[buider] use builder() for cpu adam and fused optim in setup.py (#2187)

This commit is contained in:
Jiarui Fang
2022-12-23 16:05:13 +08:00
committed by GitHub
parent d42afd30f8
commit bc0e271e71
6 changed files with 50 additions and 45 deletions

View File

@@ -1,9 +1,10 @@
import os
import re
import subprocess
from setuptools import Extension, find_packages, setup
from colossalai.kernel.op_builder.utils import get_cuda_bare_metal_version
try:
import torch
from torch.utils.cpp_extension import CUDA_HOME, BuildExtension, CUDAExtension
@@ -26,17 +27,6 @@ if int(os.environ.get('NO_CUDA_EXT', '0')) == 1:
build_cuda_ext = False
def get_cuda_bare_metal_version(cuda_dir):
raw_output = subprocess.check_output([cuda_dir + "/bin/nvcc", "-V"], universal_newlines=True)
output = raw_output.split()
release_idx = output.index("release") + 1
release = output[release_idx].split(".")
bare_metal_major = release[0]
bare_metal_minor = release[1][0]
return raw_output, bare_metal_major, bare_metal_minor
def check_cuda_torch_binary_vs_bare_metal(cuda_dir):
raw_output, bare_metal_major, bare_metal_minor = get_cuda_bare_metal_version(cuda_dir)
torch_binary_major = torch.version.cuda.split(".")[0]
@@ -146,6 +136,11 @@ if build_cuda_ext:
'nvcc': append_nvcc_threads(['-O3', '--use_fast_math'] + version_dependent_macros + extra_cuda_flags)
})
#### fused optim kernels ###
from colossalai.kernel.op_builder import FusedOptimBuilder
ext_modules.append(FusedOptimBuilder().builder('colossalai._C.fused_optim'))
#### N-D parallel kernels ###
cc_flag = []
for arch in torch.cuda.get_arch_list():
res = re.search(r'sm_(\d+)', arch)
@@ -154,14 +149,6 @@ if build_cuda_ext:
if int(arch_cap) >= 60:
cc_flag.extend(['-gencode', f'arch=compute_{arch_cap},code={arch}'])
extra_cuda_flags = ['-lineinfo']
ext_modules.append(
cuda_ext_helper('colossalai._C.fused_optim', [
'colossal_C_frontend.cpp', 'multi_tensor_sgd_kernel.cu', 'multi_tensor_scale_kernel.cu',
'multi_tensor_adam.cu', 'multi_tensor_l2norm_kernel.cu', 'multi_tensor_lamb.cu'
], extra_cuda_flags + cc_flag))
extra_cuda_flags = [
'-U__CUDA_NO_HALF_OPERATORS__', '-U__CUDA_NO_HALF_CONVERSIONS__', '--expt-relaxed-constexpr',
'--expt-extended-lambda'
@@ -197,8 +184,9 @@ if build_cuda_ext:
'kernels/general_kernels.cu', 'kernels/cuda_util.cu'
], extra_cuda_flags + cc_flag))
extra_cxx_flags = ['-std=c++14', '-lcudart', '-lcublas', '-g', '-Wno-reorder', '-fopenmp', '-march=native']
ext_modules.append(cuda_ext_helper('colossalai._C.cpu_optim', ['cpu_adam.cpp'], extra_cuda_flags, extra_cxx_flags))
### Gemini Adam kernel ####
from colossalai.kernel.op_builder import CPUAdamBuilder
ext_modules.append(CPUAdamBuilder().builder('colossalai._C.cpu_optim'))
setup(name='colossalai',
version=get_version(),