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setup.py
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# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
import io
import subprocess
import shutil
from setuptools import setup, find_packages, Extension
from setuptools.command.build_py import build_py
from setuptools.command.sdist import sdist
import distutils.dir_util
from typing import List
import re
import tarfile
from io import BytesIO
import os
import sys
import urllib.request
from distutils.version import LooseVersion
import platform
import multiprocessing
from setuptools.command.build_ext import build_ext
# Environment variables False/True
PYPI_BUILD = os.environ.get("PYPI_BUILD", "False").lower() == "true"
PACKAGE_NAME = "tilelang"
ROOT_DIR = os.path.dirname(__file__)
# TileLang only supports Linux platform
assert sys.platform.startswith("linux"), "TileLang only supports Linux platform (including WSL)."
def get_path(*filepath) -> str:
return os.path.join(ROOT_DIR, *filepath)
def get_requirements(file_path: str = "requirements.txt") -> List[str]:
"""Get Python package dependencies from requirements.txt."""
with open(get_path(file_path)) as f:
requirements = f.read().strip().split("\n")
return requirements
def find_version(version_file_path: str) -> str:
"""Extract version information from the given filepath.
Adapted from https://github.com/ray-project/ray/blob/0b190ee1160eeca9796bc091e07eaebf4c85b511/python/setup.py
"""
# Read and store the version information from the VERSION file
# Use 'strip()' to remove any leading/trailing whitespace or newline characters
if not os.path.exists(version_file_path):
raise FileNotFoundError(f"Version file not found at {version_file_path}")
with open(version_file_path, "r") as version_file:
version = version_file.read().strip()
return version
def get_nvcc_cuda_version():
"""Get the CUDA version from nvcc.
Adapted from https://github.com/NVIDIA/apex/blob/8b7a1ff183741dd8f9b87e7bafd04cfde99cea28/setup.py
"""
nvcc_output = subprocess.check_output(["nvcc", "-V"], universal_newlines=True)
output = nvcc_output.split()
release_idx = output.index("release") + 1
nvcc_cuda_version = LooseVersion(output[release_idx].split(",")[0])
return nvcc_cuda_version
def get_tilelang_version(with_cuda=True, with_system_info=True) -> str:
version = find_version(get_path(".", "VERSION"))
local_version_parts = []
if with_system_info:
local_version_parts.append(get_system_info().replace("-", "."))
if with_cuda:
cuda_version = str(get_nvcc_cuda_version())
cuda_version_str = cuda_version.replace(".", "")[:3]
local_version_parts.append(f"cu{cuda_version_str}")
if local_version_parts:
version += f"+{'.'.join(local_version_parts)}"
return version
def get_system_info():
system = platform.system().lower()
if system == "linux":
try:
with open("/etc/os-release") as f:
os_release = f.read()
version_id_match = re.search(r'VERSION_ID="(\d+\.\d+)"', os_release)
if version_id_match:
version_id = version_id_match.group(1)
distro = "ubuntu"
return f"{distro}-{version_id}"
except FileNotFoundError:
pass
return system
def read_readme() -> str:
"""Read the README file if present."""
p = get_path("README.md")
if os.path.isfile(p):
return io.open(get_path("README.md"), "r", encoding="utf-8").read()
else:
return ""
def download_and_extract_llvm(version, is_aarch64=False, extract_path="3rdparty"):
"""
Downloads and extracts the specified version of LLVM for the given platform.
Args:
version (str): The version of LLVM to download.
is_aarch64 (bool): True if the target platform is aarch64, False otherwise.
extract_path (str): The directory path where the archive will be extracted.
Returns:
str: The path where the LLVM archive was extracted.
"""
ubuntu_version = "16.04"
if version >= "16.0.0":
ubuntu_version = "20.04"
elif version >= "13.0.0":
ubuntu_version = "18.04"
base_url = (f"https://github.com/llvm/llvm-project/releases/download/llvmorg-{version}")
file_name = f"clang+llvm-{version}-{'aarch64-linux-gnu' if is_aarch64 else f'x86_64-linux-gnu-ubuntu-{ubuntu_version}'}.tar.xz"
download_url = f"{base_url}/{file_name}"
# Download the file
print(f"Downloading {file_name} from {download_url}")
with urllib.request.urlopen(download_url) as response:
if response.status != 200:
raise Exception(f"Download failed with status code {response.status}")
file_content = response.read()
# Ensure the extract path exists
os.makedirs(extract_path, exist_ok=True)
# if the file already exists, remove it
if os.path.exists(os.path.join(extract_path, file_name)):
os.remove(os.path.join(extract_path, file_name))
# Extract the file
print(f"Extracting {file_name} to {extract_path}")
with tarfile.open(fileobj=BytesIO(file_content), mode="r:xz") as tar:
tar.extractall(path=extract_path)
print("Download and extraction completed successfully.")
return os.path.abspath(os.path.join(extract_path, file_name.replace(".tar.xz", "")))
package_data = {
"tilelang": ["py.typed"],
}
LLVM_VERSION = "10.0.1"
IS_AARCH64 = False # Set to True if on an aarch64 platform
EXTRACT_PATH = "3rdparty" # Default extraction path
def update_submodules():
"""Updates git submodules."""
try:
subprocess.check_call(["git", "submodule", "update", "--init", "--recursive"])
except subprocess.CalledProcessError as error:
raise RuntimeError("Failed to update submodules") from error
def build_csrc(llvm_config_path):
"""Configures and builds TVM."""
if not os.path.exists("build"):
os.makedirs("build")
os.chdir("build")
# Copy the config.cmake as a baseline
if not os.path.exists("config.cmake"):
shutil.copy("../3rdparty/tvm/cmake/config.cmake", "config.cmake")
# Set LLVM path and enable CUDA in config.cmake
with open("config.cmake", "a") as config_file:
config_file.write(f"set(USE_LLVM {llvm_config_path})\n")
config_file.write("set(USE_CUDA /usr/local/cuda)\n")
# Run CMake and make
try:
subprocess.check_call(["cmake", ".."])
num_jobs = multiprocessing.cpu_count()
subprocess.check_call(["make", f"-j{num_jobs}"])
except subprocess.CalledProcessError as error:
raise RuntimeError("Failed to build TileLang C Source") from error
def setup_llvm_for_tvm():
"""Downloads and extracts LLVM, then configures TVM to use it."""
# Assume the download_and_extract_llvm function and its dependencies are defined elsewhere in this script
extract_path = download_and_extract_llvm(LLVM_VERSION, IS_AARCH64, EXTRACT_PATH)
llvm_config_path = os.path.join(extract_path, "bin", "llvm-config")
return extract_path, llvm_config_path
class TileLangBuilPydCommand(build_py):
"""Customized setuptools install command - builds TVM after setting up LLVM."""
def run(self):
build_py.run(self)
self.run_command("build_ext")
build_ext_cmd = self.get_finalized_command("build_ext")
build_temp_dir = build_ext_cmd.build_temp
ext_modules = build_ext_cmd.extensions # 列出所有扩展模块
for ext in ext_modules:
extdir = build_ext_cmd.get_ext_fullpath(ext.name) # 获取扩展模块的完整路径
print(f"Extension {ext.name} output directory: {extdir}")
ext_output_dir = os.path.dirname(extdir)
print(f"Extension output directory (parent): {ext_output_dir}")
TILELANG_SRC = [
"src/tl_templates",
]
for item in TILELANG_SRC:
source_dir = os.path.join(ROOT_DIR, item)
target_dir = os.path.join(self.build_lib, PACKAGE_NAME, item)
if os.path.isdir(source_dir):
self.mkpath(target_dir)
distutils.dir_util.copy_tree(source_dir, target_dir)
else:
target_dir = os.path.dirname(target_dir)
if not os.path.exists(target_dir):
os.makedirs(target_dir)
shutil.copy2(source_dir, target_dir)
# Copy the built TVM to the package directory
TVM_PREBUILD_ITEMS = [
f"{ext_output_dir}/libtvm_runtime.so",
f"{ext_output_dir}/libtvm.so",
f"{ext_output_dir}/libtilelang.so",
f"{ext_output_dir}/libtilelang_module.so",
]
for item in TVM_PREBUILD_ITEMS:
source_lib_file = os.path.join(ROOT_DIR, item)
# only copy the file
file_name = os.path.basename(item)
target_dir = os.path.join(self.build_lib, PACKAGE_NAME, file_name)
target_dir = os.path.dirname(target_dir)
target_dir = os.path.join(target_dir, "lib")
if not os.path.exists(target_dir):
os.makedirs(target_dir)
if os.path.exists(source_lib_file):
shutil.copy2(source_lib_file, target_dir)
# remove the original file
os.remove(source_lib_file)
else:
print(f"INFO: {source_lib_file} does not exist.")
TVM_CONFIG_ITEMS = [
f"{build_temp_dir}/config.cmake",
]
for item in TVM_CONFIG_ITEMS:
source_dir = os.path.join(ROOT_DIR, item)
# only copy the file
file_name = os.path.basename(item)
target_dir = os.path.join(self.build_lib, PACKAGE_NAME, file_name)
target_dir = os.path.dirname(target_dir)
if not os.path.exists(target_dir):
os.makedirs(target_dir)
if os.path.exists(source_dir):
shutil.copy2(source_dir, target_dir)
else:
print(f"INFO: {source_dir} does not exist.")
TVM_PACAKGE_ITEMS = [
"3rdparty/tvm/src",
"3rdparty/tvm/python",
"3rdparty/tvm/licenses",
"3rdparty/tvm/conftest.py",
"3rdparty/tvm/CONTRIBUTORS.md",
"3rdparty/tvm/KEYS",
"3rdparty/tvm/LICENSE",
"3rdparty/tvm/README.md",
"3rdparty/tvm/mypy.ini",
"3rdparty/tvm/pyproject.toml",
"3rdparty/tvm/version.py",
]
for item in TVM_PACAKGE_ITEMS:
source_dir = os.path.join(ROOT_DIR, item)
target_dir = os.path.join(self.build_lib, PACKAGE_NAME, item)
if os.path.isdir(source_dir):
self.mkpath(target_dir)
distutils.dir_util.copy_tree(source_dir, target_dir)
else:
target_dir = os.path.dirname(target_dir)
if not os.path.exists(target_dir):
os.makedirs(target_dir)
shutil.copy2(source_dir, target_dir)
# Copy CUTLASS to the package directory
CUTLASS_PREBUILD_ITEMS = [
"3rdparty/cutlass",
]
for item in CUTLASS_PREBUILD_ITEMS:
source_dir = os.path.join(ROOT_DIR, item)
target_dir = os.path.join(self.build_lib, PACKAGE_NAME, item)
if os.path.isdir(source_dir):
self.mkpath(target_dir)
distutils.dir_util.copy_tree(source_dir, target_dir)
else:
target_dir = os.path.dirname(target_dir)
if not os.path.exists(target_dir):
os.makedirs(target_dir)
shutil.copy2(source_dir, target_dir)
# copy compoable kernel to the package directory
CK_PREBUILD_ITEMS = [
"3rdparty/composable_kernel",
]
for item in CK_PREBUILD_ITEMS:
source_dir = os.path.join(ROOT_DIR, item)
target_dir = os.path.join(self.build_lib, PACKAGE_NAME, item)
if os.path.isdir(source_dir):
self.mkpath(target_dir)
distutils.dir_util.copy_tree(source_dir, target_dir)
else:
target_dir = os.path.dirname(target_dir)
if not os.path.exists(target_dir):
os.makedirs(target_dir)
shutil.copy2(source_dir, target_dir)
# copy compoable kernel to the package directory
TL_CONFIG_ITEMS = ["CMakeLists.txt", "VERSION", "README.md", "LICENSE"]
for item in TL_CONFIG_ITEMS:
source_dir = os.path.join(ROOT_DIR, item)
target_dir = os.path.join(self.build_lib, PACKAGE_NAME, item)
if os.path.isdir(source_dir):
self.mkpath(target_dir)
distutils.dir_util.copy_tree(source_dir, target_dir)
else:
target_dir = os.path.dirname(target_dir)
if not os.path.exists(target_dir):
os.makedirs(target_dir)
shutil.copy2(source_dir, target_dir)
class TileLangSdistCommand(sdist):
"""Customized setuptools sdist command - includes the pyproject.toml file."""
def make_distribution(self):
self.distribution.metadata.name = PACKAGE_NAME
self.distribution.metadata.version = get_tilelang_version(
with_cuda=False, with_system_info=False)
super().make_distribution()
class CMakeExtension(Extension):
"""
A specialized setuptools Extension class for building a CMake project.
:param name: Name of the extension module.
:param sourcedir: Directory containing the top-level CMakeLists.txt.
"""
def __init__(self, name, sourcedir=""):
# We pass an empty 'sources' list because
# the actual build is handled by CMake, not setuptools.
super().__init__(name=name, sources=[])
# Convert the source directory to an absolute path
# so that CMake can correctly locate the CMakeLists.txt.
self.sourcedir = os.path.abspath(sourcedir)
class CMakeBuild(build_ext):
"""
Custom build_ext command for CMake-based projects.
This class overrides the 'run' method to ensure that CMake is available,
and then iterates over all extensions defined as CMakeExtension,
delegating the actual build logic to 'build_cmake'.
"""
def run(self):
# Check if CMake is installed and accessible by attempting to run 'cmake --version'.
try:
subprocess.check_output(["cmake", "--version"])
except OSError as e:
# If CMake is not found, raise an error.
raise RuntimeError("CMake must be installed to build the following extensions") from e
update_submodules()
# Build each extension (of type CMakeExtension) using our custom method.
for ext in self.extensions:
self.build_cmake(ext)
def build_cmake(self, ext):
"""
Build a single CMake-based extension.
:param ext: The extension (an instance of CMakeExtension).
"""
# Setup LLVM for TVM and retrieve the path to llvm-config.
# We assume the function returns (_, llvm_config_path).
_, llvm_config_path = setup_llvm_for_tvm()
# Determine the directory where the final .so or .pyd library should go.
extdir = os.path.abspath(os.path.dirname(self.get_ext_fullpath(ext.name)))
# Prepare arguments for the CMake configuration step.
# -DCMAKE_LIBRARY_OUTPUT_DIRECTORY sets where built libraries go
# -DPYTHON_EXECUTABLE ensures that the correct Python is used
cmake_args = [
f"-DCMAKE_LIBRARY_OUTPUT_DIRECTORY={extdir}",
f"-DPYTHON_EXECUTABLE={sys.executable}",
]
# Create the temporary build directory (if it doesn't exist).
build_temp = os.path.abspath(self.build_temp)
os.makedirs(build_temp, exist_ok=True)
# Copy the default 'config.cmake' from the source tree into our build directory.
src_config_cmake = os.path.join(ext.sourcedir, "3rdparty", "tvm", "cmake", "config.cmake")
dst_config_cmake = os.path.join(build_temp, "config.cmake")
shutil.copy(src_config_cmake, dst_config_cmake)
# Append some configuration variables to 'config.cmake'.
# Here, we set USE_LLVM and USE_CUDA, for example.
with open(dst_config_cmake, "a") as config_file:
config_file.write(f"set(USE_LLVM {llvm_config_path})\n")
config_file.write("set(USE_CUDA /usr/local/cuda)\n")
# Run CMake to configure the project with the given arguments.
subprocess.check_call(["cmake", ext.sourcedir] + cmake_args, cwd=build_temp)
# Build the project in "Release" mode with all available CPU cores ("-j").
subprocess.check_call(["cmake", "--build", ".", "--config", "Release", "-j"],
cwd=build_temp)
setup(
name=PACKAGE_NAME,
version=(get_tilelang_version(with_cuda=False, with_system_info=False)
if PYPI_BUILD else get_tilelang_version()),
packages=find_packages(where="."),
package_dir={"": "."},
author="Microsoft Research",
description="A tile level programming language to generate high performance code.",
long_description=read_readme(),
long_description_content_type="text/markdown",
platforms=[
"Environment :: GPU :: NVIDIA CUDA",
"Operating System :: POSIX :: Linux",
],
license="MIT",
keywords="BLAS, CUDA, HIP, Code Generation, TVM",
url="https://github.com/tile-ai/tilelang",
classifiers=[
"Programming Language :: Python :: 3.8",
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Intended Audience :: Developers",
"Intended Audience :: Science/Research",
],
python_requires=">=3.8",
install_requires=get_requirements(),
package_data=package_data,
include_package_data=False,
ext_modules=[CMakeExtension("TileLangCXX", sourcedir=".")],
cmdclass={
"build_py": TileLangBuilPydCommand,
"sdist": TileLangSdistCommand,
"build_ext": CMakeBuild,
},
)