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setup.py
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# SPDX-License-Identifier: MIT
# Copyright (C) 2024-2025, Advanced Micro Devices, Inc. All rights reserved.
import os
import sys
import shutil
from setuptools import 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 jit import core
from jit.utils.cpp_extension import (
BuildExtension,
IS_HIP_EXTENSION,
)
from multiprocessing import Pool
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))
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():
for arg in sys.argv:
if arg == "develop":
return True
# pip install -e
elif "editable" in arg:
return True
else:
return False
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://github.com/ROCm/aiter.git" or "git submodule sync ; git submodule update --init --recursive"'
if PREBUILD_KERNELS == 1:
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"
core.recopy_ck()
os.makedirs(prebuild_dir + "/srcs")
def build_one_module(one_opt_args):
core.build_module(
md_name=one_opt_args["md_name"],
srcs=one_opt_args["srcs"],
flags_extra_cc=one_opt_args["flags_extra_cc"] + ["-DPREBUILD_KERNELS"],
flags_extra_hip=one_opt_args["flags_extra_hip"]
+ ["-DPREBUILD_KERNELS"],
blob_gen_cmd=one_opt_args["blob_gen_cmd"],
extra_include=one_opt_args["extra_include"],
extra_ldflags=None,
verbose=False,
is_python_module=True,
is_standalone=False,
torch_exclude=False,
prebuild=1,
)
# step 1, build *.cu -> module*.so
prebuid_thread_num = 5
prebuid_thread_num = min(prebuid_thread_num, getMaxJobs())
max_jobs = os.environ.get("MAX_JOBS")
if max_jobs != None and max_jobs.isdigit():
prebuid_thread_num = min(prebuid_thread_num, int(max_jobs))
os.environ["PREBUILD_THREAD_NUM"] = str(prebuid_thread_num)
with Pool(processes=prebuid_thread_num) as pool:
pool.map(build_one_module, all_opts_args_build)
ck_batched_gemm_folders = [
f"{this_dir}/csrc/{name}/include"
for name in os.listdir(f"{this_dir}/csrc")
if os.path.isdir(os.path.join(f"{this_dir}/csrc", name))
and name.startswith("ck_batched_gemm")
]
ck_gemm_folders = [
f"{this_dir}/csrc/{name}/include"
for name in os.listdir(f"{this_dir}/csrc")
if os.path.isdir(os.path.join(f"{this_dir}/csrc", name))
and name.startswith("ck_gemm_a")
]
ck_gemm_inc = ck_batched_gemm_folders + ck_gemm_folders
for src in ck_gemm_inc:
dst = f"{prebuild_dir}/include"
shutil.copytree(src, dst, dirs_exist_ok=True)
shutil.copytree(
f"{this_dir}/csrc/include", f"{prebuild_dir}/include", dirs_exist_ok=True
)
# step 2, link module*.so -> aiter_.so
core.build_module(
md_name="aiter_",
srcs=[f"{prebuild_dir}/srcs/rocm_ops.cu"],
flags_extra_cc=prebuild_link_param["flags_extra_cc"]
+ ["-DPREBUILD_KERNELS"],
flags_extra_hip=prebuild_link_param["flags_extra_hip"]
+ ["-DPREBUILD_KERNELS"],
blob_gen_cmd=prebuild_link_param["blob_gen_cmd"],
extra_include=prebuild_link_param["extra_include"],
extra_ldflags=None,
verbose=False,
is_python_module=True,
is_standalone=False,
torch_exclude=False,
prebuild=2,
)
else:
raise NotImplementedError("Only ROCM is supported")
if os.path.exists("aiter_meta") and os.path.isdir("aiter_meta"):
shutil.rmtree("aiter_meta")
## link "3rdparty", "hsa", "csrc" into "aiter_meta"
shutil.copytree("3rdparty", "aiter_meta/3rdparty")
shutil.copytree("hsa", "aiter_meta/hsa")
shutil.copytree("csrc", "aiter_meta/csrc")
class NinjaBuildExtension(BuildExtension):
def __init__(self, *args, **kwargs) -> None:
max_jobs = getMaxJobs()
max_jobs_env = os.environ.get("MAX_JOBS")
if max_jobs_env != None:
try:
max_processes = int(max_jobs_env)
# too large value
if max_processes > max_jobs:
os.environ["MAX_JOBS"] = str(max_jobs)
# error value
except ValueError:
os.environ["MAX_JOBS"] = str(max_jobs)
# none value
else:
os.environ["MAX_JOBS"] = str(max_jobs)
super().__init__(*args, **kwargs)
setup_requires = [
"packaging",
"psutil",
"ninja",
"setuptools_scm",
]
if PREBUILD_KERNELS == 1:
setup_requires.append("pandas")
setup(
name=PACKAGE_NAME,
use_scm_version=True,
packages=["aiter_meta", "aiter"],
include_package_data=True,
package_data={
"": ["*"],
},
classifiers=[
"Programming Language :: Python :: 3",
"License :: OSI Approved :: BSD License",
"Operating System :: Unix",
],
# ext_modules=ext_modules,
cmdclass={"build_ext": NinjaBuildExtension},
python_requires=">=3.8",
install_requires=[
"pybind11>=2.13,<3",
# "ninja",
"pandas",
"einops",
],
setup_requires=setup_requires,
)
if os.path.exists("aiter_meta") and os.path.isdir("aiter_meta"):
shutil.rmtree("aiter_meta")