply += "\n"
if enabled_by_default:
question += " [Y/n]: "
else:
question += " [y/N]: "
var = environ_cp.get(var_name)
if var is not None:
var_content = var.strip().lower()
true_strings = ("1", "t", "true", "y", "yes")
false_strings = ("0", "f", "false", "n", "no")
if var_content in true_strings:
var = True
elif var_content in false_strings:
var = False
else:
raise UserInputError(
"Environment variable %s must be set as a boolean indicator.\n"
"The following are accepted as TRUE : %s.\n"
"The following are accepted as FALSE: %s.\n"
"Current value is %s."
% (var_name, ", ".join(true_strings), ", ".join(false_strings), var)
)
while var is None:
user_input_origin = get_input(question)
user_input = user_input_origin.strip().lower()
if user_input == "y":
print(yes_reply)
var = True
elif user_input == "n":
print(no_reply)
var = False
elif not user_input:
if enabled_by_default:
print(yes_reply)
var = True
else:
print(no_reply)
var = False
else:
print("Invalid selection: {}".format(user_input_origin))
return var
def prompt_loop_or_load_from_env(
environ_cp,
var_name,
var_default,
ask_for_var,
check_success,
error_msg,
suppress_default_error=False,
resolve_symlinks=False,
n_ask_attempts=_DEFAULT_PROMPT_ASK_ATTEMPTS,
):
"""Loop over user prompts for an ENV param until receiving a valid response.
For the env param var_name, read from the environment or verify user input
until receiving valid input. When done, set var_name in the environ_cp to its
new value.
Args:
environ_cp: (Dict) copy of the os.environ.
var_name: (String) string for name of environment variable, e.g. "LCE_MYVAR".
var_default: (String) default value string.
ask_for_var: (String) string for how to ask for user input.
check_success: (Function) function that takes one argument and returns a
boolean. Should return True if the value provided is considered valid. May
contain a complex error message if error_msg does not provide enough
information. In that case, set suppress_default_error to True.
error_msg: (String) String with one and only one '%s'. Formatted with each
invalid response upon check_success(input) failure.
suppress_default_error: (Bool) Suppress the above error message in favor of
one from the check_success function.
resolve_symlinks: (Bool) Translate symbolic links into the real filepath.
n_ask_attempts: (Integer) Number of times to query for valid input before
raising an error and quitting.
Returns:
[String] The value of var_name after querying for input.
Raises:
UserInputError: if a query has been attempted n_ask_attempts times without
success, assume that the user has made a scripting error, and will
continue to provide invalid input. Raise the error to avoid infinitely
looping.
"""
default = environ_cp.get(var_name) or var_default
full_query = "%s [Default is %s]: " % (
ask_for_var,
default,
)
for _ in range(n_ask_attempts):
val = get_from_env_or_user_or_default(environ_cp, var_name, full_query, default)
if check_success(val):
break
if not suppress_default_error:
print(error_msg % val)
environ_cp[var_name] = ""
else:
raise UserInputError(
"Invalid %s setting was provided %d times in a row. "
"Assuming to be a scripting mistake." % (var_name, n_ask_attempts)
)
if resolve_symlinks and os.path.islink(val):
val = os.path.realpath(val)
environ_cp[var_name] = val
return val
def run_shell(cmd, allow_non_zero=False, stderr=None):
if stderr is None:
stderr = sys.stdout
if allow_non_zero:
try:
output = subprocess.check_output(cmd, stderr=stderr)
except subprocess.CalledProcessError as e:
output = e.output
else:
output = subprocess.check_output(cmd, stderr=stderr)
return output.decode("UTF-8").strip()
def cygpath(path):
"""Convert path from posix to windows."""
return os.path.abspath(path).replace("\\", "/")
def get_python_path(environ_cp, python_bin_path):
"""Get the python site package paths."""
python_paths = []
if environ_cp.get("PYTHONPATH"):
python_paths = environ_cp.get("PYTHONPATH").split(":")
try:
stderr = open(os.devnull, "wb")
library_paths = run_shell(
[
python_bin_path,
"-c",
'import site; print("\\n".join(site.getsitepackages()))',
],
stderr=stderr,
).split("\n")
except subprocess.CalledProcessError:
library_paths = [
run_shell(
[
python_bin_path,
"-c",
"from distutils.sysconfig import get_python_lib;"
"print(get_python_lib())",
]
)
]
all_paths = set(python_paths + library_paths)
# Sort set so order is deterministic
all_paths = sorted(all_paths)
paths = []
for path in all_paths:
if os.path.isdir(path):
paths.append(path)
return paths
def get_python_version(python_bin_path):
"""Get the python version."""
return run_shell([python_bin_path, "-c", "import sys; print(sys.version[:3])"])
def setup_python(environ_cp):
"""Setup python related env variables."""
# Get PYTHON_BIN_PATH, default is the current running python.
default_python_bin_path = sys.executable
ask_python_bin_path = (
"Please specify the location of python. [Default is " "{}]: "
).format(default_python_bin_path)
while True:
python_bin_path = get_from_env_or_user_or_default(
environ_cp, "PYTHON_BIN_PATH", ask_python_bin_path, default_python_bin_path
)
# Check if the path is valid
if os.path.isfile(python_bin_path) and os.access(python_bin_path, os.X_OK):
break
elif not os.path.exists(python_bin_path):
print("Invalid python path: {} cannot be found.".format(python_bin_path))
else:
print(
"{} is not executable. Is it the python binary?".format(
python_bin_path
)
)
environ_cp["PYTHON_BIN_PATH"] = ""
# Convert python path to Windows style before checking lib and version
if is_windows() or is_cygwin():
python_bin_path = cygpath(python_bin_path)
# Get PYTHON_LIB_PATH
python_lib_path = environ_cp.get("PYTHON_LIB_PATH")
if not python_lib_path:
python_lib_paths = get_python_path(environ_cp, python_bin_path)
if environ_cp.get("USE_DEFAULT_PYTHON_LIB_PATH") == "1":
python_lib_path = python_lib_paths[0]
else:
print(
"Found possible Python library paths:\n %s"
% "\n ".join(python_lib_paths)
)
default_python_lib_path = python_lib_paths[0]
python_lib_path = get_input(
"Please input the desired Python library path to use. "
"[Default is {}]\n".format(python_lib_paths[0])
)
if not python_lib_path:
python_lib_path = default_python_lib_path
environ_cp["PYTHON_LIB_PATH"] = python_lib_path
python_version = get_python_version(python_bin_path)
if int(python_version[0]) < 3:
raise ValueError("Python versions prior to 3.x are unsupported.")
print(
f"Configuring builds with Python {python_version} support. To use a different "
"Python version, re-run configuration inside a virtual environment or pass "
"different binary/lib paths when prompted.\n"
)
# Convert python path to Windows style before writing into bazel.rc
if is_windows() or is_cygwin():
python_lib_path = cygpath(python_lib_path)
# Set-up env variables used by python_configure.bzl
write_action_env_to_bazelrc("PYTHON_BIN_PATH", python_bin_path)
write_action_env_to_bazelrc("PYTHON_LIB_PATH", python_lib_path)
write_to_bazelrc('build --python_path="{}"'.format(python_bin_path))
environ_cp["PYTHON_BIN_PATH"] = python_bin_path
# If choosen python_lib_path is from a path specified in the PYTHONPATH
# variable, need to tell bazel to include PYTHONPATH
if environ_cp.get("PYTHONPATH"):
python_paths = environ_cp.get("PYTHONPATH").split(":")
if python_lib_path in python_paths:
write_action_env_to_bazelrc("PYTHONPATH", environ_cp.get("PYTHONPATH"))
def set_cc_opt_flags(environ_cp):
"""Set up architecture-dependent optimization flags.
Also append CC optimization flags to bazel.rc.
Args:
environ_cp: copy of the os.environ.
"""
if is_ppc64le():
# gcc on ppc64le does not support -march, use mcpu instead
default_cc_opt_flags = "-mcpu=native"
elif is_windows():
default_cc_opt_flags = "/arch:AVX"
else:
# On all other platforms, no longer use `-march=native` as this can result
# in instructions that are too modern being generated. Users that want
# maximum performance should compile TF in their environment and can pass
# `-march=native` there.
# See https://github.com/tensorflow/tensorflow/issues/45744 and duplicates
default_cc_opt_flags = "-Wno-sign-compare"
question = (
"Please specify optimization flags to use during compilation when"
' bazel option "--config=opt" is specified [Default is %s]: '
) % default_cc_opt_flags
cc_opt_flags = get_from_env_or_user_or_default(
environ_cp, "CC_OPT_FLAGS", question, default_cc_opt_flags
)
for opt in cc_opt_flags.split():
write_to_bazelrc("build:opt --copt=%s" % opt)
write_to_bazelrc("build:opt --host_copt=%s" % opt)
def set_windows_build_flags(environ_cp):
"""Set Windows specific build options."""
# First available in VS 16.4. Speeds up Windows compile times by a lot. See
# https://groups.google.com/a/tensorflow.org/d/topic/build/SsW98Eo7l3o/discussion
# pylint: disable=line-too-long
write_to_bazelrc(
"build --copt=/d2ReducedOptimizeHugeFunctions --host_copt=/d2ReducedOptimizeHugeFunctions"
)
if get_var(
environ_cp,
"LCE_OVERRIDE_EIGEN_STRONG_INLINE",
"Eigen strong inline",
True,
(
"Would you like to override eigen strong inline for some C++ "
"compilation to reduce the compilation time?"
),
"Eigen strong inline overridden.",
"Not overriding eigen strong inline, "
"some compilations could take more than 20 mins.",
):
# Due to a known MSVC compiler issue
# https://github.com/tensorflow/tensorflow/issues/10521
# Overriding eigen strong inline speeds up the compiling of
# conv_grad_ops_3d.cc and conv_ops_3d.cc by 20 minutes,
# but this also hurts the performance. Let users decide what they want.
write_to_bazelrc("build --define=override_eigen_strong_inline=true")
def create_android_ndk_rule(environ_cp):
"""Set ANDROID_NDK_HOME and write Android NDK WORKSPACE rule."""
if is_windows() or is_cygwin():
default_ndk_path = cygpath("%s/Android/Sdk/ndk-bundle" % environ_cp["APPDATA"])
elif is_macos():
default_ndk_path = "%s/library/Android/Sdk/ndk-bundle" % environ_cp["HOME"]
else:
default_ndk_path = "%s/Android/Sdk/ndk-bundle" % environ_cp["HOME"]
def valid_ndk_path(path):
return os.path.exists(path) and os.path.exists(
os.path.join(path, "source.properties")
)
android_ndk_home_path = prompt_loop_or_load_from_env(
environ_cp,
var_name="ANDROID_NDK_HOME",
var_default=default_ndk_path,
ask_for_var="Please specify the home path of the Android NDK to use.",
check_success=valid_ndk_path,
error_msg='The path %s or its child file "source.properties" does not exist.',
)
write_action_env_to_bazelrc("ANDROID_NDK_HOME", android_ndk_home_path)
write_action_env_to_bazelrc(
"ANDROID_NDK_API_LEVEL", get_ndk_api_level(environ_cp, android_ndk_home_path)
)
def create_android_sdk_rule(environ_cp):
"""Set Android variables and write Android SDK WORKSPACE rule."""
if is_windows() or is_cygwin():
default_sdk_path = cygpath("%s/Android/Sdk" % environ_cp["APPDATA"])
elif is_macos():
default_sdk_path = "%s/library/Android/Sdk" % environ_cp["HOME"]
else:
default_sdk_path = "%s/Android/Sdk" % environ_cp["HOME"]
def valid_sdk_path(path):
return (
os.path.exists(path)
and os.path.exists(os.path.join(path, "platforms"))
and os.path.exists(os.path.join(path, "build-tools"))
)
android_sdk_home_path = prompt_loop_or_load_from_env(
environ_cp,
var_name="ANDROID_SDK_HOME",
var_default=default_sdk_path,
ask_for_var="Please specify the home path of the Android SDK to use.",
check_success=valid_sdk_path,
error_msg=(
"Either %s does not exist, or it does not contain the "
'subdirectories "platforms" and "build-tools".'
),
)
platforms = os.path.join(android_sdk_home_path, "platforms")
api_levels = sorted(os.listdir(platforms))
api_levels = [x.replace("android-", "") for x in api_levels]
def valid_api_level(api_level):
return os.path.exists(
os.path.join(android_sdk_home_path, "platforms", "android-" + api_level)
)
android_api_level = prompt_loop_or_load_from_env(
environ_cp,
var_name="ANDROID_API_LEVEL",
var_default=api_levels[-1],
ask_for_var=(
"Please specify the Android SDK API level to use. " "[Available levels: %s]"
)
% api_levels,
check_success=valid_api_level,
error_msg="Android-%s is not present in the SDK path.",
)
build_tools = os.path.join(android_sdk_home_path, "build-tools")
versions = sorted(os.listdir(build_tools))
def valid_build_tools(version):
return os.path.exists(
os.path.join(android_sdk_home_path, "build-tools", version)
)
android_build_tools_version = prompt_loop_or_load_from_env(
environ_cp,
var_name="ANDROID_BUILD_TOOLS_VERSION",
var_default=versions[-1],
ask_for_var=(
"Please specify an Android build tools version to use. "
"[Available versions: %s]"
)
% versions,
check_success=valid_build_tools,
error_msg="The selected SDK does not have build-tools version %s available.",
)
write_action_env_to_bazelrc(
"ANDROID_BUILD_TOOLS_VERSION", android_build_tools_version
)
write_action_env_to_bazelrc("ANDROID_SDK_API_LEVEL", android_api_level)
write_action_env_to_bazelrc("ANDROID_SDK_HOME", android_sdk_home_path)
def get_ndk_api_level(environ_cp, android_ndk_home_path):
"""Gets the appropriate NDK API level to use for the provided Android NDK path."""
# First check to see if we're using a blessed version of the NDK.
properties_path = "%s/source.properties" % android_ndk_home_path
if is_windows() or is_cygwin():
properties_path = cygpath(properties_path)
with open(properties_path, "r") as f:
filedata = f.read()
revision = re.search(r"Pkg.Revision = (\d+)", filedata)
if revision:
ndk_version = revision.group(1)
else:
raise Exception("Unable to parse NDK revision.")
if int(ndk_version) not in _SUPPORTED_ANDROID_NDK_VERSIONS:
print(
"WARNING: The NDK version in %s is %s, which is not "
"supported by Bazel (officially supported versions: %s). Please use "
"another version. Compiling Android targets may result in confusing "
"errors.\n"
% (android_ndk_home_path, ndk_version, _SUPPORTED_ANDROID_NDK_VERSIONS)
)
write_action_env_to_bazelrc("ANDROID_NDK_VERSION", ndk_version)
# Now grab the NDK API level to use. Note that this is different from the
# SDK API level, as the NDK API level is effectively the *min* target SDK
# version.
meta = open(os.path.join(android_ndk_home_path, "meta/platforms.json"))
platforms = json.load(meta)
meta.close()
aliases = platforms["aliases"]
api_levels = sorted(list(set([aliases[i] for i in aliases])))
android_ndk_api_level = prompt_loop_or_load_from_env(
environ_cp,
var_name="ANDROID_NDK_API_LEVEL",
var_default="26", # 26 is required to support AHardwareBuffer.
ask_for_var=(
"Please specify the (min) Android NDK API level to use. "
"[Available levels: %s]"
)
% api_levels,
check_success=(lambda *_: True),
error_msg="Android-%s is not present in the NDK path.",
)
return android_ndk_api_level
def reset_lce_configure_bazelrc():
"""Reset file that contains customized config settings."""
open(_LCE_BAZELRC, "w").close()
def main():
# Make a copy of os.environ to be clear when functions and getting and setting
# environment variables.
environ_cp = dict(os.environ)
reset_lce_configure_bazelrc()
setup_python(environ_cp)
set_cc_opt_flags(environ_cp)
if is_windows():
set_windows_build_flags(environ_cp)
if get_var(
environ_cp,
"LCE_SET_ANDROID_WORKSPACE",
"android workspace",
False,
(
"Would you like to interactively configure ./WORKSPACE for "
"Android builds?"
),
"Searching for NDK and SDK installations.",
"Not configuring the WORKSPACE for Android builds.",
):
create_android_ndk_rule(environ_cp)
create_android_sdk_rule(environ_cp)
if __name__ == "__main__":
main()