code: def main():
      try:
          import numpy
  
          try:
              numpy_include = numpy.get_include()
          except AttributeError:
              numpy_include = numpy.get_numpy_include()
      except ImportError:
          numpy_include = ""
          assert "NUMPY_INCLUDE" in os.environ
  
      def read(fname):
          return open(
              os.path.join(os.path.dirname(__file__), fname)
          ).read()
  
      numpy_include = os.getenv("NUMPY_INCLUDE", numpy_include)
      numpy_min_ver = os.getenv("NUMPY_DEP_VERSION", "")
  
      project_name = "deepspeech"
      if "--project_name" in sys.argv:
          project_name_idx = sys.argv.index("--project_name")
          project_name = sys.argv[project_name_idx + 1]
          sys.argv.remove("--project_name")
          sys.argv.pop(project_name_idx)
  
      with open(
          "../../training/deepspeech_training/VERSION", "r"
      ) as ver:
          project_version = ver.read().strip()
  
      class BuildExtFirst(build):
          sub_commands = [
              ("build_ext", build.has_ext_modules),
              ("build_py", build.has_pure_modules),
              ("build_clib", build.has_c_libraries),
              ("build_scripts", build.has_scripts),
          ]
  
      # Properly pass arguments for linking, setuptools will perform some checks
      def lib_dirs_split(a):
          if os.name == "posix":
              return a.split("-L")[1:]
  
          if os.name == "nt":
              return []
  
          raise AssertionError("os.name == java not expected")
  
      def libs_split(a):
          if os.name == "posix":
              return a.split("-l")[1:]
  
          if os.name == "nt":
              return a.split(".lib")[0:1]
  
          raise AssertionError("os.name == java not expected")
  
      ds_ext = Extension(
          name="deepspeech._impl",
          sources=["impl.i"],
          include_dirs=[numpy_include, "../"],
          library_dirs=list(
              map(
                  lambda x: x.strip(),
                  lib_dirs_split(os.getenv("MODEL_LDFLAGS", "")),
              )
          ),
          libraries=list(
              map(
                  lambda x: x.strip(),
                  libs_split(os.getenv("MODEL_LIBS", "")),
              )
          ),
          swig_opts=["-c++", "-keyword"],
      )
  
      setup(
          name=project_name,
          description="A library for running inference on a DeepSpeech model",
          long_description=read("README.rst"),
          long_description_content_type="text/x-rst; charset=UTF-8",
          author="Mozilla",
          version=project_version,
          package_dir={"deepspeech": "."},
          cmdclass={"build": BuildExtFirst},
          license="MPL-2.0",
          url="https://github.com/mozilla/DeepSpeech",
          project_urls={
              "Documentation": "https://github.com/mozilla/DeepSpeech/tree/v{}#project-deepspeech".format(
                  project_version
              ),
              "Tracker": "https://github.com/mozilla/DeepSpeech/issues",
              "Repository": "https://github.com/mozilla/DeepSpeech/tree/v{}".format(
                  project_version
              ),
              "Discussions": "https://discourse.mozilla.org/c/deep-speech",
          },
          ext_modules=[ds_ext],
          py_modules=[
              "deepspeech",
              "deepspeech.client",
              "deepspeech.impl",
          ],
          entry_points={
              "console_scripts": ["deepspeech=deepspeech.client:main"]
          },
          install_requires=["numpy%s" % numpy_min_ver],
          include_package_data=True,
          classifiers=[
              "Development Status :: 3 - Alpha",
              "Environment :: Console",
              "Intended Audience :: Developers",
              "Intended Audience :: Science/Research",
              "License :: OSI Approved :: Mozilla Public License 2.0 (MPL 2.0)",
              "Programming Language :: Python :: 2.7",
              "Programming Language :: Python :: 3.4",
              "Programming Language :: Python :: 3.5",
              "Programming Language :: Python :: 3.6",
              "Topic :: Multimedia :: Sound/Audio :: Speech",
              "Topic :: Scientific/Engineering :: Human Machine Interfaces",
              "Topic :: Scientific/Engineering",
              "Topic :: Utilities",
          ],
      )
  
imports: from setuptools import setup, Extension
  from distutils.command.build import build
  import os
  import subprocess
  import sys
label_desc: Use image node_id 1 for calling a global function with example usage: main() and returns: open, a, list, a, a