mirror of
https://github.com/ROCm/ROCm.git
synced 2026-02-21 03:00:39 -05:00
e686b4d6d4
This is a new interpreter mode that shares semantic analysis with the JIT'ed codepath and that the Triton core team is committed to maintain
352 lines
13 KiB
Python
352 lines
13 KiB
Python
import os
|
|
import platform
|
|
import re
|
|
import shutil
|
|
import subprocess
|
|
import sys
|
|
import sysconfig
|
|
import tarfile
|
|
import tempfile
|
|
import urllib.request
|
|
from distutils.command.clean import clean
|
|
from pathlib import Path
|
|
from typing import NamedTuple
|
|
|
|
from setuptools import Extension, setup
|
|
from setuptools.command.build_ext import build_ext
|
|
from setuptools.command.build_py import build_py
|
|
|
|
|
|
# Taken from https://github.com/pytorch/pytorch/blob/master/tools/setup_helpers/env.py
|
|
def check_env_flag(name: str, default: str = "") -> bool:
|
|
return os.getenv(name, default).upper() in ["ON", "1", "YES", "TRUE", "Y"]
|
|
|
|
|
|
def get_build_type():
|
|
if check_env_flag("DEBUG"):
|
|
return "Debug"
|
|
elif check_env_flag("REL_WITH_DEB_INFO"):
|
|
return "RelWithDebInfo"
|
|
elif check_env_flag("TRITON_REL_BUILD_WITH_ASSERTS"):
|
|
return "TritonRelBuildWithAsserts"
|
|
else:
|
|
# TODO: change to release when stable enough
|
|
return "TritonRelBuildWithAsserts"
|
|
|
|
|
|
def get_codegen_backends():
|
|
backends = []
|
|
env_prefix = "TRITON_CODEGEN_"
|
|
for name, _ in os.environ.items():
|
|
if name.startswith(env_prefix) and check_env_flag(name):
|
|
assert name.count(env_prefix) <= 1
|
|
backends.append(name.replace(env_prefix, '').lower())
|
|
return backends
|
|
|
|
|
|
# --- third party packages -----
|
|
|
|
|
|
class Package(NamedTuple):
|
|
package: str
|
|
name: str
|
|
url: str
|
|
include_flag: str
|
|
lib_flag: str
|
|
syspath_var_name: str
|
|
|
|
# pybind11
|
|
|
|
|
|
def get_pybind11_package_info():
|
|
name = "pybind11-2.11.1"
|
|
url = "https://github.com/pybind/pybind11/archive/refs/tags/v2.11.1.tar.gz"
|
|
return Package("pybind11", name, url, "PYBIND11_INCLUDE_DIR", "", "PYBIND11_SYSPATH")
|
|
|
|
# llvm
|
|
|
|
|
|
def get_llvm_package_info():
|
|
# added statement for Apple Silicon
|
|
system = platform.system()
|
|
arch = platform.machine()
|
|
if arch == 'aarch64':
|
|
arch = 'arm64'
|
|
if system == "Darwin":
|
|
system_suffix = "apple-darwin"
|
|
arch = platform.machine()
|
|
elif system == "Linux":
|
|
vglibc = tuple(map(int, platform.libc_ver()[1].split('.')))
|
|
vglibc = vglibc[0] * 100 + vglibc[1]
|
|
linux_suffix = 'ubuntu-18.04' if vglibc > 217 else 'centos-7'
|
|
system_suffix = f"linux-gnu-{linux_suffix}"
|
|
else:
|
|
return Package("llvm", "LLVM-C.lib", "", "LLVM_INCLUDE_DIRS", "LLVM_LIBRARY_DIR", "LLVM_SYSPATH")
|
|
use_assert_enabled_llvm = check_env_flag("TRITON_USE_ASSERT_ENABLED_LLVM", "False")
|
|
release_suffix = "assert" if use_assert_enabled_llvm else "release"
|
|
name = f'llvm+mlir-17.0.0-{arch}-{system_suffix}-{release_suffix}'
|
|
version = "llvm-17.0.0-c5dede880d17"
|
|
url = f"https://github.com/ptillet/triton-llvm-releases/releases/download/{version}/{name}.tar.xz"
|
|
# FIXME: remove the following once github.com/ptillet/triton-llvm-releases has arm64 llvm releases
|
|
if arch == 'arm64' and 'linux' in system_suffix:
|
|
url = f"https://github.com/acollins3/triton-llvm-releases/releases/download/{version}/{name}.tar.xz"
|
|
return Package("llvm", name, url, "LLVM_INCLUDE_DIRS", "LLVM_LIBRARY_DIR", "LLVM_SYSPATH")
|
|
|
|
|
|
def get_thirdparty_packages(triton_cache_path):
|
|
packages = [get_pybind11_package_info(), get_llvm_package_info()]
|
|
thirdparty_cmake_args = []
|
|
for p in packages:
|
|
package_root_dir = os.path.join(triton_cache_path, p.package)
|
|
package_dir = os.path.join(package_root_dir, p.name)
|
|
if p.syspath_var_name in os.environ:
|
|
package_dir = os.environ[p.syspath_var_name]
|
|
version_file_path = os.path.join(package_dir, "version.txt")
|
|
if p.syspath_var_name not in os.environ and\
|
|
(not os.path.exists(version_file_path) or Path(version_file_path).read_text() != p.url):
|
|
try:
|
|
shutil.rmtree(package_root_dir)
|
|
except Exception:
|
|
pass
|
|
os.makedirs(package_root_dir, exist_ok=True)
|
|
print(f'downloading and extracting {p.url} ...')
|
|
ftpstream = urllib.request.urlopen(p.url)
|
|
file = tarfile.open(fileobj=ftpstream, mode="r|*")
|
|
file.extractall(path=package_root_dir)
|
|
# write version url to package_dir
|
|
with open(os.path.join(package_dir, "version.txt"), "w") as f:
|
|
f.write(p.url)
|
|
if p.include_flag:
|
|
thirdparty_cmake_args.append(f"-D{p.include_flag}={package_dir}/include")
|
|
if p.lib_flag:
|
|
thirdparty_cmake_args.append(f"-D{p.lib_flag}={package_dir}/lib")
|
|
return thirdparty_cmake_args
|
|
|
|
# ---- package data ---
|
|
|
|
|
|
def download_and_copy(src_path, version, url_func):
|
|
base_dir = os.path.dirname(__file__)
|
|
arch = platform.machine()
|
|
if arch == "x86_64":
|
|
arch = "64"
|
|
url = url_func(arch, version)
|
|
dst_prefix = os.path.join(base_dir, "triton")
|
|
dst_suffix = os.path.join("third_party", "cuda", src_path)
|
|
dst_path = os.path.join(dst_prefix, dst_suffix)
|
|
is_linux = platform.system() == "Linux"
|
|
download = False
|
|
if is_linux:
|
|
download = True
|
|
if os.path.exists(dst_path):
|
|
curr_version = subprocess.check_output([dst_path, "--version"]).decode("utf-8").strip()
|
|
curr_version = re.search(r"V([.|\d]+)", curr_version).group(1)
|
|
download = curr_version != version
|
|
if download:
|
|
print(f'downloading and extracting {url} ...')
|
|
ftpstream = urllib.request.urlopen(url)
|
|
file = tarfile.open(fileobj=ftpstream, mode="r|*")
|
|
with tempfile.TemporaryDirectory() as temp_dir:
|
|
file.extractall(path=temp_dir)
|
|
src_path = os.path.join(temp_dir, src_path)
|
|
os.makedirs(os.path.split(dst_path)[0], exist_ok=True)
|
|
shutil.copy(src_path, dst_path)
|
|
return dst_suffix
|
|
|
|
# ---- cmake extension ----
|
|
|
|
|
|
def get_base_dir():
|
|
return os.path.abspath(os.path.join(os.path.dirname(__file__), os.pardir))
|
|
|
|
|
|
def get_cmake_dir():
|
|
plat_name = sysconfig.get_platform()
|
|
python_version = sysconfig.get_python_version()
|
|
dir_name = f"cmake.{plat_name}-{sys.implementation.name}-{python_version}"
|
|
cmake_dir = Path(get_base_dir()) / "python" / "build" / dir_name
|
|
cmake_dir.mkdir(parents=True, exist_ok=True)
|
|
return cmake_dir
|
|
|
|
|
|
class CMakeClean(clean):
|
|
def initialize_options(self):
|
|
clean.initialize_options(self)
|
|
self.build_temp = get_cmake_dir()
|
|
|
|
|
|
class CMakeBuildPy(build_py):
|
|
def run(self) -> None:
|
|
self.run_command('build_ext')
|
|
return super().run()
|
|
|
|
|
|
class CMakeExtension(Extension):
|
|
def __init__(self, name, path, sourcedir=""):
|
|
Extension.__init__(self, name, sources=[])
|
|
self.sourcedir = os.path.abspath(sourcedir)
|
|
self.path = path
|
|
|
|
|
|
class CMakeBuild(build_ext):
|
|
|
|
user_options = build_ext.user_options + \
|
|
[('base-dir=', None, 'base directory of Triton')]
|
|
|
|
def initialize_options(self):
|
|
build_ext.initialize_options(self)
|
|
self.base_dir = get_base_dir()
|
|
|
|
def finalize_options(self):
|
|
build_ext.finalize_options(self)
|
|
|
|
def run(self):
|
|
try:
|
|
out = subprocess.check_output(["cmake", "--version"])
|
|
except OSError:
|
|
raise RuntimeError("CMake must be installed to build the following extensions: " + ", ".join(e.name for e in self.extensions))
|
|
|
|
match = re.search(r"version\s*(?P<major>\d+)\.(?P<minor>\d+)([\d.]+)?", out.decode())
|
|
cmake_major, cmake_minor = int(match.group("major")), int(match.group("minor"))
|
|
if (cmake_major, cmake_minor) < (3, 18):
|
|
raise RuntimeError("CMake >= 3.18.0 is required")
|
|
|
|
for ext in self.extensions:
|
|
self.build_extension(ext)
|
|
|
|
def build_extension(self, ext):
|
|
lit_dir = shutil.which('lit')
|
|
ninja_dir = shutil.which('ninja')
|
|
user_home = os.getenv("HOME") or os.getenv("USERPROFILE") or \
|
|
os.getenv("HOMEPATH") or None
|
|
if not user_home:
|
|
raise RuntimeError("Could not find user home directory")
|
|
triton_cache_path = os.path.join(user_home, ".triton")
|
|
# lit is used by the test suite
|
|
thirdparty_cmake_args = get_thirdparty_packages(triton_cache_path)
|
|
extdir = os.path.abspath(os.path.dirname(self.get_ext_fullpath(ext.path)))
|
|
# create build directories
|
|
if not os.path.exists(self.build_temp):
|
|
os.makedirs(self.build_temp)
|
|
# python directories
|
|
python_include_dir = sysconfig.get_path("platinclude")
|
|
cmake_args = [
|
|
"-G", "Ninja", # Ninja is much faster than make
|
|
"-DCMAKE_MAKE_PROGRAM=" + ninja_dir, # Pass explicit path to ninja otherwise cmake may cache a temporary path
|
|
"-DCMAKE_EXPORT_COMPILE_COMMANDS=ON",
|
|
"-DLLVM_ENABLE_WERROR=ON",
|
|
"-DCMAKE_LIBRARY_OUTPUT_DIRECTORY=" + extdir,
|
|
"-DTRITON_BUILD_TUTORIALS=OFF",
|
|
"-DTRITON_BUILD_PYTHON_MODULE=ON",
|
|
"-DPython3_EXECUTABLE:FILEPATH=" + sys.executable,
|
|
"-DCMAKE_VERBOSE_MAKEFILE:BOOL=ON",
|
|
"-DPYTHON_INCLUDE_DIRS=" + python_include_dir,
|
|
]
|
|
if lit_dir is not None:
|
|
cmake_args.append("-DLLVM_EXTERNAL_LIT=" + lit_dir)
|
|
cmake_args.extend(thirdparty_cmake_args)
|
|
|
|
# configuration
|
|
cfg = get_build_type()
|
|
build_args = ["--config", cfg]
|
|
|
|
codegen_backends = get_codegen_backends()
|
|
if len(codegen_backends) > 0:
|
|
all_codegen_backends = ';'.join(codegen_backends)
|
|
cmake_args += ["-DTRITON_CODEGEN_BACKENDS=" + all_codegen_backends]
|
|
|
|
if platform.system() == "Windows":
|
|
cmake_args += [f"-DCMAKE_RUNTIME_OUTPUT_DIRECTORY_{cfg.upper()}={extdir}"]
|
|
if sys.maxsize > 2**32:
|
|
cmake_args += ["-A", "x64"]
|
|
build_args += ["--", "/m"]
|
|
else:
|
|
cmake_args += ["-DCMAKE_BUILD_TYPE=" + cfg]
|
|
max_jobs = os.getenv("MAX_JOBS", str(2 * os.cpu_count()))
|
|
build_args += ['-j' + max_jobs]
|
|
|
|
if check_env_flag("TRITON_BUILD_WITH_CLANG_LLD"):
|
|
cmake_args += ["-DCMAKE_C_COMPILER=clang",
|
|
"-DCMAKE_CXX_COMPILER=clang++",
|
|
"-DCMAKE_LINKER=lld",
|
|
"-DCMAKE_EXE_LINKER_FLAGS=-fuse-ld=lld",
|
|
"-DCMAKE_MODULE_LINKER_FLAGS=-fuse-ld=lld",
|
|
"-DCMAKE_SHARED_LINKER_FLAGS=-fuse-ld=lld"]
|
|
|
|
env = os.environ.copy()
|
|
cmake_dir = get_cmake_dir()
|
|
subprocess.check_call(["cmake", self.base_dir] + cmake_args, cwd=cmake_dir, env=env)
|
|
subprocess.check_call(["cmake", "--build", "."] + build_args, cwd=cmake_dir)
|
|
subprocess.check_call(["cmake", "--build", ".", "--target", "mlir-doc"], cwd=cmake_dir)
|
|
|
|
|
|
download_and_copy(src_path='bin/ptxas', version='12.1.105', url_func=lambda arch, version: f"https://conda.anaconda.org/nvidia/label/cuda-12.1.1/linux-{arch}/cuda-nvcc-{version}-0.tar.bz2")
|
|
download_and_copy(src_path='bin/cuobjdump', version='12.1.111', url_func=lambda arch, version: f"https://conda.anaconda.org/nvidia/label/cuda-12.1.1/linux-{arch}/cuda-cuobjdump-{version}-0.tar.bz2")
|
|
download_and_copy(src_path='bin/nvdisasm', version='12.1.105', url_func=lambda arch, version: f"https://conda.anaconda.org/nvidia/label/cuda-12.1.1/linux-{arch}/cuda-nvdisasm-{version}-0.tar.bz2")
|
|
|
|
setup(
|
|
name="triton",
|
|
version="2.1.0",
|
|
author="Philippe Tillet",
|
|
author_email="phil@openai.com",
|
|
description="A language and compiler for custom Deep Learning operations",
|
|
long_description="",
|
|
packages=[
|
|
"triton",
|
|
"triton/_C",
|
|
"triton/common",
|
|
"triton/compiler",
|
|
"triton/language",
|
|
"triton/language/extra",
|
|
"triton/ops",
|
|
"triton/ops/blocksparse",
|
|
"triton/runtime",
|
|
"triton/runtime/backends",
|
|
"triton/third_party",
|
|
"triton/tools",
|
|
],
|
|
install_requires=[
|
|
"filelock"
|
|
],
|
|
include_package_data=True,
|
|
ext_modules=[CMakeExtension("triton", "triton/_C/")],
|
|
cmdclass={"build_ext": CMakeBuild, "build_py": CMakeBuildPy, "clean": CMakeClean},
|
|
zip_safe=False,
|
|
# for PyPI
|
|
keywords=["Compiler", "Deep Learning"],
|
|
url="https://github.com/openai/triton/",
|
|
classifiers=[
|
|
"Development Status :: 4 - Beta",
|
|
"Intended Audience :: Developers",
|
|
"Topic :: Software Development :: Build Tools",
|
|
"License :: OSI Approved :: MIT License",
|
|
"Programming Language :: Python :: 3.7",
|
|
"Programming Language :: Python :: 3.8",
|
|
"Programming Language :: Python :: 3.9",
|
|
"Programming Language :: Python :: 3.10",
|
|
"Programming Language :: Python :: 3.11",
|
|
],
|
|
test_suite="tests",
|
|
extras_require={
|
|
"build": [
|
|
"cmake>=3.20",
|
|
"lit",
|
|
],
|
|
"tests": [
|
|
"autopep8",
|
|
"flake8",
|
|
"isort",
|
|
"numpy",
|
|
"pytest",
|
|
"scipy>=1.7.1",
|
|
"torch",
|
|
],
|
|
"tutorials": [
|
|
"matplotlib",
|
|
"pandas",
|
|
"tabulate",
|
|
"torch",
|
|
],
|
|
},
|
|
)
|