# Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. # See https://llvm.org/LICENSE.txt for license information. # SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception import argparse import re import sys from torch_mlir.torchscript.e2e_test.framework import run_tests from torch_mlir.torchscript.e2e_test.reporting import report_results from torch_mlir.torchscript.e2e_test.registry import GLOBAL_TEST_REGISTRY # Available test configs. from torch_mlir.torchscript.e2e_test.configs import ( RefBackendTestConfig, NativeTorchTestConfig, TorchScriptTestConfig ) # Import tests to register them in the global registry. # TODO: Use a relative import. # That requires invoking this file as a "package" though, which makes it # not possible to just do `python main.py`. Instead, it requires something # like `python -m tochscript.main` which is annoying because it can only # be run from a specific directory. # TODO: Find out best practices for python "main" files. import basic import vision_models import mlp def main(): parser = argparse.ArgumentParser(description='Run torchscript e2e tests.') parser.add_argument('--config', choices=['native_torch', 'torchscript', 'refbackend'], default='refbackend', help=''' Meaning of options: "refbackend": run through npcomp's RefBackend. "native_torch": run the torch.nn.Module as-is without compiling (useful for verifying model is deterministic; ALL tests should pass in this configuration). "torchscript": compile the model to a torch.jit.ScriptModule, and then run that as-is (useful for verifying TorchScript is modeling the program correctly). ''') parser.add_argument('--filter', default='.*', help=''' Regular expression specifying which tests to include in this run. ''') args = parser.parse_args() if args.config == 'refbackend': config = RefBackendTestConfig() elif args.config == 'native_torch': config = NativeTorchTestConfig() elif args.config == 'torchscript': config = TorchScriptTestConfig() tests = [ test for test in GLOBAL_TEST_REGISTRY if re.match(args.filter, test.unique_name) ] if len(tests) == 0: print( f'ERROR: the provided filter {args.filter!r} does not match any tests' ) print('The available tests are:') for test in GLOBAL_TEST_REGISTRY: print(test.unique_name) sys.exit(1) results = run_tests(tests, config) report_results(results) if __name__ == '__main__': main()