/* * 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_quantized.hpp" #include "depthwise_depthfirst_generic_quantized.hpp" #include "depthwise_depthfirst_multiplier_quantized.hpp" #include "depthwise_depthfirst_generic_multiplier_quantized.hpp" #include "depthwise_implementation_constraints.hpp" #if defined(__aarch64__) #if defined(__ARM_FEATURE_SVE) && defined(SVE2) #include "kernels/sve_u8q_nhwc_3x3_s1_output2x2_dot_depthfirst.hpp" #include "kernels/sve_u8q_nhwc_3x3_s1_output2x2_mla_depthfirst.hpp" #include "kernels/sve_u8q_nhwc_3x3_s2_output2x2_mla_depthfirst.hpp" #include "kernels/sve_u8q_nhwc_5x5_s1_output2x2_mla_depthfirst.hpp" #include "kernels/sve_u8q_packed_to_nhwc_3x3_s2_with_multiplier_output2x4_dot_depthfirst.hpp" #include "kernels/sve_u8q_packed_to_nhwc_5x5_s1_with_multiplier_output4x2_dot_depthfirst.hpp" #endif // defined(__ARM_FEATURE_SVE) && defined(SVE2) #include "kernels/a64_u8q_nhwc_3x3_s1_output2x2_dot_depthfirst.hpp" #include "kernels/a64_u8q_nhwc_3x3_s1_output2x2_mla_depthfirst.hpp" #include "kernels/a64_u8q_nhwc_3x3_s2_output2x2_mla_depthfirst.hpp" #include "kernels/a64_u8q_nhwc_5x5_s1_output2x2_mla_depthfirst.hpp" #include "kernels/a64_u8q_nhwc_generic_output9_mla_depthfirst.hpp" #include "kernels/a64_u8q_packed_to_nhwc_3x3_s2_with_multiplier_output2x4_dot_depthfirst.hpp" #include "kernels/a64_u8q_packed_to_nhwc_5x5_s1_with_multiplier_output4x2_dot_depthfirst.hpp" #include "kernels/a64_u8q_packed_to_nhwc_generic_with_multiplier_output2x8_mla_depthfirst.hpp" #endif // defined(__aarch64__) #include using arm_gemm::Requantize32; namespace arm_conv { namespace depthwise { static const DepthwiseImplementation depthwise_u8q_methods[] = { #if defined(__aarch64__) #if defined(__ARM_FEATURE_SVE) && defined(SVE2) { DepthwiseMethod::DEPTHFIRST, "sve_u8q_nhwc_3x3_s1_output2x2_dot_depthfirst", constraint(is_supported, has_no_channel_multiplier, qp_has_no_left_shift), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstQuantized(args, qp); }, }, { DepthwiseMethod::DEPTHFIRST, "sve_u8q_nhwc_3x3_s1_output2x2_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier, qp_has_no_left_shift), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstQuantized(args, qp); }, }, { DepthwiseMethod::DEPTHFIRST, "sve_u8q_nhwc_3x3_s2_output2x2_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier, qp_has_no_left_shift), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstQuantized(args, qp); }, }, { DepthwiseMethod::DEPTHFIRST, "sve_u8q_nhwc_5x5_s1_output2x2_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier, qp_has_no_left_shift), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstQuantized(args, qp); }, }, { DepthwiseMethod::DEPTHFIRST, "sve_u8q_packed_to_nhwc_3x3_s2_with_multiplier_output2x4_dot_depthfirst", constraint(is_supported, qp_has_no_left_shift), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstWithMultiplierQuantized(args, qp); }, }, { DepthwiseMethod::DEPTHFIRST, "sve_u8q_packed_to_nhwc_5x5_s1_with_multiplier_output4x2_dot_depthfirst", constraint(is_supported, qp_has_no_left_shift), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstWithMultiplierQuantized(args, qp); }, }, #endif // defined(__ARM_FEATURE_SVE) && defined(SVE2) { DepthwiseMethod::DEPTHFIRST, "a64_u8q_nhwc_3x3_s1_output2x2_dot_depthfirst", constraint(is_supported, cpu_has_dot_product, has_no_channel_multiplier, qp_has_no_left_shift), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstQuantized(args, qp); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_u8q_nhwc_3x3_s1_output2x2_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier, qp_has_no_left_shift), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstQuantized(args, qp); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_u8q_nhwc_3x3_s2_output2x2_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier, qp_has_no_left_shift), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstQuantized(args, qp); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_u8q_nhwc_5x5_s1_output2x2_mla_depthfirst", constraint(is_supported, has_no_channel_multiplier, qp_has_no_left_shift), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstQuantized(args, qp); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_u8q_nhwc_generic_output3x3_mla_depthfirst", constraint(has_no_channel_multiplier), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstGenericQuantized(args, qp); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_u8q_packed_to_nhwc_3x3_s2_with_multiplier_output2x4_dot_depthfirst", constraint(is_supported, cpu_has_dot_product, qp_has_no_left_shift), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstWithMultiplierQuantized(args, qp); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_u8q_packed_to_nhwc_5x5_s1_with_multiplier_output4x2_dot_depthfirst", constraint(is_supported, cpu_has_dot_product, qp_has_no_left_shift), nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstWithMultiplierQuantized(args, qp); }, }, { DepthwiseMethod::DEPTHFIRST, "a64_u8q_packed_to_nhwc_generic_with_multiplier_output2x8_mla_depthfirst", nullptr, nullptr, [] (const DepthwiseArgs &args, const Requantize32 &qp) -> DepthwiseCommon * { return new DepthwiseDepthfirstGenericWithMultiplierQuantized(args, qp); }, }, #endif // defined(__aarch64__) { DepthwiseMethod::DEFAULT, "", nullptr, nullptr, nullptr }, // End of list }; template <> const DepthwiseImplementation *depthwise_implementation_list() { return depthwise_u8q_methods; } template UniqueDepthwiseCommon depthwise(const DepthwiseArgs &, const Requantize32 &); template std::vector get_compatible_kernels(const DepthwiseArgs &, const Requantize32 &); } // namespace depthwise } // namespace arm_conv