#!/usr/bin/env python # Copyright 2020 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 os import re import sys import yaml sys.path.insert(0, os.path.dirname(os.path.abspath(__file__))) from primes import next_prime import xngen import xnncommon parser = argparse.ArgumentParser( description='IBILINEAR microkernel test 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 split_ukernel_name(name): match = re.fullmatch(r"xnn_(f16|f32)_ibilinear_chw_ukernel__(.+)_p(\d+)", name) assert match is not None pixel_tile = int(match.group(3)) channel_tile = 1 arch, isa, assembly = xnncommon.parse_target_name(target_name=match.group(2)) return channel_tile, pixel_tile, arch, isa IBILINEAR_TEST_TEMPLATE = """\ TEST(${TEST_NAME}, pixels_eq_${PIXEL_TILE}) { $if ISA_CHECK: ${ISA_CHECK}; IBilinearMicrokernelTester() .pixels(${PIXEL_TILE}) .channels(${CHANNEL_TILE}) .TestCHW(${TEST_FUNC}); } $if PIXEL_TILE > 1: TEST(${TEST_NAME}, pixels_div_${PIXEL_TILE}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t pixels = ${PIXEL_TILE*2}; pixels < ${PIXEL_TILE*10}; pixels += ${PIXEL_TILE}) { IBilinearMicrokernelTester() .pixels(pixels) .channels(${CHANNEL_TILE}) .TestCHW(${TEST_FUNC}); } } TEST(${TEST_NAME}, pixels_lt_${PIXEL_TILE}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t pixels = 1; pixels < ${PIXEL_TILE}; pixels++) { IBilinearMicrokernelTester() .pixels(pixels) .channels(${CHANNEL_TILE}) .TestCHW(${TEST_FUNC}); } } TEST(${TEST_NAME}, pixels_gt_${PIXEL_TILE}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t pixels = ${PIXEL_TILE+1}; pixels < ${10 if PIXEL_TILE == 1 else PIXEL_TILE*2}; pixels++) { IBilinearMicrokernelTester() .pixels(pixels) .channels(${CHANNEL_TILE}) .TestCHW(${TEST_FUNC}); } } $if CHANNEL_TILE > 1: TEST(${TEST_NAME}, channels_div_${PIXEL_TILE}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*10}; channels += ${CHANNEL_TILE}) { for (size_t pixels = 1; pixels <= ${PIXEL_TILE * 5}; pixels += ${max(1, PIXEL_TILE - 1)}) { IBilinearMicrokernelTester() .pixels(pixels) .channels(channels) .TestCHW(${TEST_FUNC}); } } } TEST(${TEST_NAME}, channels_eq_1) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t pixels = 1; pixels <= ${PIXEL_TILE * 5}; pixels += ${max(1, PIXEL_TILE - 1)}) { IBilinearMicrokernelTester() .pixels(pixels) .channels(1) .TestCHW(${TEST_FUNC}); } } TEST(${TEST_NAME}, channels_gt_1) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t channels = ${CHANNEL_TILE+1}; channels < ${max(CHANNEL_TILE*2, 3)}; channels++) { for (size_t pixels = 1; pixels <= ${PIXEL_TILE * 5}; pixels += ${max(1, PIXEL_TILE - 1)}) { IBilinearMicrokernelTester() .pixels(pixels) .channels(channels) .TestCHW(${TEST_FUNC}); } } } TEST(${TEST_NAME}, input_offset) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t pixels = 1; pixels < ${PIXEL_TILE * 5}; pixels += ${max(1, PIXEL_TILE - 1)}) { for (size_t channels = 1; channels <= ${CHANNEL_TILE * 5}; channels += ${max(1, CHANNEL_TILE - 1)}) { IBilinearMicrokernelTester() .pixels(pixels) .channels(channels) .input_offset(${next_prime(CHANNEL_TILE * 5 + 1)}) .TestCHW(${TEST_FUNC}); } } } TEST(${TEST_NAME}, input_stride) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t pixels = 1; pixels < ${PIXEL_TILE * 5}; pixels += ${max(1, PIXEL_TILE - 1)}) { for (size_t channels = 1; channels <= ${CHANNEL_TILE * 5}; channels += ${max(1, CHANNEL_TILE - 1)}) { IBilinearMicrokernelTester() .pixels(pixels) .channels(channels) .input_stride(${next_prime(4 * (PIXEL_TILE * 5) + 1)}) .TestCHW(${TEST_FUNC}); } } } """ def generate_test_cases(ukernel, channel_tile, pixel_tile, isa): """Generates all tests cases for a BILINEAR micro-kernel. Args: ukernel: C name of the micro-kernel function. channel_tile: Number of channels processed per one iteration of the inner loop of the micro-kernel. pixel_tile: Number of pixels processed per one iteration of the outer loop of the micro-kernel. isa: instruction set required to run the micro-kernel. Generated unit test will skip execution if the host processor doesn't support this ISA. Returns: Code for the test case. """ _, test_name = ukernel.split("_", 1) _, datatype, ukernel_type, _ = ukernel.split("_", 3) test_args = [ukernel] return xngen.preprocess(IBILINEAR_TEST_TEMPLATE, { "TEST_NAME": test_name.upper().replace("UKERNEL_", ""), "TEST_FUNC": ukernel, "UKERNEL_TYPE": ukernel_type.upper(), "DATATYPE": datatype, "CHANNEL_TILE": channel_tile, "PIXEL_TILE": pixel_tile, "ISA_CHECK": xnncommon.generate_isa_check_macro(isa), "next_prime": next_prime, }) 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 micro-kernels in the spec") tests = """\ // Copyright 2020 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 #include #include "ibilinear-microkernel-tester.h" """.format(specification=options.spec, generator=sys.argv[0]) for ukernel_spec in spec_yaml: name = ukernel_spec["name"] channel_tile, pixel_tile, arch, isa = split_ukernel_name(name) test_case = generate_test_cases(name, channel_tile, pixel_tile, 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:])