mirror of
https://github.com/saymrwulf/onnxruntime.git
synced 2026-05-16 21:00:14 +00:00
24eda3df33
In this PR, we 1. create some APIs for creating NVTX objects 2. apply those APIs in pipeline-related operators and sequential executor. As a result, we can explicitly see how a pipeline schedule is run by GPUs in Nvidia's visual profiler. Note that these APIs are Linux only due to Nvidia's limited support.
343 lines
12 KiB
Python
343 lines
12 KiB
Python
#-------------------------------------------------------------------------
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# Copyright (c) Microsoft Corporation. All rights reserved.
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# Licensed under the MIT License.
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#--------------------------------------------------------------------------
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from setuptools import setup, find_packages, Extension
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from distutils import log as logger
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from distutils.command.build_ext import build_ext as _build_ext
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from glob import glob
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from os import path, getcwd, environ, remove, walk, makedirs, listdir
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from shutil import copyfile, copytree, rmtree
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import platform
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import subprocess
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import sys
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import datetime
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nightly_build = False
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featurizers_build = False
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package_name = 'onnxruntime'
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wheel_name_suffix = None
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# Any combination of the following arguments can be applied
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if '--use_featurizers' in sys.argv:
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featurizers_build = True
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sys.argv.remove('--use_featurizers')
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if '--nightly_build' in sys.argv:
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package_name = 'ort-nightly'
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nightly_build = True
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sys.argv.remove('--nightly_build')
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for arg in sys.argv[1:]:
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if arg.startswith("--wheel_name_suffix="):
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wheel_name_suffix = arg[len("--wheel_name_suffix="):]
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nightly_build = True
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sys.argv.remove(arg)
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break
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# The following arguments are mutually exclusive
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if '--use_tensorrt' in sys.argv:
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package_name = 'onnxruntime-gpu-tensorrt'
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sys.argv.remove('--use_tensorrt')
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if '--nightly_build' in sys.argv:
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package_name = 'ort-trt-nightly'
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nightly_build = True
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sys.argv.remove('--nightly_build')
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elif '--use_cuda' in sys.argv:
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package_name = 'onnxruntime-gpu'
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sys.argv.remove('--use_cuda')
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if '--nightly_build' in sys.argv:
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package_name = 'ort-gpu-nightly'
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nightly_build = True
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sys.argv.remove('--nightly_build')
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elif '--use_ngraph' in sys.argv:
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package_name = 'onnxruntime-ngraph'
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sys.argv.remove('--use_ngraph')
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elif '--use_openvino' in sys.argv:
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package_name = 'onnxruntime-openvino'
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sys.argv.remove('--use_openvino')
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elif '--use_dnnl' in sys.argv:
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package_name = 'onnxruntime-dnnl'
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sys.argv.remove('--use_dnnl')
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elif '--use_nuphar' in sys.argv:
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package_name = 'onnxruntime-nuphar'
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sys.argv.remove('--use_nuphar')
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elif '--use_vitisai' in sys.argv:
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package_name = 'onnxruntime-vitisai'
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sys.argv.remove('--use_vitisai')
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# --use_acl is specified in build.py, but not parsed here
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# PEP 513 defined manylinux1_x86_64 and manylinux1_i686
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# PEP 571 defined manylinux2010_x86_64 and manylinux2010_i686
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# PEP 599 defines the following platform tags:
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# manylinux2014_x86_64
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# manylinux2014_i686
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# manylinux2014_aarch64
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# manylinux2014_armv7l
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# manylinux2014_ppc64
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# manylinux2014_ppc64le
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# manylinux2014_s390x
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manylinux_tags = [
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'manylinux1_x86_64',
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'manylinux1_i686',
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'manylinux2010_x86_64',
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'manylinux2010_i686',
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'manylinux2014_x86_64',
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'manylinux2014_i686',
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'manylinux2014_aarch64',
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'manylinux2014_armv7l',
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'manylinux2014_ppc64',
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'manylinux2014_ppc64le',
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'manylinux2014_s390x',
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]
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is_manylinux = environ.get('AUDITWHEEL_PLAT', None) in manylinux_tags
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class build_ext(_build_ext):
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def build_extension(self, ext):
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dest_file = self.get_ext_fullpath(ext.name)
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logger.info('copying %s -> %s', ext.sources[0], dest_file)
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copyfile(ext.sources[0], dest_file)
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try:
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from wheel.bdist_wheel import bdist_wheel as _bdist_wheel
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class bdist_wheel(_bdist_wheel):
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def finalize_options(self):
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_bdist_wheel.finalize_options(self)
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if not is_manylinux:
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self.root_is_pure = False
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def _rewrite_ld_preload(self, to_preload):
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with open('onnxruntime/capi/_ld_preload.py', 'rt') as f:
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ld_preload = f.read().splitlines()
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with open('onnxruntime/capi/_ld_preload.py', 'wt') as f:
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for line in ld_preload:
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f.write(line)
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f.write('\n')
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if 'LD_PRELOAD_BEGIN_MARK' in line:
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break
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if len(to_preload) > 0:
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f.write('from ctypes import CDLL, RTLD_GLOBAL\n')
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for library in to_preload:
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f.write('_{} = CDLL("{}", mode=RTLD_GLOBAL)\n'.format(library.split('.')[0], library))
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def run(self):
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if is_manylinux:
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source = 'onnxruntime/capi/onnxruntime_pybind11_state.so'
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dest = 'onnxruntime/capi/onnxruntime_pybind11_state_manylinux1.so'
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logger.info('copying %s -> %s', source, dest)
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copyfile(source, dest)
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result = subprocess.run(['patchelf', '--print-needed', dest], check=True, stdout=subprocess.PIPE, universal_newlines=True)
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cuda_dependencies = ['libcublas.so', 'libcudnn.so', 'libcudart.so', 'libcurand.so', 'libcufft.so', 'libnvToolsExt.so']
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to_preload = []
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args = ['patchelf', '--debug']
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for line in result.stdout.split('\n'):
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for dependency in cuda_dependencies:
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if dependency in line:
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to_preload.append(line)
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args.extend(['--remove-needed', line])
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args.append(dest)
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if len(to_preload) > 0:
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subprocess.run(args, check=True, stdout=subprocess.PIPE)
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self._rewrite_ld_preload(to_preload)
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_bdist_wheel.run(self)
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if is_manylinux:
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file = glob(path.join(self.dist_dir, '*linux*.whl'))[0]
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logger.info('repairing %s for manylinux1', file)
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try:
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subprocess.run(['auditwheel', 'repair', '-w', self.dist_dir, file], check=True, stdout=subprocess.PIPE)
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finally:
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logger.info('removing %s', file)
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remove(file)
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except ImportError as error:
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print("Error importing dependencies:")
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print(error)
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bdist_wheel = None
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# Additional binaries
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if platform.system() == 'Linux':
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libs = ['onnxruntime_pybind11_state.so', 'libdnnl.so.1', 'libmklml_intel.so', 'libiomp5.so', 'mimalloc.so']
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# dnnl EP is built as shared lib
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libs.extend(['libonnxruntime_providers_dnnl.so'])
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# nGraph Libs
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libs.extend(['libngraph.so', 'libcodegen.so', 'libcpu_backend.so', 'libmkldnn.so', 'libtbb_debug.so', 'libtbb_debug.so.2', 'libtbb.so', 'libtbb.so.2'])
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# OpenVINO Libs
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if package_name == 'onnxruntime-openvino':
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if platform.system() == 'Linux':
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libs.extend(['libovep_ngraph.so'])
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# Nuphar Libs
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libs.extend(['libtvm.so.0.5.1'])
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if nightly_build:
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libs.extend(['libonnxruntime_pywrapper.so'])
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elif platform.system() == "Darwin":
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libs = ['onnxruntime_pybind11_state.so', 'libdnnl.1.dylib', 'mimalloc.so'] # TODO add libmklml and libiomp5 later.
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# dnnl EP is built as shared lib
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libs.extend(['libonnxruntime_providers_dnnl.dylib'])
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if nightly_build:
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libs.extend(['libonnxruntime_pywrapper.dylib'])
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else:
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libs = ['onnxruntime_pybind11_state.pyd', 'dnnl.dll', 'mklml.dll', 'libiomp5md.dll']
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# dnnl EP is built as dll
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libs.extend(['onnxruntime_providers_dnnl.dll'])
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libs.extend(['ngraph.dll', 'cpu_backend.dll', 'tbb.dll', 'mimalloc-override.dll', 'mimalloc-redirect.dll', 'mimalloc-redirect32.dll'])
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# Nuphar Libs
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libs.extend(['tvm.dll'])
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if nightly_build:
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libs.extend(['onnxruntime_pywrapper.dll'])
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if is_manylinux:
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data = ['capi/libonnxruntime_pywrapper.so'] if nightly_build else []
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ext_modules = [
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Extension(
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'onnxruntime.capi.onnxruntime_pybind11_state',
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['onnxruntime/capi/onnxruntime_pybind11_state_manylinux1.so'],
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),
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]
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else:
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data = [path.join('capi', x) for x in libs if path.isfile(path.join('onnxruntime', 'capi', x))]
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ext_modules = []
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# Additional examples
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examples_names = ["mul_1.onnx", "logreg_iris.onnx", "sigmoid.onnx"]
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examples = [path.join('datasets', x) for x in examples_names]
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# Extra files such as EULA and ThirdPartyNotices
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extra = ["LICENSE", "ThirdPartyNotices.txt", "Privacy.md"]
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# Description
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README = path.join(getcwd(), "docs/python/README.rst")
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if not path.exists(README):
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this = path.dirname(__file__)
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README = path.join(this, "docs/python/README.rst")
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if not path.exists(README):
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raise FileNotFoundError("Unable to find 'README.rst'")
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with open(README) as f:
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long_description = f.read()
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packages = [
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'onnxruntime',
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'onnxruntime.backend',
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'onnxruntime.capi',
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'onnxruntime.capi.training',
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'onnxruntime.datasets',
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'onnxruntime.tools',
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]
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package_data = {}
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data_files = []
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if package_name == 'onnxruntime-nuphar':
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packages += ["onnxruntime.nuphar"]
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extra += [path.join('nuphar', 'NUPHAR_CACHE_VERSION')]
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if featurizers_build:
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# Copy the featurizer data from its current directory into the onnx runtime directory so that the
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# content can be included as module data.
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# Apparently, the root_dir is different based on how the script is invoked
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source_root_dir = None
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dest_root_dir = None
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for potential_source_prefix, potential_dest_prefix in [
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(getcwd(), getcwd()),
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(path.dirname(__file__), path.dirname(__file__)),
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(path.join(getcwd(), ".."), getcwd()),
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]:
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potential_dir = path.join(potential_source_prefix, "external", "FeaturizersLibrary", "Data")
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if path.isdir(potential_dir):
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source_root_dir = potential_source_prefix
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dest_root_dir = potential_dest_prefix
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break
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if source_root_dir is None:
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raise Exception("Unable to find the build root dir")
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assert dest_root_dir is not None
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featurizer_source_dir = path.join(source_root_dir, "external", "FeaturizersLibrary", "Data")
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assert path.isdir(featurizer_source_dir), featurizer_source_dir
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featurizer_dest_dir = path.join(dest_root_dir, "onnxruntime", "FeaturizersLibrary", "Data")
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if path.isdir(featurizer_dest_dir):
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rmtree(featurizer_dest_dir)
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for item in listdir(featurizer_source_dir):
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this_featurizer_source_fullpath = path.join(featurizer_source_dir)
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assert path.isdir(this_featurizer_source_fullpath), this_featurizer_source_fullpath
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copytree(this_featurizer_source_fullpath, featurizer_dest_dir)
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packages.append("onnxruntime.FeaturizersLibrary.Data.{}".format(item))
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package_data[packages[-1]] = listdir(path.join(featurizer_dest_dir, item))
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package_data["onnxruntime"] = data + examples + extra
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version_number = ''
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with open('VERSION_NUMBER') as f:
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version_number = f.readline().strip()
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if nightly_build:
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#https://docs.microsoft.com/en-us/azure/devops/pipelines/build/variables
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build_suffix = environ.get('BUILD_BUILDNUMBER')
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if build_suffix is None:
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#The following line is only for local testing
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build_suffix = str(datetime.datetime.now().date().strftime("%Y%m%d"))
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else:
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build_suffix = build_suffix.replace('.','')
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version_number = version_number + ".dev" + build_suffix
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if wheel_name_suffix:
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package_name = "{}_{}".format(package_name, wheel_name_suffix)
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cmd_classes = {}
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if bdist_wheel is not None :
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cmd_classes['bdist_wheel'] = bdist_wheel
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cmd_classes['build_ext'] = build_ext
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requirements_path = path.join(getcwd(), "requirements.txt")
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if not path.exists(requirements_path):
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this = path.dirname(__file__)
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requirements_path = path.join(this, "requirements.txt")
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if not path.exists(requirements_path):
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raise FileNotFoundError("Unable to find 'requirements.txt'")
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with open(requirements_path) as f:
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install_requires = f.read().splitlines()
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# Setup
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setup(
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name=package_name,
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version=version_number,
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description='ONNX Runtime Python bindings',
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long_description=long_description,
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author='Microsoft Corporation',
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author_email='onnx@microsoft.com',
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cmdclass=cmd_classes,
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license="MIT License",
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packages=packages,
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ext_modules=ext_modules,
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package_data=package_data,
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data_files=data_files,
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install_requires=install_requires,
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entry_points= {
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'console_scripts': [
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'onnxruntime_test = onnxruntime.tools.onnxruntime_test:main',
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]
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},
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classifiers=[
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'Development Status :: 5 - Production/Stable',
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'Environment :: Console',
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'Intended Audience :: Developers',
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'License :: OSI Approved :: MIT License',
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'Operating System :: POSIX :: Linux',
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'Programming Language :: Python',
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'Programming Language :: Python :: 3 :: Only',
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'Programming Language :: Python :: 3.5',
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'Programming Language :: Python :: 3.6',
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'Programming Language :: Python :: 3.7'],
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)
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