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build.py
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build.py
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# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
from __future__ import annotations
import argparse
import contextlib
import os
import platform
import shlex
import shutil
import sys
import textwrap
from pathlib import Path
REPO_ROOT = Path(__file__).parent
sys.path.append(str(REPO_ROOT / "tools" / "python"))
import util # ./tools/python/util noqa: E402
log = util.get_logger("build.py")
def _path_from_env_var(env_var: str):
env_var_value = os.environ.get(env_var)
return Path(env_var_value) if env_var_value is not None else None
def _parse_args():
class Parser(argparse.ArgumentParser):
# override argument file line parsing behavior - allow multiple arguments per line and handle quotes
def convert_arg_line_to_args(self, arg_line):
return shlex.split(arg_line)
class HelpFormatter(argparse.ArgumentDefaultsHelpFormatter, argparse.RawDescriptionHelpFormatter):
pass
parser = Parser(
description="ONNX Runtime GenAI Build Driver.",
epilog=textwrap.dedent("""
There are 3 phases which can be individually selected.
The update (--update) phase will run CMake to generate makefiles.
The build (--build) phase will build all projects.
The test (--test) phase will run all unit tests.
Default behavior is --update --build --test for native architecture builds.
Default behavior is --update --build for cross-compiled builds.
If phases are explicitly specified only those phases will be run.
E.g., run with --build to rebuild without running the update or test phases.
"""),
# files containing arguments can be specified on the command line with "@<filename>" and the arguments within
# will be included at that point
fromfile_prefix_chars="@",
formatter_class=HelpFormatter,
)
parser.add_argument(
"--build_dir",
type=Path,
# We set the default programmatically as it needs to take into account whether we're cross-compiling
help="Path to the build directory. Defaults to 'build/<target platform>'. "
"The build configuration will be a subdirectory of the build directory. e.g. build/Linux/Debug",
)
parser.add_argument(
"--config",
default="RelWithDebInfo",
type=str,
choices=["Debug", "MinSizeRel", "Release", "RelWithDebInfo"],
help="Configuration to build.")
# Build phases.
parser.add_argument("--update", action="store_true", help="Update makefiles.")
parser.add_argument("--build", action="store_true", help="Build.")
parser.add_argument("--test", action="store_true", help="Run tests.")
parser.add_argument(
"--clean", action="store_true", help="Run 'cmake --build --target clean' for the selected config/s."
)
parser.add_argument("--skip_tests", action="store_true", help="Skip all tests. Overrides --test.")
parser.add_argument("--skip_wheel", action="store_true", help="Skip building the Python wheel.")
# Default to not building the language bindings
parser.add_argument("--build_csharp", action="store_true", help="Build the C# API.")
parser.add_argument("--build_java", action="store_true", help="Build Java bindings.")
parser.add_argument("--parallel", action="store_true", help="Enable parallel build.")
# CI's sometimes explicitly set the path to the CMake and CTest executables.
parser.add_argument("--cmake_path", default="cmake", type=Path, help="Path to the CMake program.")
parser.add_argument("--ctest_path", default="ctest", type=Path, help="Path to the CTest program.")
parser.add_argument(
"--cmake_generator",
choices=[
"MinGW Makefiles",
"Ninja",
"NMake Makefiles",
"Unix Makefiles",
"Visual Studio 17 2022",
"Xcode",
],
default=("Visual Studio 17 2022" if util.is_windows() else "Unix Makefiles"),
help="Specify the generator that CMake invokes.",
)
parser.add_argument(
"--cmake_extra_defines",
nargs="+",
action="append",
help="Extra definitions to pass to CMake during build system "
"generation. These are just CMake -D options without the leading -D.",
)
parser.add_argument("--ort_home", default=None, type=Path, help="Root directory of onnxruntime.")
parser.add_argument("--use_cuda", action="store_true", help="Whether to use CUDA. Default is to not use cuda.")
parser.add_argument(
"--cuda_home",
type=Path,
help="Path to CUDA home. Read from CUDA_HOME or CUDA_PATH environment variable if not specified."
"Used when --use_cuda is specified.",
)
parser.add_argument("--use_rocm", action="store_true", help="Whether to use ROCm. Default is to not use rocm.")
parser.add_argument("--use_webgpu", action="store_true", help="Whether to use WebGpu. Default is to not use WebGpu.")
parser.add_argument("--use_dml", action="store_true", help="Whether to use DML. Default is to not use DML.")
# The following options are mutually exclusive (cross compiling options such as android, ios, etc.)
platform_group = parser.add_mutually_exclusive_group()
platform_group.add_argument("--android", action="store_true", help="Build for Android")
platform_group.add_argument("--ios", action="store_true", help="Build for iOS")
platform_group.add_argument(
"--macos",
choices=["MacOSX", "Catalyst"],
help="Specify the target platform for macOS build. Only specify this argument when --build_apple_framework is present.",
)
# Android options
parser.add_argument(
"--android_abi",
default="arm64-v8a",
choices=["armeabi-v7a", "arm64-v8a", "x86", "x86_64"],
help="Specify the target Android Application Binary Interface (ABI)",
)
parser.add_argument("--android_api", type=int, default=27,
help="Android API Level. Default is 27 (Android 8.1, released in 2017).")
parser.add_argument(
"--android_home", type=Path, default=_path_from_env_var("ANDROID_HOME"), help="Path to the Android SDK."
)
parser.add_argument(
"--android_ndk_path",
type=Path,
default=_path_from_env_var("ANDROID_NDK_HOME"),
help="Path to the Android NDK. Typically `<Android SDK>/ndk/<ndk_version>`.",
)
parser.add_argument("--android_run_emulator", action="store_true",
help="Create/start an Android emulator to run the test application. "
"Requires --android, --build_java and --android_abi=x86_64.")
# iOS build options
parser.add_argument(
"--apple_sysroot",
default="",
help="Specify the location name of the macOS platform SDK to be used",
)
parser.add_argument(
"--osx_arch",
type=str,
help="Specify the Target specific architectures for iOS "
"This is only supported on MacOS host",
)
parser.add_argument(
"--apple_deploy_target",
type=str,
help="Specify the minimum version of the target platform "
"This is only supported on MacOS host",
)
parser.add_argument(
"--build_apple_framework", action="store_true", help="Build a macOS/iOS framework for the ONNXRuntime."
)
parser.add_argument(
"--arm64",
action="store_true",
help="[cross-compiling] Create ARM64 makefiles. Requires --update and no existing cache "
"CMake setup. Delete CMakeCache.txt if needed",
)
parser.add_argument(
"--arm64ec",
action="store_true",
help="[cross-compiling] Create ARM64EC makefiles. Requires --update and no existing cache "
"CMake setup. Delete CMakeCache.txt if needed",
)
return parser.parse_args()
def _resolve_executable_path(command_or_path: Path, resolution_failure_allowed: bool = False):
"""
Returns the absolute path of an executable.
If `resolution_failure_allowed` is True, returns None if the executable path cannot be found.
"""
executable_path = shutil.which(str(command_or_path))
if executable_path is None:
if resolution_failure_allowed:
return None
else:
raise ValueError(f"Failed to resolve executable path for '{command_or_path}'.")
return Path(executable_path)
def _validate_build_dir(args: argparse.Namespace):
if not args.build_dir:
target_sys = platform.system()
# override if we're cross-compiling
# TODO: Add ios and arm64 support
if args.android:
target_sys = "Android"
elif platform.system() == "Darwin":
# also tweak build directory name for mac builds
target_sys = "macOS"
args.build_dir = Path("build") / target_sys
# set to a config specific build dir. it should exist unless we're creating the cmake setup
is_strict = not args.update
args.build_dir = args.build_dir.resolve(strict=is_strict) / args.config
def _validate_cuda_args(args: argparse.Namespace):
if args.cuda_home:
# default use_cuda to True if cuda_home is specified
args.use_cuda = True
if args.use_cuda:
cuda_home = args.cuda_home if args.cuda_home else _path_from_env_var("CUDA_HOME")
if not cuda_home and util.is_windows():
cuda_home = _path_from_env_var("CUDA_PATH")
cuda_home_valid = cuda_home.exists() if cuda_home else False
if not cuda_home_valid:
raise RuntimeError(
f"cuda_home paths must be specified and valid. cuda_home='{cuda_home}' valid={cuda_home_valid}."
)
args.cuda_home = cuda_home.resolve(strict=True)
def _validate_android_args(args: argparse.Namespace):
if args.android:
if not args.android_home:
raise ValueError("--android_home is required to build for Android")
if not args.android_ndk_path:
raise ValueError("--android_ndk_path is required to build for Android")
args.android_home = args.android_home.resolve(strict=True)
args.android_ndk_path = args.android_ndk_path.resolve(strict=True)
if not args.android_home.is_dir() or not args.android_ndk_path.is_dir():
raise ValueError("Android home and NDK paths must be directories.")
# auto-adjust the cmake generator for cross-compiling Android
original_cmake_generator = args.cmake_generator
if original_cmake_generator not in ["Ninja", "Unix Makefiles"]:
if _resolve_executable_path("ninja", resolution_failure_allowed=True) is not None:
args.cmake_generator = "Ninja"
elif _resolve_executable_path("make", resolution_failure_allowed=True) is not None:
args.cmake_generator = "Unix Makefiles"
else:
raise ValueError(
"Unable to find appropriate CMake generator for cross-compiling for Android. "
"Valid generators are 'Ninja' or 'Unix Makefiles'."
)
if args.cmake_generator != original_cmake_generator:
log.info(f"Setting CMake generator to '{args.cmake_generator}' for cross-compiling for Android.")
# no C# on Android so automatically skip
args.build_csharp = False
def _validate_ios_args(args: argparse.Namespace):
if args.ios:
if not util.is_mac():
raise ValueError("A Mac host is required to build for iOS")
needed_args = [
args.apple_sysroot,
args.osx_arch,
args.apple_deploy_target,
]
arg_names = [
"--apple_sysroot <the location or name of the macOS platform SDK>",
"--osx_arch <the Target specific architectures for iOS>",
"--apple_deploy_target <the minimum version of the target platform>",
]
have_required_args = all(_ is not None for _ in needed_args)
if not have_required_args:
raise ValueError(
"iOS build on MacOS canceled due to missing arguments: "
+ ", ".join(
val for val, cond in zip(arg_names, needed_args) if not cond
)
)
def _validate_cmake_args(args: argparse.Namespace):
args.cmake_extra_defines = [i for j in args.cmake_extra_defines for i in j] if args.cmake_extra_defines else []
args.cmake_extra_defines = [f"-D{define}" for define in args.cmake_extra_defines]
def _validate_args(args: argparse.Namespace):
# default to all 3 stages
if not args.update and not args.build and not args.test:
args.update = True
args.build = True
args.test = True
# validate args. this updates values in args where applicable (e.g. fully resolve paths).
args.cmake_path = _resolve_executable_path(args.cmake_path)
args.ctest_path = _resolve_executable_path(args.ctest_path)
_validate_build_dir(args)
_validate_cuda_args(args)
_validate_android_args(args)
_validate_ios_args(args)
_validate_cmake_args(args)
if args.ort_home:
if not args.ort_home.exists() or not args.ort_home.is_dir():
raise ValueError(f"{args.ort_home} does not exist or is not a directory.")
args.ort_home = args.ort_home.resolve(strict=True)
def _create_env(args: argparse.Namespace):
env = os.environ.copy()
if args.use_cuda:
env["CUDA_HOME"] = str(args.cuda_home)
env["PATH"] = str(args.cuda_home / "bin") + os.pathsep + os.environ["PATH"]
if args.android:
env["ANDROID_HOME"] = str(args.android_home)
env["ANDROID_NDK_HOME"] = str(args.android_ndk_path)
return env
def _get_csharp_properties(args: argparse.Namespace, ort_lib_dir: Path):
# Tests folder does not have a sln file. We use the csproj file to build and test.
# The csproj file requires the platform to be AnyCPU (not "Any CPU")
configuration = f"/p:Configuration={args.config}"
platform = "/p:Platform=Any CPU"
# need an extra config on windows as the actual build output is in the original build dir / config / config
native_lib_path = f"/p:NativeBuildOutputDir={str(args.build_dir / args.config) if util.is_windows() else str(args.build_dir)}"
ort_lib_path = f"/p:OrtLibDir={ort_lib_dir}"
props = [configuration, platform, native_lib_path, ort_lib_path]
return props
def _run_android_tests(args: argparse.Namespace):
# only run the tests on the emulator for x86_64 currently.
# TODO: may also be possible to run on a Mac with an arm64 chip
if args.android_abi != "x86_64":
log.info("Skipping Android tests as they are only supported on x86_64 currently.")
return
if not args.build_java:
# currently we only have an Android test app that we run on the emulator to test the Java bindings.
log.warning("Android testing requires --build_java to be set.")
return
sdk_tool_paths = util.android.get_sdk_tool_paths(args.android_home)
adb = sdk_tool_paths.adb
with contextlib.ExitStack() as context_stack:
# use API 27 or higher so the emulator is Android 8.1 (2017) or later
android_api = max(args.android_api, 27)
if args.android_run_emulator:
avd_name = "ort_genai_android"
system_image = f"system-images;android-{android_api};default;{args.android_abi}"
util.android.create_virtual_device(sdk_tool_paths, system_image, avd_name)
emulator_proc = context_stack.enter_context(
util.android.start_emulator(
sdk_tool_paths=sdk_tool_paths,
avd_name=avd_name,
extra_args=["-partition-size", "2047", "-wipe-data"],
)
)
context_stack.callback(util.android.stop_emulator, emulator_proc)
# use the gradle wrapper under <repo root>/java to run the test app on the emulator.
# the test app loads and runs a test model using the GenAI Java bindings
gradle_executable = str(REPO_ROOT / "src" / "java" / ("gradlew.bat" if util.is_windows() else "gradlew"))
android_test_path = args.build_dir / "src" / "java" / "androidtest"
import subprocess
exception = None
try:
util.run([gradle_executable, "--no-daemon",
f"-DminSdkVer={android_api}",
"clean",
"connectedDebugAndroidTest"],
cwd=android_test_path,
capture_stdout=True,
capture_stderr=True,)
except subprocess.CalledProcessError as e:
exception = e
print(e)
print(f"Output:\n{e.output.decode('utf-8')}")
print(f"stderr:\n{e.stderr.decode('utf-8')}")
# Print test log output so we can easily check that the test ran as expected
util.run([adb, "logcat", "-s", "-d", "GenAI:V ORTGenAIAndroidTest:V TestRunner:V"])
if exception:
# uncomment if you need more logcat output in a CI
# util.run([adb, "logcat", "-d", "*:E"])
raise exception
def update(args: argparse.Namespace, env: dict[str, str]):
"""
Update the cmake build files.
"""
# build the cmake command to create/update the build files
command = [str(args.cmake_path)]
command += ["-G", args.cmake_generator]
if util.is_windows():
if args.cmake_generator == "Ninja":
if args.use_cuda:
command += ["-DCUDA_TOOLKIT_ROOT_DIR=" + str(args.cuda_home)]
elif args.cmake_generator.startswith("Visual Studio"):
toolset_options = []
is_x64_host = platform.machine() == "AMD64"
if is_x64_host:
pass
if args.use_cuda:
toolset_options += ["cuda=" + str(args.cuda_home)]
if toolset_options:
command += ["-T", ",".join(toolset_options)]
command += [f"-DCMAKE_BUILD_TYPE={args.config}"]
build_wheel = "OFF" if args.skip_wheel else "ON"
command += [
"-S",
str(REPO_ROOT),
"-B",
str(args.build_dir),
"-DCMAKE_POSITION_INDEPENDENT_CODE=ON",
f"-DUSE_CUDA={'ON' if args.use_cuda else 'OFF'}",
f"-DUSE_ROCM={'ON' if args.use_rocm else 'OFF'}",
f"-DUSE_WEBGPU={'ON' if args.use_webgpu else 'OFF'}",
f"-DUSE_DML={'ON' if args.use_dml else 'OFF'}",
f"-DENABLE_JAVA={'ON' if args.build_java else 'OFF'}",
f"-DBUILD_WHEEL={build_wheel}",
]
if args.ort_home:
command += [f"-DORT_HOME={args.ort_home}"]
if args.use_cuda:
cuda_compiler = str(args.cuda_home / "bin" / "nvcc")
command += [f"-DCMAKE_CUDA_COMPILER={cuda_compiler}"]
if args.android:
command += [
"-DCMAKE_TOOLCHAIN_FILE="
+ str((args.android_ndk_path / "build" / "cmake" / "android.toolchain.cmake").resolve(strict=True)),
f"-DANDROID_PLATFORM=android-{args.android_api}",
f"-DANDROID_ABI={args.android_abi}",
f"-DANDROID_MIN_SDK={args.android_api}",
"-DENABLE_PYTHON=OFF",
"-DENABLE_TESTS=OFF",
]
if args.ios or args.macos:
platform_name = "macabi" if args.macos == "Catalyst" else args.apple_sysroot
command += [
"-DCMAKE_OSX_DEPLOYMENT_TARGET=" + args.apple_deploy_target,
f"-DBUILD_APPLE_FRAMEWORK={'ON' if args.build_apple_framework else 'OFF'}",
"-DPLATFORM_NAME=" + platform_name,
]
if args.macos:
command += [
f"-DCMAKE_OSX_SYSROOT={args.apple_sysroot}",
f"-DCMAKE_OSX_ARCHITECTURES={args.osx_arch}",
f"-DCMAKE_OSX_DEPLOYMENT_TARGET={args.apple_deploy_target}",
]
if args.ios:
def _get_opencv_toolchain_file():
if args.apple_sysroot == "iphoneos":
return (
REPO_ROOT / "cmake" / "external" / "opencv" / "platforms" / "iOS" / "cmake" /
"Toolchains" / "Toolchain-iPhoneOS_Xcode.cmake"
)
else:
return (
REPO_ROOT / "cmake" / "external" / "opencv" / "platforms" / "iOS" / "cmake" /
"Toolchains" / "Toolchain-iPhoneSimulator_Xcode.cmake"
)
command += [
"-DCMAKE_SYSTEM_NAME=iOS",
f"-DIOS_ARCH={args.osx_arch}",
f"-DIPHONEOS_DEPLOYMENT_TARGET={args.apple_deploy_target}",
# The following arguments are specific to the OpenCV toolchain file
f"-DCMAKE_TOOLCHAIN_FILE={_get_opencv_toolchain_file()}",
"-DENABLE_PYTHON=OFF",
"-DENABLE_TESTS=OFF",
"-DENABLE_MODEL_BENCHMARK=OFF",
]
if args.macos == "Catalyst":
if args.cmake_generator == "Xcode":
raise Exception("Xcode CMake generator ('--cmake_generator Xcode') doesn't support Mac Catalyst build.")
macabi_target = f"{args.osx_arch}-apple-ios{args.apple_deploy_target}-macabi"
command += [
"-DCMAKE_CXX_COMPILER_TARGET=" + macabi_target,
"-DCMAKE_C_COMPILER_TARGET=" + macabi_target,
"-DCMAKE_CC_COMPILER_TARGET=" + macabi_target,
f"-DCMAKE_CXX_FLAGS=--target={macabi_target}",
f"-DCMAKE_CXX_FLAGS_RELEASE=-O3 -DNDEBUG --target={macabi_target}",
f"-DCMAKE_C_FLAGS=--target={macabi_target}",
f"-DCMAKE_C_FLAGS_RELEASE=-O3 -DNDEBUG --target={macabi_target}",
f"-DCMAKE_CC_FLAGS=--target={macabi_target}",
f"-DCMAKE_CC_FLAGS_RELEASE=-O3 -DNDEBUG --target={macabi_target}",
"-DMAC_CATALYST=1",
"-DENABLE_PYTHON=OFF",
"-DENABLE_TESTS=OFF",
"-DENABLE_MODEL_BENCHMARK=OFF",
]
if args.arm64:
command += ["-A", "ARM64"]
elif args.arm64ec:
command += ["-A", "ARM64EC"]
if args.arm64 or args.arm64ec:
if args.test:
log.warning(
"Cannot test on host build machine for cross-compiled "
"ARM64 builds. Will skip test running after build."
)
args.test = False
if args.cmake_extra_defines != []:
command += args.cmake_extra_defines
util.run(command, env=env)
def build(args: argparse.Namespace, env: dict[str, str]):
"""
Build the targets.
"""
make_command = [str(args.cmake_path), "--build", str(args.build_dir), "--config", args.config]
if args.parallel:
make_command.append("--parallel")
util.run(make_command, env=env)
lib_dir = args.build_dir
if not args.ort_home:
_ = util.download_dependencies(args.use_cuda, args.use_rocm, args.use_dml, lib_dir)
else:
lib_dir = args.ort_home / "lib"
if args.build_csharp:
dotnet = str(_resolve_executable_path("dotnet"))
# Build the library
csharp_build_command = [dotnet, "build", ".",]
csharp_build_command += _get_csharp_properties(args, ort_lib_dir=lib_dir)
util.run(csharp_build_command, cwd=REPO_ROOT / "src" / "csharp")
util.run(csharp_build_command, cwd=REPO_ROOT / "test" / "csharp")
def test(args: argparse.Namespace, env: dict[str, str]):
"""
Run the tests.
"""
lib_dir = args.build_dir / "test"
if util.is_windows():
# On Windows, the unit test executable is found inside a directory named after the configuration
# (e.g. Debug, Release, etc.) within the test directory.
# Whereas on as on platforms, the executable is directly under the test directory.
lib_dir = lib_dir / args.config
if not args.ort_home:
_ = util.download_dependencies(args.use_cuda, args.use_rocm, args.use_dml, lib_dir)
else:
lib_dir = args.ort_home / "lib"
ctest_cmd = [str(args.ctest_path), "--build-config", args.config, "--verbose", "--timeout", "10800"]
util.run(ctest_cmd, cwd=str(args.build_dir / "test"))
if args.build_csharp:
dotnet = str(_resolve_executable_path("dotnet"))
csharp_test_command = [dotnet, "test"]
csharp_test_command += _get_csharp_properties(args, ort_lib_dir=lib_dir)
util.run(csharp_test_command, env=env, cwd=str(REPO_ROOT / "test" / "csharp"))
if args.build_java:
ctest_cmd = [str(args.ctest_path), "--build-config", args.config, "--verbose", "--timeout", "10800"]
util.run(ctest_cmd, cwd=str(args.build_dir / "src" / "java"))
if args.android:
_run_android_tests(args)
def clean(args: argparse.Namespace, env: dict[str, str]):
"""
Clean the build output.
"""
log.info("Cleaning targets")
cmd_args = [str(args.cmake), "--build", str(args.build_dir), "--config", args.config, "--target", "clean"]
util.run(cmd_args, env=env)
if __name__ == "__main__":
if not (util.is_windows() or util.is_linux() or util.is_mac()):
raise OSError(f"Unsupported platform {sys.platform}.")
arguments = _parse_args()
_validate_args(arguments)
environment = _create_env(arguments)
if arguments.update:
update(arguments, environment)
if arguments.build:
build(arguments, environment)
if arguments.test and not arguments.skip_tests:
test(arguments, environment)