#!/usr/bin/env python # Copyright 2023 Google LLC # # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. import argparse import codecs import math import os import re import sys import yaml sys.path.insert(0, os.path.dirname(os.path.abspath(__file__))) import xngen import xnncommon parser = argparse.ArgumentParser(description='Tanh evaluation generator') parser.add_argument("-s", "--spec", metavar="FILE", required=True, help="Specification (YAML) file") parser.add_argument("-o", "--output", metavar="FILE", required=True, help='Output (C++ source) file') parser.set_defaults(defines=list()) def parse_eval_stub_name(name): match = re.fullmatch(r"xnn_math_(f16|f32)_tanh__(.+)?", name) if match is None: raise ValueError("Unexpected evaluation stub name: " + name) arch, isa, _ = xnncommon.parse_target_name(target_name=match.group(2)) return match.group(1), arch, isa TEST_TEMPLATE = """\ TEST(${TEST_NAME}, positive_saturation) { $if ISA_CHECK: ${ISA_CHECK}; MathEvaluationTester() .input_range(${SATURATION_LIMIT}f, std::numeric_limits::infinity()) .TestOutputMatchReference(${TEST_FUNCTION}, 1.0f); } TEST(${TEST_NAME}, negative_saturation) { $if ISA_CHECK: ${ISA_CHECK}; MathEvaluationTester() .input_range(-std::numeric_limits::infinity(), -${SATURATION_LIMIT}f) .TestOutputMatchReference(${TEST_FUNCTION}, -1.0f); } TEST(${TEST_NAME}, nan) { $if ISA_CHECK: ${ISA_CHECK}; MathEvaluationTester() .TestNaN(${TEST_FUNCTION}); } """ def generate_test_cases(eval_stub, datatype, isa): """Generates all tests cases for a Tanh evaluation stub. Args: eval_stub: C name of the evaluation stub function. datatype: input/output data type abbreviation (f16/f32). isa: instruction set required to run the evaluation stub. Generated tests will skip execution if the host processor doesn't support this ISA. Returns: Code for the test case. """ return xngen.preprocess(TEST_TEMPLATE, { "TEST_NAME": eval_stub.replace("xnn_math_%s_" % datatype, "").upper(), "TEST_FUNCTION": eval_stub, "DATATYPE": datatype, "SATURATION_LIMIT": {"f16": "0x1.208p+2", "f32": "0x1.205968p+3"}[datatype], "ISA_CHECK": xnncommon.generate_isa_check_macro(isa), }) def main(args): options = parser.parse_args(args) with codecs.open(options.spec, "r", encoding="utf-8") as spec_file: spec_yaml = yaml.safe_load(spec_file) if not isinstance(spec_yaml, list): raise ValueError("expected a list of evaluation stubs in the spec") tests = """\ // Copyright 2023 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. // // Auto-generated file. Do not edit! // Specification: {specification} // Generator: {generator} #include #include #include "math-evaluation-tester.h" #include """.format(specification=options.spec, generator=sys.argv[0]) for eval_spec in spec_yaml: name = eval_spec["name"] datatype, arch, isa = parse_eval_stub_name(name) test_case = generate_test_cases(name, datatype, isa) tests += "\n\n" + xnncommon.postprocess_test_case(test_case, arch, isa) txt_changed = True if os.path.exists(options.output): with codecs.open(options.output, "r", encoding="utf-8") as output_file: txt_changed = output_file.read() != tests if txt_changed: with codecs.open(options.output, "w", encoding="utf-8") as output_file: output_file.write(tests) if __name__ == "__main__": main(sys.argv[1:])