depthwise_fp32.cpp

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/*
 * Copyright (c) 2021-2023 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_planar.hpp"
 
#include "depthwise_implementation_constraints.hpp"
 
#include "interleaves/list.hpp"
 
#if defined(__aarch64__)
#if defined(ARM_COMPUTE_ENABLE_SVE)
#if defined(ARM_COMPUTE_ENABLE_SME2)
#include "kernels/sme2_fp32bf16fp32_planar_3x3_s1_4rows_dot_za.hpp"
#include "kernels/sme2_fp32bf16fp32_planar_3x3_s2_4rows_dot_za.hpp"
#include "kernels/sme2_fp32bf16fp32_planar_5x5_s1_4rows_dot_za.hpp"
#include "kernels/sme2_fp32bf16fp32_planar_5x5_s2_4rows_dot_za.hpp"
 
#include "kernels/sme2_fp32_planar_3x3_s1_4rows_mla_za.hpp"
#include "kernels/sme2_fp32_planar_3x3_s2_4rows_mla_za.hpp"
#include "kernels/sme2_fp32_planar_5x5_s1_4rows_mla_za.hpp"
#include "kernels/sme2_fp32_planar_5x5_s2_4rows_mla_za.hpp"
 
#include "kernels/sme2_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst.hpp"
#include "kernels/sme2_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst.hpp"
#include "kernels/sme2_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst.hpp"
#include "kernels/sme2_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst.hpp"
#endif  // defined(ARM_COMPUTE_ENABLE_SME2)
 
#include "kernels/sve_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst.hpp"
#include "kernels/sve_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst.hpp"
#include "kernels/sve_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst.hpp"
#include "kernels/sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst.hpp"
#include "kernels/sve_fp32_nhwc_5x5_s1_output2x2_mla_depthfirst.hpp"
#include "kernels/sve_fp32_nhwc_generic_output9_mla_depthfirst.hpp"
#include "kernels/sve_fp32_packed_to_nhwc_3x3_s2_with_multiplier_output3x3_mla_depthfirst.hpp"
#include "kernels/sve_fp32_packed_to_nhwc_5x5_s1_with_multiplier_output2x4_mla_depthfirst.hpp"
#include "kernels/sve_fp32_packed_to_nhwc_generic_with_multiplier_output2x8_mla_depthfirst.hpp"
#endif  // defined(ARM_COMPUTE_ENABLE_SVE)
#include "kernels/a64_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst.hpp"
#include "kernels/a64_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst.hpp"
#include "kernels/a64_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst.hpp"
#include "kernels/a64_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst.hpp"
#include "kernels/a64_fp32_nhwc_5x5_s1_output2x2_mla_depthfirst.hpp"
#include "kernels/a64_fp32_nhwc_generic_output9_mla_depthfirst.hpp"
#include "kernels/a64_fp32_packed_to_nhwc_3x3_s2_with_multiplier_output3x3_mla_depthfirst.hpp"
#include "kernels/a64_fp32_packed_to_nhwc_5x5_s1_with_multiplier_output2x4_mla_depthfirst.hpp"
#include "kernels/a64_fp32_packed_to_nhwc_generic_with_multiplier_output2x8_mla_depthfirst.hpp"
#endif  // defined(__aarch64__)
 
namespace arm_conv {
namespace depthwise {
 
namespace
{
#if defined(__aarch64__)
  bool prefer_premultiply(const DepthwiseArgs &args) {
    if ((args.stride_rows != args.stride_cols) || (args.kernel_rows != args.kernel_cols))
    {
      return false;
    }
 
    unsigned int threshold;
 
    if (args.stride_rows == 1 && args.kernel_rows == 3)
    {
      threshold = 18;
    }
    else if (args.stride_rows == 1 && args.kernel_rows == 5)
    {
      threshold = 5;
    }
    else if (args.stride_rows == 2 && args.kernel_rows == 3)
    {
      threshold = 5;
    }
    else if (args.stride_rows == 2 && args.kernel_rows == 5)
    {
      threshold = 12;
    } else
    {
      return false;
    }
 
    return args.channel_multiplier <= threshold;
  }
 
  template <class Strategy>
  unsigned int cycle_estimate(const DepthwiseArgs &args, const Nothing &)
  {
    if (args.channel_multiplier > 1 && !prefer_premultiply(args))
    {
      return std::numeric_limits<unsigned int>::max();
    }
 
    // 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<typename Strategy::return_type>(Strategy::vl_type)
          );
  }
 
  template <class Strategy>
  unsigned int planar_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) *
           args.output_cols *
           arm_gemm::iceildiv(
            (long unsigned) args.input_channels * args.channel_multiplier,
            arm_gemm::utils::get_vector_length<typename Strategy::return_type>(Strategy::vl_type)
          );
  }
 
  template <class Strategy>
  unsigned int fast_mode_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<typename Strategy::return_type>(Strategy::vl_type)
          ) * 2 / 3;
  }
 
  unsigned int multiplier_cycle_estimate(const DepthwiseArgs &args, const Nothing &)
  {
    return prefer_premultiply(args)? std::numeric_limits<unsigned int>::max() : 0;
  }
 
  unsigned int not_preferred(const DepthwiseArgs &, const Nothing &)
  {
    return std::numeric_limits<unsigned int>::max();
  }
 
  bool fast_mode_enabled(const DepthwiseArgs &args, const void *) __attribute__ ((unused));
  bool fast_mode_enabled(const DepthwiseArgs &args, const void *)
  {
    return args.fast_mode;
  }
#endif // defined(__aarch64__)
}
 
static const DepthwiseImplementation<float, float> depthwise_fp32_methods[] = {
#if defined(__aarch64__)
#if defined(ARM_COMPUTE_ENABLE_SVE)
#if defined(ARM_COMPUTE_ENABLE_SME2)
  {
    DepthwiseMethod::PLANAR,
    "sme2_fp32bf16fp32_planar_3x3_s1_4rows_dot_za",
    constraint(fast_mode_enabled,
               cpu_has_sme, cpu_has_sme2,
               is_supported<sme2_fp32bf16fp32_planar_3x3_s1_4rows_dot_za>,
               has_no_channel_multiplier, no_prime_right_pad),
    nullptr,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sme2_fp32bf16fp32_planar_3x3_s1_4rows_dot_za(args.cpu_info);
      return new DepthwisePlanar<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::PLANAR,
    "sme2_fp32bf16fp32_planar_3x3_s2_4rows_dot_za",
    constraint(fast_mode_enabled,
               cpu_has_sme, cpu_has_sme2,
               is_supported<sme2_fp32bf16fp32_planar_3x3_s2_4rows_dot_za>,
               has_no_channel_multiplier, no_prime_right_pad),
    nullptr,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sme2_fp32bf16fp32_planar_3x3_s2_4rows_dot_za(args.cpu_info);
      return new DepthwisePlanar<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::PLANAR,
    "sme2_fp32bf16fp32_planar_5x5_s1_4rows_dot_za",
    constraint(fast_mode_enabled,
               cpu_has_sme, cpu_has_sme2,
               is_supported<sme2_fp32bf16fp32_planar_5x5_s1_4rows_dot_za>,
               has_no_channel_multiplier, no_prime_right_pad),
    nullptr,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sme2_fp32bf16fp32_planar_5x5_s1_4rows_dot_za(args.cpu_info);
      return new DepthwisePlanar<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::PLANAR,
    "sme2_fp32bf16fp32_planar_5x5_s2_4rows_dot_za",
    constraint(fast_mode_enabled,
               cpu_has_sme, cpu_has_sme2,
               is_supported<sme2_fp32bf16fp32_planar_5x5_s2_4rows_dot_za>,
               has_no_channel_multiplier, no_prime_right_pad),
    nullptr,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sme2_fp32bf16fp32_planar_5x5_s2_4rows_dot_za(args.cpu_info);
      return new DepthwisePlanar<float>(strat, args);
    },
  },
 
  {
    DepthwiseMethod::PLANAR,
    "sme2_fp32_planar_3x3_s1_4rows_mla_za",
    constraint(cpu_has_sme, cpu_has_sme2,
               is_supported<sme2_fp32_planar_3x3_s1_4rows_mla_za>,
               has_no_channel_multiplier, no_prime_right_pad),
    [] (const DepthwiseArgs &args, const Nothing &os) -> unsigned int {
      // Heuristic, don't prefer this kernel unless the input plane is greater
      // than the number of channels.
      if (args.input_rows * args.input_cols < args.input_channels)
        return UINT32_MAX;
 
      return planar_cycle_estimate<sme2_fp32_planar_3x3_s1_4rows_mla_za>(args, os);
    },
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sme2_fp32_planar_3x3_s1_4rows_mla_za(args.cpu_info);
      return new DepthwisePlanar<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::PLANAR,
    "sme2_fp32_planar_3x3_s2_4rows_mla_za",
    constraint(cpu_has_sme, cpu_has_sme2,
               is_supported<sme2_fp32_planar_3x3_s2_4rows_mla_za>,
               has_no_channel_multiplier, no_prime_right_pad),
    planar_cycle_estimate<sme2_fp32_planar_3x3_s2_4rows_mla_za>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sme2_fp32_planar_3x3_s2_4rows_mla_za(args.cpu_info);
      return new DepthwisePlanar<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::PLANAR,
    "sme2_fp32_planar_5x5_s1_4rows_mla_za",
    constraint(cpu_has_sme, cpu_has_sme2,
               is_supported<sme2_fp32_planar_5x5_s1_4rows_mla_za>,
               has_no_channel_multiplier, no_prime_right_pad),
    nullptr,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sme2_fp32_planar_5x5_s1_4rows_mla_za(args.cpu_info);
      return new DepthwisePlanar<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::PLANAR,
    "sme2_fp32_planar_5x5_s2_4rows_mla_za",
    constraint(cpu_has_sme, cpu_has_sme2,
               is_supported<sme2_fp32_planar_5x5_s2_4rows_mla_za>,
               has_no_channel_multiplier, no_prime_right_pad),
    nullptr,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sme2_fp32_planar_5x5_s2_4rows_mla_za(args.cpu_info);
      return new DepthwisePlanar<float>(strat, args);
    },
  },
 
  {
    DepthwiseMethod::DEPTHFIRST,
    "sme2_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst",
    constraint(cpu_has_sme,  cpu_has_sme2,
               is_supported<sme2_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst>),
    cycle_estimate<sme2_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sme2_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float, float, float, float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "sme2_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst",
    constraint(cpu_has_sme, cpu_has_sme2,
               is_supported<sme2_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst>),
    cycle_estimate<sme2_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sme2_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float, float, float, float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "sme2_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst",
    constraint(cpu_has_sme, cpu_has_sme2,
               is_supported<sme2_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst>),
    cycle_estimate<sme2_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sme2_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float, float, float, float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "sme2_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst",
    constraint(cpu_has_sme, cpu_has_sme2,
               is_supported<sme2_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst>),
    cycle_estimate<sme2_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sme2_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float, float, float, float>(strat, args);
    },
  },
#endif  // defined(ARM_COMPUTE_ENABLE_SME2)
  {
    DepthwiseMethod::DEPTHFIRST,
    "sve_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst",
    constraint(is_supported<sve_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst>,
               cpu_has_sve),
    cycle_estimate<sve_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sve_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "sve_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst",
    constraint(is_supported<sve_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst>,
               cpu_has_sve),
    cycle_estimate<sve_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sve_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "sve_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst",
    constraint(is_supported<sve_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst>,
              cpu_has_sve),
    cycle_estimate<sve_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sve_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst",
    constraint(is_supported<sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst>,
               cpu_has_sve),
    cycle_estimate<sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sve_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "sve_fp32_nhwc_5x5_s1_output2x2_mla_depthfirst",
    constraint(is_supported<sve_fp32_nhwc_5x5_s1_output2x2_mla_depthfirst>,
               cpu_has_sve),
    cycle_estimate<sve_fp32_nhwc_5x5_s1_output2x2_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sve_fp32_nhwc_5x5_s1_output2x2_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "sve_fp32_nhwc_generic_output3x3_mla_depthfirst",
    constraint(cpu_has_sve),
    not_preferred,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto kern = new sve_fp32_nhwc_generic_output9_mla_depthfirst(args.cpu_info);
      auto strat = new GenericDepthfirstStrategy<float>(kern, 3, 3, args);
      return new DepthwiseDepthfirstGeneric<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "sve_fp32_nhwc_3x3_s2_with_multiplier_output3x3_mla_depthfirst",
    constraint(is_supported<sve_fp32_packed_to_nhwc_3x3_s2_with_multiplier_output3x3_mla_depthfirst>,
               cpu_has_sve, has_channel_multiplier),
    multiplier_cycle_estimate,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sve_fp32_packed_to_nhwc_3x3_s2_with_multiplier_output3x3_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirstMultiplier<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "sve_fp32_nhwc_5x5_s1_with_multiplier_output2x4_mla_depthfirst",
    constraint(is_supported<sve_fp32_packed_to_nhwc_5x5_s1_with_multiplier_output2x4_mla_depthfirst>,
               cpu_has_sve, has_channel_multiplier),
    multiplier_cycle_estimate,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new sve_fp32_packed_to_nhwc_5x5_s1_with_multiplier_output2x4_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirstMultiplier<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "sve_fp32_nhwc_generic_with_multiplier_output2x8_mla_depthfirst",
    constraint(cpu_has_sve, has_channel_multiplier),
    multiplier_cycle_estimate,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto kern = new sve_fp32_packed_to_nhwc_generic_with_multiplier_output2x8_mla_depthfirst(args.cpu_info);
      auto strat = new GenericDepthfirstMultiplierStrategy<float>(kern, args);
      return new DepthwiseDepthfirstMultiplier<float, float, float, float, true>(strat, args);
    },
  },
#endif  // defined(ARM_COMPUTE_ENABLE_SVE)
  {
    DepthwiseMethod::DEPTHFIRST,
    "a64_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst",
    constraint(is_supported<a64_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst>),
    cycle_estimate<a64_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new a64_fp32_nhwc_3x3_s1_output4x4_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "a64_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst",
    constraint(is_supported<a64_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst>),
    cycle_estimate<a64_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new a64_fp32_nhwc_3x3_s1_output3x3_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "a64_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst",
    constraint(is_supported<a64_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst>),
    cycle_estimate<a64_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new a64_fp32_nhwc_3x3_s1_output2x2_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "a64_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst",
    constraint(is_supported<a64_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst>),
    cycle_estimate<a64_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new a64_fp32_nhwc_3x3_s2_output2x2_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "a64_fp32_nhwc_5x5_s1_output2x2_mla_depthfirst",
    constraint(is_supported<a64_fp32_nhwc_5x5_s1_output2x2_mla_depthfirst>),
    cycle_estimate<a64_fp32_nhwc_5x5_s1_output2x2_mla_depthfirst>,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new a64_fp32_nhwc_5x5_s1_output2x2_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirst<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "a64_fp32_nhwc_generic_output3x3_mla_depthfirst",
    nullptr,
    not_preferred,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto kern = new a64_fp32_nhwc_generic_output9_mla_depthfirst(args.cpu_info);
      auto strat = new GenericDepthfirstStrategy<float>(kern, 3, 3, args);
      return new DepthwiseDepthfirstGeneric<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "a64_fp32_nhwc_3x3_s2_with_multiplier_output3x3_mla_depthfirst",
    constraint(is_supported<a64_fp32_packed_to_nhwc_3x3_s2_with_multiplier_output3x3_mla_depthfirst>,
               has_channel_multiplier),
    multiplier_cycle_estimate,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new a64_fp32_packed_to_nhwc_3x3_s2_with_multiplier_output3x3_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirstMultiplier<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "a64_fp32_nhwc_5x5_s1_with_multiplier_output2x4_mla_depthfirst",
    constraint(is_supported<a64_fp32_packed_to_nhwc_5x5_s1_with_multiplier_output2x4_mla_depthfirst>,
               has_channel_multiplier),
    multiplier_cycle_estimate,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto strat = new a64_fp32_packed_to_nhwc_5x5_s1_with_multiplier_output2x4_mla_depthfirst(args.cpu_info);
      return new DepthwiseDepthfirstMultiplier<float>(strat, args);
    },
  },
  {
    DepthwiseMethod::DEPTHFIRST,
    "a64_fp32_nhwc_generic_with_multiplier_output2x8_mla_depthfirst",
    constraint(has_channel_multiplier),
    multiplier_cycle_estimate,
    [] (const DepthwiseArgs &args, const Nothing &) -> DepthwiseCommon<float, float, float> * {
      auto kern = new a64_fp32_packed_to_nhwc_generic_with_multiplier_output2x8_mla_depthfirst(args.cpu_info);
      auto strat = new GenericDepthfirstMultiplierStrategy<float>(kern, args);
      return new DepthwiseDepthfirstMultiplier<float, float, float, float, true>(strat, args);
    },
  },
#endif  // defined(__aarch64__)
  { DepthwiseMethod::DEFAULT, "", nullptr, nullptr, nullptr },  // End of list
};
 
template <>
const DepthwiseImplementation<float> *depthwise_implementation_list()
{
  return depthwise_fp32_methods;
}
 
template UniqueDepthwiseCommon<float> depthwise(const DepthwiseArgs &, const Nothing &);
template std::vector<KernelDescription> get_compatible_kernels<float>(const DepthwiseArgs &, const Nothing &);
 
}  // namespace depthwise
}  // namespace arm_conv