/* * Copyright (c) 2021 Arm Limited. * * SPDX-License-Identifier: MIT * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to * deal in the Software without restriction, including without limitation the * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or * sell copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ #include "arm_gemm_local.hpp" #include "depthwise_implementation.hpp" #include "depthwise_depthfirst.hpp" #include "depthwise_depthfirst_generic.hpp" #include "depthwise_depthfirst_multiplier.hpp" #include "depthwise_depthfirst_generic_multiplier.hpp" #include "depthwise_implementation_constraints.hpp" #if defined(__aarch64__) #if defined(__ARM_FEATURE_SVE) #include "kernels/sve_fp16_nhwc_3x3_s1_output4x4_mla_depthfirst.hpp" #include "kernels/sve_fp16_nhwc_3x3_s1_output3x3_mla_depthfirst.hpp" #include "kernels/sve_fp16_nhwc_3x3_s1_output2x2_mla_depthfirst.hpp" #include "kernels/sve_fp16_nhwc_3x3_s2_output2x2_mla_depthfirst.hpp" #include "kernels/sve_fp16_nhwc_5x5_s1_output2x2_mla_depthfirst.hpp" #endif // defined(__ARM_FEATURE_SVE) #include "kernels/a64_fp16_nhwc_3x3_s1_output4x4_mla_depthfirst.hpp" #include "kernels/a64_fp16_nhwc_3x3_s1_output3x3_mla_depthfirst.hpp" #include "kernels/a64_fp16_nhwc_3x3_s1_output2x2_mla_depthfirst.hpp" #include "kernels/a64_fp16_nhwc_3x3_s2_output2x2_mla_depthfirst.hpp" #include "kernels/a64_fp16_nhwc_5x5_s1_output2x2_mla_depthfirst.hpp" #include "kernels/a64_fp16_nhwc_generic_output9_mla_depthfirst.hpp" #include "kernels/a64_fp16_packed_to_nhwc_generic_with_multiplier_output2x8_mla_depthfirst.hpp" #endif // defined(__aarch64__) namespace arm_conv { namespace depthwise { namespace { template unsigned int cycle_estimate(const DepthwiseArgs &args, const Nothing &) { // First-pass: compute the number of output pixels which will be computed. return arm_gemm::roundup(args.output_rows, Strategy::output_rows) * arm_gemm::roundup(args.output_cols, Strategy::output_cols) * arm_gemm::iceildiv( (long unsigned) args.input_channels * args.channel_multiplier, arm_gemm::utils::get_vector_length(Strategy::vl_type) ); } #if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) unsigned int not_preferred(const DepthwiseArgs &, const Nothing &) { return std::numeric_limits::max(); } unsigned int not_preferred_if_no_multiplier(const DepthwiseArgs &args, const Nothing &) { return args.channel_multiplier > 1 ? 0 : std::numeric_limits::max(); } #endif // defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) } #if defined(__ARM_FP16_ARGS) static const DepthwiseImplementation<__fp16, __fp16> depthwise_fp16_methods[] = { #if defined(__aarch64__) #if defined(__ARM_FEATURE_SVE) { DepthwiseMethod::DEPTHFIRST, "sve_fp16_nhwc_3x3_s1_output4x4_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier), cycle_estimate, [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<__fp16, __fp16, __fp16> * { return new DepthwiseDepthfirst(args); }, }, { DepthwiseMethod::DEPTHFIRST, "sve_fp16_nhwc_3x3_s1_output3x3_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier), cycle_estimate, [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<__fp16, __fp16, __fp16> * { return new DepthwiseDepthfirst(args); }, }, { DepthwiseMethod::DEPTHFIRST, "sve_fp16_nhwc_3x3_s1_output2x2_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier), cycle_estimate, [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<__fp16, __fp16, __fp16> * { return new DepthwiseDepthfirst(args); }, }, { DepthwiseMethod::DEPTHFIRST, "sve_fp16_nhwc_3x3_s2_output2x2_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier), cycle_estimate, [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<__fp16, __fp16, __fp16> * { return new DepthwiseDepthfirst(args); }, }, { DepthwiseMethod::DEPTHFIRST, "sve_fp16_nhwc_5x5_s1_output2x2_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier), cycle_estimate, [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<__fp16, __fp16, __fp16> * { return new DepthwiseDepthfirst(args); }, }, #endif // defined(__ARM_FEATURE_SVE) #if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) { DepthwiseMethod::DEPTHFIRST, "a64_fp16_nhwc_3x3_s1_output4x4_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier), cycle_estimate, [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<__fp16, __fp16, __fp16> * { return new DepthwiseDepthfirst(args); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_fp16_nhwc_3x3_s1_output3x3_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier), cycle_estimate, [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<__fp16, __fp16, __fp16> * { return new DepthwiseDepthfirst(args); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_fp16_nhwc_3x3_s1_output2x2_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier), cycle_estimate, [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<__fp16, __fp16, __fp16> * { return new DepthwiseDepthfirst(args); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_fp16_nhwc_3x3_s2_output2x2_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier), cycle_estimate, [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<__fp16, __fp16, __fp16> * { return new DepthwiseDepthfirst(args); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_fp16_nhwc_5x5_s1_output2x2_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier), cycle_estimate, [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<__fp16, __fp16, __fp16> * { return new DepthwiseDepthfirst(args); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_fp16_nhwc_generic_output3x3_mla_depthfirst", constraint(has_no_channel_multiplier), not_preferred, [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<__fp16, __fp16, __fp16> * { return new DepthwiseDepthfirstGeneric(args); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_fp16_nhwc_generic_with_multiplier_output2x8_mla_depthfirst", nullptr, not_preferred_if_no_multiplier, [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<__fp16, __fp16, __fp16> * { return new DepthwiseDepthfirstGenericWithMultiplier(args); }, }, #endif // defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) #endif // defined(__aarch64__) { DepthwiseMethod::DEFAULT, "", nullptr, nullptr, nullptr }, // End of list }; template <> const DepthwiseImplementation<__fp16> *depthwise_implementation_list() { return depthwise_fp16_methods; } template UniqueDepthwiseCommon<__fp16> depthwise(const DepthwiseArgs &, const Nothing &); template std::vector get_compatible_kernels<__fp16>(const DepthwiseArgs &, const Nothing &); #endif // defined(__ARM_FP16_ARGS) } // namespace depthwise } // namespace arm_conv