#!/usr/bin/env python # Copyright 2019 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__))) from primes import next_prime import xngen import xnncommon parser = argparse.ArgumentParser( description='VMulCAddC 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)_vmulcaddc(_(minmax))?_ukernel_c(\d+)__(.+)_(\d+)x", name) assert match is not None channel_tile = int(match.group(4)) row_tile = int(match.group(6)) arch, isa, assembly = xnncommon.parse_target_name(target_name=match.group(5)) return channel_tile, row_tile, arch, isa VMULCADDC_TEST_TEMPLATE = """\ TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}) { $if ISA_CHECK: ${ISA_CHECK}; VMulCAddCMicrokernelTester() .channel_tile(${CHANNEL_TILE}) .channels(${CHANNEL_TILE}) .rows(${ROW_TILE}) .Test(${", ".join(TEST_ARGS)}); } $if CHANNEL_TILE > 1: TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*10}; channels += ${CHANNEL_TILE}) { VMulCAddCMicrokernelTester() .channel_tile(${CHANNEL_TILE}) .channels(channels) .rows(${ROW_TILE}) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) { VMulCAddCMicrokernelTester() .channel_tile(${CHANNEL_TILE}) .channels(channels) .rows(${ROW_TILE}) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) { VMulCAddCMicrokernelTester() .channel_tile(${CHANNEL_TILE}) .channels(channels) .rows(${ROW_TILE}) .Test(${", ".join(TEST_ARGS)}); } } $if ROW_TILE > 1: TEST(${TEST_NAME}, rows_lt_${ROW_TILE}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t rows = 1; rows < ${ROW_TILE}; rows++) { for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) { VMulCAddCMicrokernelTester() .channel_tile(${CHANNEL_TILE}) .channels(channels) .rows(rows) .Test(${", ".join(TEST_ARGS)}); } } } TEST(${TEST_NAME}, rows_div_${ROW_TILE}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t rows = ${ROW_TILE*2}; rows <= ${ROW_TILE*4}; rows += ${ROW_TILE}) { for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) { VMulCAddCMicrokernelTester() .channel_tile(${CHANNEL_TILE}) .channels(channels) .rows(rows) .Test(${", ".join(TEST_ARGS)}); } } } TEST(${TEST_NAME}, rows_gt_${ROW_TILE}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t rows = ${ROW_TILE+1}; rows < ${ROW_TILE*2}; rows++) { for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) { VMulCAddCMicrokernelTester() .channel_tile(${CHANNEL_TILE}) .channels(channels) .rows(rows) .Test(${", ".join(TEST_ARGS)}); } } } TEST(${TEST_NAME}, input_stride) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t rows = 1; rows <= ${ROW_TILE*3}; rows += ${max(1, ROW_TILE-1)}) { for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) { VMulCAddCMicrokernelTester() .channel_tile(${CHANNEL_TILE}) .channels(channels) .rows(rows) .input_stride(${next_prime(CHANNEL_TILE*5+1)}) .Test(${", ".join(TEST_ARGS)}); } } } TEST(${TEST_NAME}, output_stride) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t rows = 1; rows <= ${ROW_TILE*3}; rows += ${max(1, ROW_TILE-1)}) { for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) { VMulCAddCMicrokernelTester() .channel_tile(${CHANNEL_TILE}) .channels(channels) .rows(rows) .output_stride(${next_prime(CHANNEL_TILE*5+1)}) .Test(${", ".join(TEST_ARGS)}); } } } TEST(${TEST_NAME}, inplace) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t rows = 1; rows <= ${ROW_TILE*3}; rows += ${max(1, ROW_TILE-1)}) { for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) { VMulCAddCMicrokernelTester() .channel_tile(${CHANNEL_TILE}) .channels(channels) .rows(rows) .inplace(true) .Test(${", ".join(TEST_ARGS)}); } } } TEST(${TEST_NAME}, qmin) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t rows = 1; rows <= ${ROW_TILE*3}; rows += ${max(1, ROW_TILE-1)}) { for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) { VMulCAddCMicrokernelTester() .channel_tile(${CHANNEL_TILE}) .channels(channels) .rows(rows) .qmin(128) .Test(${", ".join(TEST_ARGS)}); } } } TEST(${TEST_NAME}, qmax) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t rows = 1; rows <= ${ROW_TILE*3}; rows += ${max(1, ROW_TILE-1)}) { for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) { VMulCAddCMicrokernelTester() .channel_tile(${CHANNEL_TILE}) .channels(channels) .rows(rows) .qmax(128) .Test(${", ".join(TEST_ARGS)}); } } } """ def generate_test_cases(ukernel, channel_tile, row_tile, init_fn, isa): """Generates all tests cases for a VMULCADDC 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. row_tile: Number of rows processed per one iteration of the outer loop of the micro-kernel. init_fn: C name of the function to initialize microkernel parameters. 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] if init_fn: test_args.append(init_fn) return xngen.preprocess(VMULCADDC_TEST_TEMPLATE, { "TEST_NAME": test_name.upper().replace("UKERNEL_", ""), "TEST_ARGS": test_args, "DATATYPE": datatype, "CHANNEL_TILE": channel_tile, "ROW_TILE": row_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 spechannels_file: spechannels_yaml = yaml.safe_load(spechannels_file) if not isinstance(spechannels_yaml, list): raise ValueError("expected a list of micro-kernels in the spec") tests = """\ // Copyright 2019 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 "vmulcaddc-microkernel-tester.h" """.format(specification=options.spec, generator=sys.argv[0]) for ukernel_spec in spechannels_yaml: name = ukernel_spec["name"] init_fn = ukernel_spec.get("init") channel_tile, row_tile, arch, isa = split_ukernel_name(name) test_case = generate_test_cases( name, channel_tile, row_tile, init_fn, 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:])