from pythonforandroid.recipe import PythonRecipe, current_directory, \ shprint, info_main, warning from pythonforandroid.logger import error from os.path import join import sh class TFLiteRuntimeRecipe(PythonRecipe): ############################################################### # # tflite-runtime README: # https://github.com/Android-for-Python/c4k_tflite_example/blob/main/README.md # # Recipe build references: # https://developer.android.com/ndk/guides/cmake # https://developer.android.com/ndk/guides/cpu-arm-neon#cmake # https://www.tensorflow.org/lite/guide/build_cmake # https://www.tensorflow.org/lite/guide/build_cmake_arm # # Tested using cmake 3.16.3 probably requires cmake >= 3.13 # # THIS RECIPE DOES NOT BUILD x86_64, USE X86 FOR AN EMULATOR # ############################################################### version = '2.8.0' url = 'https://github.com/tensorflow/tensorflow/archive/refs/tags/v{version}.zip' depends = ['pybind11', 'numpy'] patches = ['CMakeLists.patch', 'build_with_cmake.patch'] site_packages_name = 'tflite-runtime' call_hostpython_via_targetpython = False def should_build(self, arch): name = self.folder_name.replace('-', '_') if self.ctx.has_package(name, arch): info_main('Python package already exists in site-packages') return False info_main('{} apparently isn\'t already in site-packages'.format(name)) return True def build_arch(self, arch): if arch.arch == 'x86_64': warning("******** tflite-runtime x86_64 will not be built *******") warning("Expect one of these app run time error messages:") warning("ModuleNotFoundError: No module named 'tensorflow'") warning("ModuleNotFoundError: No module named 'tflite_runtime'") warning("Use x86 not x86_64") return env = self.get_recipe_env(arch) # Directories root_dir = self.get_build_dir(arch.arch) script_dir = join(root_dir, 'tensorflow', 'lite', 'tools', 'pip_package') build_dir = join(script_dir, 'gen', 'tflite_pip', 'python3') # Includes python_include_dir = self.ctx.python_recipe.include_root(arch.arch) pybind11_recipe = self.get_recipe('pybind11', self.ctx) pybind11_include_dir = pybind11_recipe.get_include_dir(arch) numpy_include_dir = join(self.ctx.get_site_packages_dir(arch), 'numpy', 'core', 'include') includes = ' -I' + python_include_dir + \ ' -I' + numpy_include_dir + \ ' -I' + pybind11_include_dir # Scripts build_script = join(script_dir, 'build_pip_package_with_cmake.sh') toolchain = join(self.ctx.ndk_dir, 'build', 'cmake', 'android.toolchain.cmake') # Build ######## with current_directory(root_dir): env.update({ 'TENSORFLOW_TARGET': 'android', 'CMAKE_TOOLCHAIN_FILE': toolchain, 'ANDROID_PLATFORM': str(self.ctx.ndk_api), 'ANDROID_ABI': arch.arch, 'WRAPPER_INCLUDES': includes, 'CMAKE_SHARED_LINKER_FLAGS': env['LDFLAGS'], }) try: info_main('tflite-runtime is building...') info_main('Expect this to take at least 5 minutes...') cmd = sh.Command(build_script) cmd(_env=env) except sh.ErrorReturnCode as e: error(str(e.stderr)) exit(1) # Install ########## info_main('Installing tflite-runtime into site-packages') with current_directory(build_dir): hostpython = sh.Command(self.hostpython_location) install_dir = self.ctx.get_python_install_dir(arch.arch) env['PACKAGE_VERSION'] = self.version shprint(hostpython, 'setup.py', 'install', '-O2', '--root={}'.format(install_dir), '--install-lib=.', _env=env) recipe = TFLiteRuntimeRecipe()