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289 lines (245 loc) · 9.98 KB
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# SPDX-License-Identifier: MIT
# Copyright (C) 2024-2026, Advanced Micro Devices, Inc. All rights reserved.
# Copyright (c) 2026 Hygon Information Technology Co., Ltd.
import os
import shutil
import sys
from setuptools import Distribution, setup
# !!!!!!!!!!!!!!!! never import aiter
# from aiter.jit import core
this_dir = os.path.dirname(os.path.abspath(__file__))
sys.path.insert(0, f"{this_dir}/aiter/")
from concurrent.futures import ThreadPoolExecutor
import time
from jit import core
from jit.prebuild_schedule import sort_heavy_first
from jit.utils.cpp_extension import IS_HIP_EXTENSION, BuildExtension
ck_dir = os.environ.get("CK_DIR", f"{this_dir}/3rdparty/composable_kernel")
PACKAGE_NAME = "aiter"
BUILD_TARGET = os.environ.get("BUILD_TARGET", "auto")
if BUILD_TARGET == "auto":
if IS_HIP_EXTENSION:
IS_ROCM = True
else:
IS_ROCM = False
else:
if BUILD_TARGET == "cuda":
IS_ROCM = False
elif BUILD_TARGET == "rocm":
IS_ROCM = True
FORCE_CXX11_ABI = False
PREBUILD_KERNELS = int(os.environ.get("PREBUILD_KERNELS", 0))
PREBUILD_LOG_PROGRESS = int(os.environ.get("AITER_PREBUILD_LOG_PROGRESS", 1))
PREBUILD_VERBOSE = int(os.environ.get("AITER_PREBUILD_VERBOSE", 0))
def refresh_aiter_meta():
"""Recreate generated package sources from the current checkout."""
if os.path.exists("aiter_meta") and os.path.isdir("aiter_meta"):
shutil.rmtree("aiter_meta")
shutil.copytree("3rdparty", "aiter_meta/3rdparty")
shutil.copytree("hsa", "aiter_meta/hsa")
shutil.copytree("csrc", "aiter_meta/csrc")
shutil.copytree("aiter/configs", "aiter_meta/aiter/configs")
shutil.copytree("gradlib", "aiter_meta/gradlib")
def getMaxJobs():
# calculate the maximum allowed NUM_JOBS based on cores
max_num_jobs_cores = max(1, os.cpu_count() * 0.8)
import psutil
# calculate the maximum allowed NUM_JOBS based on free memory
free_memory_gb = psutil.virtual_memory().available / (1024**3) # free memory in GB
max_num_jobs_memory = int(free_memory_gb / 0.5) # assuming 0.5 GB per job
# pick lower value of jobs based on cores vs memory metric to minimize oom and swap usage during compilation
max_jobs = int(max(1, min(max_num_jobs_cores, max_num_jobs_memory)))
return max_jobs
def is_develop_mode():
# pip 的普通元数据阶段也需要继承主脚本选择的开发模式。
if os.environ.get("AITER_BUILD_MODE") == "develop":
return True
for arg in sys.argv:
if arg == "develop":
return True
# pip install -e
elif "editable" in arg:
return True
else:
return False
IS_DEVELOP_MODE = is_develop_mode()
if IS_DEVELOP_MODE:
with open("./aiter/install_mode", "w") as f:
f.write("develop")
else:
with open("./aiter/install_mode", "w") as f:
f.write("install")
if IS_ROCM:
assert os.path.exists(
ck_dir
), 'CK is needed by aiter, please make sure clone by "git clone --recursive https://gerrit.roc.cn:443/ROCm/composable_kernel" or "git submodule sync ; git submodule update --init --recursive"'
if PREBUILD_KERNELS == 1:
# Never compile a stale source snapshot left by an earlier build.
refresh_aiter_meta()
exclude_ops = [
"libmha_fwd",
"libmha_bwd",
"module_fmha_v3_fwd",
"module_mha_fwd",
"module_mha_varlen_fwd",
"module_mha_batch_prefill",
"module_fmha_v3_bwd",
"module_fmha_v3_varlen_bwd",
"module_fmha_v3_varlen_fwd",
"module_mha_bwd",
"module_mha_varlen_bwd",
]
all_opts_args_build, prebuild_link_param = core.get_args_of_build(
"all", exclude=exclude_ops
)
# os.system(f"rm -rf {core.get_user_jit_dir()}/build")
# os.system(f"rm -rf {core.get_user_jit_dir()}/*.so")
prebuild_dir = f"{core.get_user_jit_dir()}/build/aiter_/build"
if not os.path.exists(prebuild_dir):
os.makedirs(prebuild_dir + "/srcs")
def build_one_module(one_opt_args):
md_name = one_opt_args["md_name"]
if one_opt_args.get("skip_if", False):
if PREBUILD_LOG_PROGRESS:
print(
f"[aiter-prebuild] SKIP module={md_name} (skip_if condition met)",
flush=True,
)
return
# Incremental build: skip if the .so already exists
so_path = os.path.join(core.get_user_jit_dir(), f"{md_name}.so")
if os.path.exists(so_path) and not os.environ.get("AITER_REBUILD"):
if PREBUILD_LOG_PROGRESS:
print(
f"[aiter-prebuild] SKIP module={md_name} (.so already exists)",
flush=True,
)
return
start_ts = time.perf_counter()
if PREBUILD_LOG_PROGRESS:
print(
f"[aiter-prebuild] START module={md_name}",
flush=True,
)
one_opt_args = dict(one_opt_args)
if PREBUILD_VERBOSE:
one_opt_args["verbose"] = True
core.build_module(
md_name=md_name,
srcs=one_opt_args["srcs"],
flags_extra_cc=one_opt_args["flags_extra_cc"],
flags_extra_hip=one_opt_args["flags_extra_hip"],
blob_gen_cmd=one_opt_args["blob_gen_cmd"],
extra_include=one_opt_args["extra_include"],
extra_ldflags=one_opt_args["extra_ldflags"],
verbose=one_opt_args["verbose"],
is_python_module=True,
is_standalone=False,
torch_exclude=False,
hipify=one_opt_args["hipify"],
)
if PREBUILD_LOG_PROGRESS:
print(
f"[aiter-prebuild] DONE module={md_name} cost={time.perf_counter()-start_ts:.1f}s",
flush=True,
)
# step 1, build *.cu -> module*.so
prebuild_threads = os.environ.get("AITER_PREBUILD_THREADS", "5")
if not prebuild_threads.isdigit() or int(prebuild_threads) < 1:
raise ValueError("AITER_PREBUILD_THREADS must be a positive integer")
prebuid_thread_num = int(prebuild_threads)
# Respect MAX_JOBS environment variable, fallback to auto-calculation
max_jobs = os.environ.get("MAX_JOBS")
if max_jobs is not None and max_jobs.isdigit() and int(max_jobs) > 0:
prebuid_thread_num = min(prebuid_thread_num, int(max_jobs))
else:
prebuid_thread_num = min(prebuid_thread_num, getMaxJobs())
os.environ["PREBUILD_THREAD_NUM"] = str(prebuid_thread_num)
# Compile CK/MoE-heavy modules first so they are not delayed by light modules.
heavy_first = os.environ.get("AITER_PREBUILD_HEAVY_FIRST", "1").strip().lower() in (
"1",
"true",
"yes",
"on",
)
if heavy_first:
all_opts_args_build = sort_heavy_first(all_opts_args_build)
if PREBUILD_LOG_PROGRESS:
print(
f"[aiter-prebuild] thread_num={prebuid_thread_num}, "
f"heavy_first={heavy_first}, PREBUILD_VERBOSE={PREBUILD_VERBOSE}, "
f"total_modules={len(all_opts_args_build)}",
flush=True,
)
with ThreadPoolExecutor(max_workers=prebuid_thread_num) as executor:
list(executor.map(build_one_module, all_opts_args_build))
else:
raise NotImplementedError("Only ROCM is supported")
refresh_aiter_meta()
class NinjaBuildExtension(BuildExtension):
def __init__(self, *args, **kwargs) -> None:
# Respect MAX_JOBS environment variable, fallback to auto-calculation
max_jobs_env = os.environ.get("MAX_JOBS")
if max_jobs_env is None:
# Only calculate max_jobs if MAX_JOBS is not set
max_jobs = getMaxJobs()
os.environ["MAX_JOBS"] = str(max_jobs)
else:
# Validate the provided MAX_JOBS value
try:
int(max_jobs_env)
if int(max_jobs_env) <= 0:
raise ValueError("MAX_JOBS must be a positive integer")
except ValueError:
# If invalid, fallback to auto-calculation
max_jobs = getMaxJobs()
os.environ["MAX_JOBS"] = str(max_jobs)
super().__init__(*args, **kwargs)
setup_requires = [
"packaging",
"psutil",
"ninja==1.11.1",
"setuptools_scm==10.2.1",
]
if PREBUILD_KERNELS == 1:
setup_requires.append("pandas")
class ForcePlatlibDistribution(Distribution):
def has_ext_modules(self):
return True
AITER_FIXED_VERSION = os.environ.get("AITER_FIXED_VERSION", "0.1.7")
AITER_USE_SCM_VERSION = int(os.environ.get("AITER_USE_SCM_VERSION", 0))
version_kwargs = {"use_scm_version": True} if AITER_USE_SCM_VERSION else {"version": AITER_FIXED_VERSION}
setup(
name=PACKAGE_NAME,
**version_kwargs,
packages=["aiter"] if IS_DEVELOP_MODE else ["aiter_meta", "aiter"],
include_package_data=True,
license_files=["LICENSE", "THIRD_PARTY_NOTICES.md", "LICENSE.Apache-2.0"],
package_data={
"": ["*"],
},
classifiers=[
"Programming Language :: Python :: 3",
"License :: OSI Approved :: MIT License",
"Operating System :: Unix",
],
# ext_modules=ext_modules,
cmdclass={"build_ext": NinjaBuildExtension},
python_requires=">=3.10",
install_requires=[
"pybind11>=3.0.1",
"ninja==1.11.1",
"pandas",
"einops",
"psutil",
],
extras_require={
# boltops backs the triton MoE backend; only needed when using triton.
# Install via: pip install "aiter[triton]"
"triton": ["boltops"],
},
setup_requires=setup_requires,
distclass=ForcePlatlibDistribution,
)
if not IS_DEVELOP_MODE and os.path.isdir("aiter_meta"):
shutil.rmtree("aiter_meta")