Files
ROCm/python/setup.py
Jack Taylor 47563240f8 PyTorch triton branch synchronisation (#354)
* Restructure ROCM Library Search
Currently there are a handful of ROCM dependant files which are required for
triton to run.  The linker(ld.lld), the include files, and multiple hip/hsa
shared objects.

This change will provide three search areas to find these files.  All in
the same order.

1. third_party/rocm.  This location is within the python/triton directory
   and is carried over when triton is built.  IF all necessary files
   are in this location there will be no need to have ROCM installed at
   all on the system.

2. $ROCM_PATH environmental variable.  If this exists it will override
   all other locations to find ROCM necessary files

3. /opt/rocm.  The default location for ROCm installations.  Finding one
   here will notify triton that ROCM is installed in this environment

To ease with step 3.  A new script scripts/amd/setup_rocm_libs.sh
has been added to the repo.  Executing this script will cause all necessary
ROCM files to be downloaded from their respective packages on repo.radeon.com
and installed in third_party/rocm.  Allowing for triton to run without installing
the full ROCM stack.  setup_rocm_libs.sh takes a env_var ROCM_VERSION if a user
wishes to install a ROCM version other than the default (currently 5.4.2)

When triton whls are built to support Pytorch, method 3 will be used to stay in
sync with PyTorch's approach of bringing along any libraries needed and not
requiring ROCM to be installed.

(cherry picked from commit e6aea90fb3e8218cb562e5d990719112d8282702)

* Fix default rocm path

Running into `fatal error: hip/hip_runtime.h: No such file or directory` with latest wheel due to incorrect directory for ROCm libs

(cherry picked from commit 292bae625b113eb65c66cfe4442da7a6456c988a)

* setup_rocm_libs.sh manylinux refactor

(cherry picked from commit f995f314ada4606cb78dc6233cd9c8effc356191)

* Set setup_rocm_libs.sh to be executable

(cherry picked from commit 05d67b9418cacda0d356c2102d7c1a887948b013)

* Revert to using numbered so files to fix upstream

(cherry picked from commit 34f8189eae57a23cc15b4b4f032fe25757e0db8e)

* Remove drm script

---------

Co-authored-by: Jeff Daily <jeff.daily@amd.com>
2023-10-11 15:30:39 +01:00

346 lines
12 KiB
Python

import os
import platform
import re
import shutil
import subprocess
import sys
import sysconfig
import tarfile
import tempfile
import urllib.request
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 = "pybind11-2.10.0"
url = "https://github.com/pybind/pybind11/archive/refs/tags/v2.10.0.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_ptxas():
base_dir = os.path.dirname(__file__)
src_path = "bin/ptxas"
version = "12.1.105"
arch = platform.machine()
if arch == "x86_64":
arch = "64"
url = f"https://conda.anaconda.org/nvidia/label/cuda-12.1.1/linux-{arch}/cuda-nvcc-{version}-0.tar.bz2"
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 ----
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 = os.path.abspath(
os.path.join(
os.path.dirname(__file__),
os.pardir))
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 get_cmake_dir(self):
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(self.base_dir) / "python" / "build" / dir_name
cmake_dir.mkdir(parents=True, exist_ok=True)
return cmake_dir
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 = self.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)
download_and_copy_ptxas()
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/interpreter",
"triton/language",
"triton/language/extra",
"triton/ops",
"triton/ops/blocksparse",
"triton/runtime",
"triton/runtime/backends",
"triton/third_party",
"triton/tools",
],
long_description_content_type="text/markdown",
install_requires=[
"filelock"
],
include_package_data=True,
ext_modules=[CMakeExtension("triton", "triton/_C/")],
cmdclass={"build_ext": CMakeBuild, "build_py": CMakeBuildPy},
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",
],
},
)