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Runtime v11: lookahead decode, ABC head crop, resident compiled VAE, KV handoff, INT8/W4A4 output heads; SM89 validated, SM120 built
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import logging
import os
from shutil import which, move
import subprocess
import sys
from pathlib import Path
from setuptools import Extension, find_packages, setup
from setuptools.command.build import build
from setuptools.command.build_ext import build_ext
logger = logging.getLogger(__name__)
def get_backend() -> str:
"""Detect the backend by inspecting torch."""
import torch
if torch.version.cuda is not None:
return "cuda"
elif torch.version.hip is not None:
return "rocm"
elif torch.backends.mps.is_available():
return "metal"
elif hasattr(torch.version, "xpu") and torch.version.xpu is not None:
return "xpu"
else:
return "cpu"
def is_sccache_available() -> bool:
return which("sccache") is not None
def is_ccache_available() -> bool:
return which("ccache") is not None
def is_ninja_available() -> bool:
return which("ninja") is not None
def _make_cmake_args(cfg: str) -> tuple[list[str], list[str]]:
"""Build CMake and build arguments from the current environment."""
cmake_generator = os.environ.get("CMAKE_GENERATOR", "")
cmake_args = [
f"-DPython3_EXECUTABLE={sys.executable}",
f"-DCMAKE_BUILD_TYPE={cfg}", # not used on MSVC, but no harm
]
build_args: list[str] = []
if "CMAKE_ARGS" in os.environ:
cmake_args += [item for item in os.environ["CMAKE_ARGS"].split(" ") if item]
if not cmake_generator or cmake_generator == "Ninja":
try:
import ninja
ninja_executable_path = Path(ninja.BIN_DIR) / "ninja"
cmake_args += [
"-GNinja",
f"-DCMAKE_MAKE_PROGRAM:FILEPATH={ninja_executable_path}",
]
except ImportError:
pass
if is_sccache_available():
cmake_args += [
"-DCMAKE_C_COMPILER_LAUNCHER=sccache",
"-DCMAKE_CXX_COMPILER_LAUNCHER=sccache",
"-DCMAKE_CUDA_COMPILER_LAUNCHER=sccache",
"-DCMAKE_HIP_COMPILER_LAUNCHER=sccache",
"-DCMAKE_OBJC_COMPILER_LAUNCHER=sccache",
"-DCMAKE_OBJCXX_COMPILER_LAUNCHER=sccache",
]
elif is_ccache_available():
cmake_args += [
"-DCMAKE_C_COMPILER_LAUNCHER=ccache",
"-DCMAKE_CXX_COMPILER_LAUNCHER=ccache",
"-DCMAKE_CUDA_COMPILER_LAUNCHER=ccache",
"-DCMAKE_HIP_COMPILER_LAUNCHER=ccache",
"-DCMAKE_OBJC_COMPILER_LAUNCHER=ccache",
"-DCMAKE_OBJCXX_COMPILER_LAUNCHER=ccache",
]
num_jobs = os.getenv("MAX_JOBS", None)
if num_jobs is not None:
num_jobs = int(num_jobs)
logger.info("Using MAX_JOBS=%d as the number of jobs.", num_jobs)
else:
try:
# os.sched_getaffinity() isn't universally available, so fall
# back to os.cpu_count() if we get an error here.
num_jobs = len(os.sched_getaffinity(0))
except AttributeError:
num_jobs = os.cpu_count()
nvcc_threads = os.getenv("NVCC_THREADS", None)
if nvcc_threads is not None:
nvcc_threads = int(nvcc_threads)
logger.info(
"Using NVCC_THREADS=%d as the number of nvcc threads.", nvcc_threads
)
num_jobs = max(1, num_jobs // nvcc_threads)
cmake_args += ["-DNVCC_THREADS={}".format(nvcc_threads)]
build_args += [f"-j{num_jobs}"]
if sys.platform == "win32":
build_args += ["--config", cfg]
return cmake_args, build_args
class CMakeExtension(Extension):
def __init__(self, name: str, sourcedir: str = "") -> None:
super().__init__(name, sources=[], py_limited_api=True)
self.sourcedir = os.fspath(Path(sourcedir).resolve())
class CMakeBuild(build_ext):
def build_extension(self, ext: CMakeExtension) -> None:
ext_fullpath = Path.cwd() / self.get_ext_fullpath(ext.name)
extdir = ext_fullpath.parent.resolve()
debug = int(os.environ.get("DEBUG", 0)) if self.debug is None else self.debug
cfg = "Debug" if debug else "Release"
cmake_args, build_args = _make_cmake_args(cfg)
cmake_args = [f"-DCMAKE_LIBRARY_OUTPUT_DIRECTORY={extdir}{os.sep}"] + cmake_args
build_temp = Path(self.build_temp) / ext.name
if not build_temp.exists():
build_temp.mkdir(parents=True)
subprocess.run(
["cmake", "-S", ext.sourcedir, "-B", str(build_temp), *cmake_args],
cwd=build_temp,
check=True,
)
subprocess.run(
["cmake", "--build", str(build_temp), *build_args], cwd=build_temp, check=True
)
if sys.platform == "win32":
# Move the dylib one folder up for discovery.
for filename in os.listdir(extdir / cfg):
move(extdir / cfg / filename, extdir / filename)
class BuildKernel(build):
"""Custom command to build and locally install the kernel."""
description = "Build the kernel and install via the local_install CMake target"
user_options = []
def initialize_options(self) -> None:
super().initialize_options()
def finalize_options(self) -> None:
super().finalize_options()
def run(self) -> None:
project_root = Path(__file__).parent
debug = int(os.environ.get("DEBUG", 0))
cfg = "Debug" if debug else "Release"
cmake_args, build_args = _make_cmake_args(cfg)
build_temp = project_root / "_cmake_build"
build_temp.mkdir(parents=True, exist_ok=True)
subprocess.run(
["cmake", "-S", str(project_root), "-B", str(build_temp), *cmake_args],
cwd=project_root,
check=True,
)
subprocess.run(
["cmake", "--build", str(build_temp), "--target", "local_install", *build_args],
cwd=project_root,
check=True,
)
backend = get_backend()
ops_name = f"_int8_ordered_attention_{backend}_76c1540"
setup(
name="int8_ordered_attention",
# The version is just a stub, it's not used by the final build artefact.
version="0.1.0",
ext_modules=[CMakeExtension(f"int8_ordered_attention.{ops_name}")],
cmdclass={"build_ext": CMakeBuild, "build_kernel": BuildKernel},
packages=find_packages(where="torch-ext", include=["int8_ordered_attention*"]),
package_dir={"": "torch-ext"},
zip_safe=False,
install_requires=["torch"],
python_requires=">=3.9",
)