#!/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 math 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] assert param_spec.startswith("up") cr, kr = map(int, param_spec[2:].split("x")) arch, isa = xnncommon.parse_target_name(target_name) return cr, kr, arch, isa DWCONV_TEST_CODE = """\ TEST(${TEST_NAME}, c_eq_${CBLOCK}) { $if ISA_CHECK: ${ISA_CHECK}; DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(${CBLOCK}) .Test(${", ".join(TEST_ARGS)}); } $if IS_PIPELINED: TEST(${TEST_NAME}, c_eq_${CBLOCK * 2}) { $if ISA_CHECK: ${ISA_CHECK}; DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(${CBLOCK * 2}) .Test(${", ".join(TEST_ARGS)}); } $if CBLOCK > 1: TEST(${TEST_NAME}, c_div_${CBLOCK}) { $if ISA_CHECK: ${ISA_CHECK}; for (uint32_t channels = ${ADJCBLOCK + CBLOCK}; channels < ${CR * 16}; channels += ${CR * 3}) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .Test(${", ".join(TEST_ARGS)}); } } $if ACTIVATION == "MINMAX": TEST(${TEST_NAME}, c_div_${CBLOCK}_with_qmin) { $if ISA_CHECK: ${ISA_CHECK}; for (uint32_t channels = ${ADJCBLOCK + CBLOCK}; channels < ${CR * 16}; channels += ${CR * 3}) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .qmin(128) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, c_div_${CBLOCK}_with_qmax) { $if ISA_CHECK: ${ISA_CHECK}; for (uint32_t channels = ${ADJCBLOCK + CBLOCK}; channels < ${CR * 16}; channels += ${CR * 3}) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .qmax(128) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, c_lt_${ADJCBLOCK}) { $if ISA_CHECK: ${ISA_CHECK}; for (uint32_t channels = 1; channels < ${ADJCBLOCK}; channels++) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, c_gt_${ADJCBLOCK}) { $if ISA_CHECK: ${ISA_CHECK}; for (uint32_t channels = ${ADJCBLOCK + 1}; channels < ${10 if CBLOCK == 1 else ADJCBLOCK + CBLOCK}; channels++) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .Test(${", ".join(TEST_ARGS)}); } } $if ACTIVATION == "MINMAX": TEST(${TEST_NAME}, c_gt_${ADJCBLOCK}_with_qmin) { $if ISA_CHECK: ${ISA_CHECK}; for (uint32_t channels = ${ADJCBLOCK + 1}; channels < ${10 if CBLOCK == 1 else ADJCBLOCK + CBLOCK}; channels++) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .qmin(128) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, c_gt_${ADJCBLOCK}_with_qmax) { $if ISA_CHECK: ${ISA_CHECK}; for (uint32_t channels = ${ADJCBLOCK + 1}; channels < ${10 if CBLOCK == 1 else ADJCBLOCK + CBLOCK}; channels++) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .qmax(128) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, multipixel) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t channels = 1; channels <= ${CBLOCK * 5}; channels += ${max(1, CBLOCK - 1)}) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .width(3) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, multipixel_with_step) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t channels = 1; channels <= ${CBLOCK * 5}; channels += ${max(1, CBLOCK - 1)}) { for (size_t step = 2; step <= ${KR}; step++) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .width(3) .step(step) .Test(${", ".join(TEST_ARGS)}); } } } TEST(${TEST_NAME}, multipixel_with_output_stride) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t channels = 1; channels <= ${CBLOCK * 5}; channels += ${max(1, CBLOCK - 1)}) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(${CR}) .width(5) .output_stride(${next_prime(CR * 5 + 1)}) .Test(${", ".join(TEST_ARGS)}); } } $if ACTIVATION == "MINMAX": TEST(${TEST_NAME}, multipixel_with_qmin) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t channels = 1; channels <= ${CBLOCK * 5}; channels += ${max(1, CBLOCK - 1)}) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .width(3) .qmin(128) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, multipixel_with_qmax) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t channels = 1; channels <= ${CBLOCK * 5}; channels += ${max(1, CBLOCK - 1)}) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .width(3) .qmax(128) .Test(${", ".join(TEST_ARGS)}); } } $if DATATYPE == "qu8": TEST(${TEST_NAME}, input_zero_point_only) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t channels = 1; channels <= ${CBLOCK * 5}; channels += ${max(1, CBLOCK - 1)}) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .width(3) .input_zero_point(255) .kernel_zero_point(0) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, kernel_zero_point_only) { $if ISA_CHECK: ${ISA_CHECK}; for (size_t channels = 1; channels <= ${CBLOCK * 5}; channels += ${max(1, CBLOCK - 1)}) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .width(3) .input_zero_point(0) .kernel_zero_point(255) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, input_offset) { $if ISA_CHECK: ${ISA_CHECK}; for (uint32_t channels = ${ADJCBLOCK + CBLOCK}; channels < ${CR * 16}; channels += ${CR * 3}) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .input_offset(${next_prime(CR + 1) * 16}) .Test(${", ".join(TEST_ARGS)}); } } TEST(${TEST_NAME}, zero) { $if ISA_CHECK: ${ISA_CHECK}; for (uint32_t mz = 0; mz < ${KR}; mz++) { for (uint32_t channels = ${ADJCBLOCK + CBLOCK}; channels < ${CR * 16}; channels += ${CR * 3}) { DWConvMicrokernelTester() .cr(${CR}) .kr(${KR}) .channels(channels) .input_offset(${next_prime(CR + 1) * 16}) .zero_index(mz) .Test(${", ".join(TEST_ARGS)}); } } } """ def generate_test_cases(ukernel, cr, kr, c_block, is_pipelined, isa): """Generates all tests cases for a DWCONV micro-kernel. Args: ukernel: C name of the micro-kernel function. cr: CR parameter of the DWCONV micro-kernel. kr: KR parameter of the DWCONV micro-kernel. k_block: Number of C values processed per one iteration of the main loop of the micro-kernel. is_pipelined: Indicates if the micro-kernel is implemented with software pipelining. Additional test cases are generated for software pipelined micro-kernels to separately test prologue + epiloque of the pipelined loop and iteration of the pipelined loop. 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, activation, _ = ukernel.split("_", 4) if activation == "ukernel": activation = "linear" test_args = [ukernel] if activation != "linear" and not isa: test_args.append("DWConvMicrokernelTester::Variant::Scalar") return xngen.preprocess(DWCONV_TEST_CODE, { "TEST_NAME": test_name.upper().replace("UKERNEL_", ""), "TEST_ARGS": test_args, "UKERNEL_TYPE": ukernel_type.upper(), "DATATYPE": datatype, "ACTIVATION": activation.upper(), "CR": cr, "KR": kr, "CBLOCK": c_block, "ADJCBLOCK": 2 * c_block if is_pipelined else c_block, "IS_PIPELINED": is_pipelined, "ISA_CHECK": xnncommon.generate_isa_check_macro(isa), "next_prime": next_prime, "sqrt": math.sqrt, }) 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 (c) Facebook, Inc. and its affiliates. // All rights reserved. // // 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 "dwconv-microkernel-tester.h" """.format(specification=options.spec, generator=sys.argv[0]) for ukernel_spec in spec_yaml: name = ukernel_spec["name"] pipelined = bool(ukernel_spec.get("pipelined", False)) assembly = bool(ukernel_spec.get("assembly", False)) cr, kr, arch, isa = split_ukernel_name(name) # specification can override architecture arch = ukernel_spec.get("arch", arch) test_case = generate_test_cases(name, cr, kr, cr, pipelined, isa) tests += "\n\n" + xnncommon.postprocess_test_case(test_case, arch, isa, assembly) with codecs.open(options.output, "w", encoding="utf-8") as output_file: output_file.write(tests) if __name__ == "__main__": main(sys.argv[1:])