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#!/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<float>::infinity())
.TestOutputMatchReference(${TEST_FUNCTION}, 1.0f);
}
TEST(${TEST_NAME}, negative_saturation) {
$if ISA_CHECK:
${ISA_CHECK};
MathEvaluationTester()
.input_range(-std::numeric_limits<float>::infinity(), -${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 <limits>
#include <gtest/gtest.h>
#include "math-evaluation-tester.h"
#include <xnnpack/isa-checks.h>
""".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:])
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