#!/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__))) from primes import next_prime import xngen import xnncommon parser = argparse.ArgumentParser(description='PackW 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_(x8|x16|x32)_packw_gemm_goi_ukernel_x(\d+)(c(\d+))?(s(\d+))?__(.+)_x(\d+)(_(.+))?", name) assert match is not None nr = int(match.group(2)) if match.group(3): kr = int(match.group(4)) else: kr = 1 if match.group(5): sr = int(match.group(6)) else: sr = 1 kblock = int(match.group(8)) arch, isa, assembly = xnncommon.parse_target_name(target_name=match.group(7)) return nr, kr, sr, kblock, arch, isa PACKW_TEST_TEMPLATE = """\ TEST(${TEST_NAME}, k_eq_${KBLOCK}) { $if ISA_CHECK: ${ISA_CHECK}; PackWMicrokernelTester() .n(${NR}) .k(${KBLOCK}) .nr(${NR}) .kr(${KR}) .sr(${SR}) .Test(${", ".join(TEST_ARGS)}); } $if KBLOCK > 1: TEST(${TEST_NAME}, k_div_${KBLOCK}) { $if ISA_CHECK: ${ISA_CHECK}; PackWMicrokernelTester() .n(${NR}) .k(${KBLOCK*5}) .nr(${NR}) .kr(${KR}) .sr(${SR}) .Test(${", ".join(TEST_ARGS)}); } TEST(${TEST_NAME}, k_lt_${KBLOCK}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = 1; k < ${KBLOCK}; k++) { PackWMicrokernelTester() .n(${NR}) .k(k) .nr(${NR}) .kr(${KR}) .sr(${SR}) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, k_gt_${KBLOCK}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = ${KBLOCK+1}; k < ${4 if KBLOCK == 1 else KBLOCK*2}; k++) { PackWMicrokernelTester() .n(${NR}) .k(k) .nr(${NR}) .kr(${KR}) .sr(${SR}) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, n_eq_${NR}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = 1; k < ${4 if KBLOCK == 1 else KBLOCK*2}; k++) { PackWMicrokernelTester() .n(${NR}) .k(k) .nr(${NR}) .kr(${KR}) .sr(${SR}) .Test(${", ".join(TEST_ARGS)}); } } $if NR > 1: TEST(${TEST_NAME}, n_div_${NR}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = 1; k < ${4 if KBLOCK == 1 else KBLOCK*2}; k++) { PackWMicrokernelTester() .n(${NR*2}) .k(k) .nr(${NR}) .kr(${KR}) .sr(${SR}) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, n_lt_${NR}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = 1; k < ${4 if KBLOCK == 1 else KBLOCK*2}; k++) { for (size_t n = 1; n < ${NR}; n++) { PackWMicrokernelTester() .n(n) .k(k) .nr(${NR}) .kr(${KR}) .sr(${SR}) .Test(${", ".join(TEST_ARGS)}); } } } TEST(${TEST_NAME}, n_gt_${NR}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = 1; k < ${4 if KBLOCK == 1 else KBLOCK*2}; k++) { for (size_t n = ${NR+1}; n < ${4 if NR == 1 else NR*2}; n++) { PackWMicrokernelTester() .n(n) .k(k) .nr(${NR}) .kr(${KR}) .sr(${SR}) .Test(${", ".join(TEST_ARGS)}); } } } TEST(${TEST_NAME}, g_gt_1) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t g = 2; g <= 3; g++) { for (size_t k = 1; k < ${4 if KBLOCK == 1 else KBLOCK*2}; k++) { for (size_t n = ${NR+1}; n < ${4 if NR == 1 else NR*2}; n++) { PackWMicrokernelTester() .g(2) .n(n) .k(k) .nr(${NR}) .kr(${KR}) .sr(${SR}) .Test(${", ".join(TEST_ARGS)}); } } } } TEST(${TEST_NAME}, null_bias) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t g = 2; g <= 3; g++) { for (size_t k = 1; k < ${4 if KBLOCK == 1 else KBLOCK*2}; k++) { for (size_t n = ${NR+1}; n < ${4 if NR == 1 else NR*2}; n++) { PackWMicrokernelTester() .nullbias(true) .g(2) .n(n) .k(k) .nr(${NR}) .kr(${KR}) .sr(${SR}) .Test(${", ".join(TEST_ARGS)}); } } } } """ def generate_test_cases(ukernel, nr, kr, sr, kblock, isa): """Generates all tests cases for a PACKW micro-kernel. Args: ukernel: C name of the micro-kernel function. nr: NR parameter of the PACKW micro-kernel. kr: KR parameter of the PACKW micro-kernel. sr: SR parameter of the PACKW micro-kernel. kblock: unroll factor along the K dimension. 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) return xngen.preprocess(PACKW_TEST_TEMPLATE, { "TEST_NAME": test_name.upper().replace("UKERNEL_", ""), "TEST_ARGS": [ukernel], "NR": nr, "KR": kr, "SR": sr, "KBLOCK": kblock, "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 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 #include #include "packw-microkernel-tester.h" """.format(specification=options.spec, generator=sys.argv[0]) for ukernel_spec in spec_yaml: name = ukernel_spec["name"] nr, kr, sr, kblock, arch, isa = split_ukernel_name(name) test_case = generate_test_cases(name, nr, kr, sr, kblock, 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:])