#!/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 bisect import codecs import os 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='XNNPACK generator') parser.add_argument("-s", "--spec", metavar="FILE", required=True, help="Spec (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): common_name, target_name = name.split("__", 1) common_parts = common_name.split("_") param_spec = common_parts[-1].split("x") mr = int(param_spec[0]) arch, isa = xnncommon.parse_target_name(target_name) return mr, arch, isa PACK_TEST_CODE = """\ TEST(${TEST_NAME}, k_eq_${KBLOCK}) { $if ISA_CHECK: ${ISA_CHECK}; PackMicrokernelTester() .mr(${MR}) .m(${MR}) .k(${KBLOCK}) .Test(${UKERNEL_NAME}); } TEST(${TEST_NAME}, k_eq_${KBLOCK}_subtile) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t m = 1; m <= ${MR}; m++) { PackMicrokernelTester() .mr(${MR}) .m(m) .k(${KBLOCK}) .Test(${UKERNEL_NAME}); } } $if KBLOCK != 1: TEST(${TEST_NAME}, k_lt_${KBLOCK}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = 1; k < ${KBLOCK}; k++) { PackMicrokernelTester() .mr(${MR}) .m(${MR}) .k(k) .Test(${UKERNEL_NAME}); } } TEST(${TEST_NAME}, k_lt_${KBLOCK}_subtile) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = 1; k < ${KBLOCK}; k++) { for (size_t m = 1; m <= ${MR}; m++) { PackMicrokernelTester() .mr(${MR}) .m(m) .k(k) .Test(${UKERNEL_NAME}); } } } TEST(${TEST_NAME}, k_gt_${KBLOCK}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = ${KBLOCK + 1}; k < ${10 if KBLOCK == 1 else KBLOCK * 2}; k++) { PackMicrokernelTester() .mr(${MR}) .m(${MR}) .k(k) .Test(${UKERNEL_NAME}); } } TEST(${TEST_NAME}, k_gt_${KBLOCK}_subtile) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = ${KBLOCK + 1}; k < ${10 if KBLOCK == 1 else KBLOCK * 2}; k++) { for (size_t m = 1; m <= ${MR}; m++) { PackMicrokernelTester() .mr(${MR}) .m(m) .k(k) .Test(${UKERNEL_NAME}); } } } $if KBLOCK > 1: TEST(${TEST_NAME}, k_div_${KBLOCK}) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = ${KBLOCK * 2}; k < ${KBLOCK * 10}; k += ${KBLOCK}) { PackMicrokernelTester() .mr(${MR}) .m(${MR}) .k(k) .Test(${UKERNEL_NAME}); } } TEST(${TEST_NAME}, k_div_${KBLOCK}_subtile) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = ${KBLOCK * 2}; k < ${KBLOCK * 10}; k += ${KBLOCK}) { for (size_t m = 1; m <= ${MR}; m++) { PackMicrokernelTester() .mr(${MR}) .m(m) .k(k) .Test(${UKERNEL_NAME}); } } } TEST(${TEST_NAME}, strided_x) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t k = 1; k <= ${KBLOCK * 5}; k += ${KBLOCK + 1}) { PackMicrokernelTester() .mr(${MR}) .m(${MR}) .k(k) .x_stride(${next_prime(KBLOCK * 5 + 1)}) .Test(${UKERNEL_NAME}); } } """ def generate_test_cases(ukernel, mr, k_block, isa): """Generates all tests cases for a GEMM micro-kernel. Args: ukernel: C name of the micro-kernel function. mr: MR parameter of the PACK micro-kernel. k_block: Number of K values processed per one iteration of the main 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(PACK_TEST_CODE, { "TEST_NAME": test_name.upper().replace("UKERNEL_", ""), "UKERNEL_TYPE": ukernel_type.upper(), "UKERNEL_NAME": ukernel, "DATATYPE": datatype, "MR": mr, "KBLOCK": k_block, "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 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 "pack-microkernel-tester.h" """.format(specification=options.spec, generator=sys.argv[0]) for ukernel_spec in spec_yaml: name = ukernel_spec["name"] k_block = int(ukernel_spec["k-block"]) mr, arch, isa = split_ukernel_name(name) # specification can override architecture arch = ukernel_spec.get("arch", arch) test_case = generate_test_cases(name, mr, k_block, isa) tests += "\n\n" + xnncommon.postprocess_test_case(test_case, arch, isa) with codecs.open(options.output, "w", encoding="utf-8") as output_file: output_file.write(tests) if __name__ == "__main__": main(sys.argv[1:])