onednn-src 0.1.13

Source of oneAPI Deep Neural Network Library (oneDNN)
Documentation 
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/*******************************************************************************
* Copyright 2019 Intel Corporation
* Copyright 2020-2026 Arm Ltd. and affiliates
* Copyright 2020-2026 FUJITSU LIMITED
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
*     http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*******************************************************************************/

#include <map>
#include <vector>

#include "common/c_types_map.hpp"
#include "common/convolution_pd.hpp"

#include "cpu/cpu_engine.hpp"

#include "cpu/gemm_convolution.hpp"
#include "cpu/gemm_x8s8s32x_convolution.hpp"
#include "cpu/ref_convolution.hpp"
#include "cpu/ref_convolution_int8.hpp"
#include "cpu/ref_fused_convolution.hpp"

#if DNNL_X64
#include "cpu/x64/gemm_bf16_convolution.hpp"
#include "cpu/x64/ip_convolution.hpp"
#include "cpu/x64/jit_avx2_1x1_convolution.hpp"
#include "cpu/x64/jit_avx2_convolution.hpp"
#include "cpu/x64/jit_avx512_common_1x1_convolution.hpp"
#include "cpu/x64/jit_avx512_common_convolution.hpp"
#include "cpu/x64/jit_avx512_core_amx_1x1_convolution.hpp"
#include "cpu/x64/jit_avx512_core_amx_convolution.hpp"
#include "cpu/x64/jit_avx512_core_bf16_1x1_convolution.hpp"
#include "cpu/x64/jit_avx512_core_bf16_convolution.hpp"
#include "cpu/x64/jit_avx512_core_x8s8s32x_1x1_convolution.hpp"
#include "cpu/x64/jit_avx512_core_x8s8s32x_convolution.hpp"
#include "cpu/x64/jit_brdgmm_dw_conv.hpp"
#include "cpu/x64/jit_brgemm_1x1_conv.hpp"
#include "cpu/x64/jit_brgemm_conv.hpp"
#include "cpu/x64/jit_brgemm_conv_bwd.hpp"
#include "cpu/x64/jit_brgemm_conv_bwd_strided.hpp"
#include "cpu/x64/jit_brgemm_conv_bwd_w.hpp"
#include "cpu/x64/jit_sse41_1x1_convolution.hpp"
#include "cpu/x64/jit_sse41_convolution.hpp"
#include "cpu/x64/jit_uni_dw_convolution.hpp"
#include "cpu/x64/jit_uni_ncsp_convolution.hpp"
#include "cpu/x64/jit_uni_x8s8s32x_1x1_convolution.hpp"
#include "cpu/x64/jit_uni_x8s8s32x_convolution.hpp"
using namespace dnnl::impl::cpu::x64;
#elif DNNL_AARCH64
#include "cpu/aarch64/jit_brdgmm_dw_conv.hpp"
#include "cpu/aarch64/jit_brgemm_1x1_conv.hpp"
#include "cpu/aarch64/jit_brgemm_conv.hpp"
#include "cpu/aarch64/jit_brgemm_conv_bwd.hpp"
#include "cpu/aarch64/jit_sve_1x1_convolution.hpp"
#include "cpu/aarch64/jit_sve_512_x8s8s32x_convolution.hpp"
#include "cpu/aarch64/jit_sve_convolution.hpp"
#include "cpu/aarch64/jit_uni_dw_convolution.hpp"
#if defined(DNNL_AARCH64_USE_ACL)
#include "cpu/aarch64/acl_depthwise_convolution.hpp"
#include "cpu/aarch64/acl_gemm_convolution.hpp"
#include "cpu/aarch64/acl_indirect_gemm_convolution.hpp"
#include "cpu/aarch64/acl_winograd_convolution.hpp"
#endif
using namespace dnnl::impl::cpu::aarch64;
#elif DNNL_RV64
#if defined(DNNL_RISCV_USE_RVV_INTRINSICS)
#include "cpu/rv64/jit_rvv_1x1_convolution.hpp"
#include "cpu/rv64/rvv_brgemm_conv.hpp"
#include "cpu/rv64/rvv_gemm_convolution.hpp"
using namespace dnnl::impl::cpu::rv64;
#endif // DNNL_RISCV_USE_RVV_INTRINSICS
#endif

namespace dnnl {
namespace impl {
namespace cpu {

namespace {
using namespace dnnl::impl::data_type;
using namespace dnnl::impl::prop_kind;

// clang-format off
#define BRGEMM_FP8_FWD_CONVS(dtsrc, dtwei, dtdst) { \
    {forward, dtsrc, dtwei, dtdst}, { \
        CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx10_2_amx_2>) \
        CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx10_2_amx_2>) \
        CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx10_1_512_amx_fp16>) \
        CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx10_1_512_amx_fp16>) \
        CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx10_2>) \
        CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx10_2>) \
        CPU_INSTANCE(ref_convolution_fwd_t) \
        nullptr, \
    } \
}

#define BRGEMM_FP8_BWD_D_CONVS(dtsrc, dtwei, dtdst) { \
    {backward_data, dtsrc, dtwei, dtdst}, REG_BWD_D_PK({ \
        CPU_INSTANCE_AMX(brgemm_convolution_bwd_t<avx10_2_amx_2>) \
        CPU_INSTANCE_AMX(brgemm_convolution_bwd_t<avx10_1_512_amx_fp16>) \
        CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx10_2_amx_2>) \
        CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx10_1_512_amx_fp16>) \
        CPU_INSTANCE_AVX512(brgemm_convolution_bwd_t<avx10_2>) \
        CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx10_2>) \
        CPU_INSTANCE(ref_convolution_bwd_data_t) \
        nullptr, \
    }) \
}

#define BRGEMM_FP8_BWD_W_CONVS(dtsrc, dtwei, dtdst) { \
    {backward_weights, dtsrc, dtwei, dtdst}, REG_BWD_PK({ \
        CPU_INSTANCE_AMX(brgemm_convolution_bwd_weights_t) \
        CPU_INSTANCE(ref_convolution_bwd_weights_t) \
        nullptr, \
    }) \
}

const std::map<pk_dt_impl_key_t, std::vector<impl_list_item_t>> &impl_list_map() {
    static const std::map<pk_dt_impl_key_t, std::vector<impl_list_item_t>> the_map = REG_CONV_P({
        // FWD fp
        {{forward, f32, f32, f32}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx10_2_amx_2>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx10_2_amx_2>)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_common_dw_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_common_1x1_convolution_fwd_f32_t)
            CPU_INSTANCE_AVX512(jit_avx512_common_convolution_fwd_t<f32>)
            CPU_INSTANCE_AVX2(jit_avx2_dw_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AVX2(jit_avx2_1x1_convolution_fwd_t)
            CPU_INSTANCE_SSE41(jit_sse41_dw_convolution_fwd_t)
            CPU_INSTANCE_SSE41(jit_sse41_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX2(jit_avx2_convolution_fwd_t)
            CPU_INSTANCE_SSE41(jit_sse41_convolution_fwd_t)
            CPU_INSTANCE_AARCH64_ACL(acl_wino_convolution_fwd_t)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_512>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_512>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_512>)
            CPU_INSTANCE_AARCH64(jit_uni_dw_convolution_fwd_t<sve_512,data_type::f32>)
            CPU_INSTANCE_AARCH64(jit_sve_1x1_convolution_fwd_t<f32,f32,f32,sve_512>)
            CPU_INSTANCE_AARCH64(jit_sve_convolution_fwd_t<f32,f32,f32,sve_512>)
            CPU_INSTANCE_AARCH64(jit_uni_dw_convolution_fwd_t<sve_256,data_type::f32>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(jit_sve_1x1_convolution_fwd_t<f32,f32,f32,sve_256>)
            CPU_INSTANCE_AARCH64(jit_sve_convolution_fwd_t<f32,f32,f32,sve_256>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(jit_uni_dw_convolution_fwd_t<sve_128,data_type::f32>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64_ACL(acl_depthwise_convolution_fwd_t)
            CPU_INSTANCE_AARCH64_ACL(acl_indirect_gemm_convolution_fwd_t)
            CPU_INSTANCE_AARCH64_ACL(acl_gemm_convolution_fwd_t<f32>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(jit_sve_1x1_convolution_fwd_t<f32,f32,f32,sve_128>)
            CPU_INSTANCE_AARCH64(jit_sve_convolution_fwd_t<f32,f32,f32,sve_128>)
            CPU_INSTANCE_X64(jit_uni_ncsp_convolution_fwd_t)
            CPU_INSTANCE_RV64GCV(jit_rvv_1x1_convolution_fwd_t)
            CPU_INSTANCE_RV64GCV(rvv_brgemm_convolution_fwd_t)
            CPU_INSTANCE_RV64GCV(riscv_gemm_convolution_fwd_t)
            CPU_INSTANCE(gemm_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_fwd_t)
            CPU_INSTANCE(ref_fused_convolution_fwd_t)
            nullptr,
        }},
        {{forward, f32, f16, f32}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2>)
            CPU_INSTANCE(ref_convolution_fwd_t)
            nullptr,
        }},
        {{forward, f32, bf16, f32}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_128>)
            CPU_INSTANCE(ref_convolution_fwd_t)
            nullptr,
        }},
        {{forward, bf16, bf16, f32}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_bf16>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_bf16>)
            CPU_INSTANCE_AVX512(jit_uni_dw_convolution_fwd_t<avx512_core, bf16, f32>)
            CPU_INSTANCE_AVX512(jit_avx512_core_bf16_1x1_convolution_fwd_t<f32>)
            CPU_INSTANCE_AVX512(jit_avx512_core_bf16_convolution_fwd_t)
            CPU_INSTANCE_X64(jit_uni_ncsp_convolution_fwd_t)
            CPU_INSTANCE_AVX512(gemm_bf16_convolution_fwd_t<f32>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_128>)
            CPU_INSTANCE(ref_convolution_fwd_t)
            nullptr,
        }},
        {{forward, bf16, bf16, bf16}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_bf16>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_bf16>)
            CPU_INSTANCE_AVX512(jit_uni_dw_convolution_fwd_t<avx512_core, bf16, bf16>)
            CPU_INSTANCE_AVX512(jit_avx512_core_bf16_1x1_convolution_fwd_t<bf16>)
            CPU_INSTANCE_AVX512(jit_avx512_core_bf16_convolution_fwd_t)
            CPU_INSTANCE_X64(jit_uni_ncsp_convolution_fwd_t)
            CPU_INSTANCE_AVX512(gemm_bf16_convolution_fwd_t<bf16>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AARCH64(jit_uni_dw_convolution_fwd_t<sve_256, bf16, bf16>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(jit_uni_dw_convolution_fwd_t<sve_128, bf16, bf16>)
            CPU_INSTANCE_AARCH64_ACL(acl_indirect_gemm_convolution_fwd_t)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_128>)
            CPU_INSTANCE(ref_convolution_fwd_t)
            CPU_INSTANCE(ref_fused_convolution_fwd_t)
            nullptr,
        }},
        {{forward, f16, f16, f32}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_uni_dw_convolution_fwd_t<avx512_core_fp16, f16, f32>)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx_fp16>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx_fp16>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx10_2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx10_2>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_fp16>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_fp16>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE(ref_convolution_fwd_t)
            nullptr,
        }},
        {{forward, f16, f16, f16}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_uni_dw_convolution_fwd_t<avx512_core_fp16, f16, f16>)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx_fp16>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx_fp16>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx10_2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx10_2>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_fp16>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_fp16>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AARCH64_ACL(acl_wino_convolution_fwd_t)
            CPU_INSTANCE_AARCH64_ACL(acl_depthwise_convolution_fwd_t)
            CPU_INSTANCE_AARCH64_ACL(acl_indirect_gemm_convolution_fwd_t)
            CPU_INSTANCE_AARCH64_ACL(acl_gemm_convolution_fwd_t<f16>)
            CPU_INSTANCE(ref_convolution_fwd_t)
            CPU_INSTANCE(ref_fused_convolution_fwd_t)
            nullptr,
        }},
        {{forward, f32, f32, u8}, {
            CPU_INSTANCE(ref_convolution_fwd_t)
            nullptr,
        }},
        {{forward, f32, f32, s8}, {
            CPU_INSTANCE(ref_convolution_fwd_t)
            nullptr,
        }},
        {{forward, bf16, bf16, u8}, {
            CPU_INSTANCE(ref_convolution_fwd_t)
            nullptr,
        }},
        {{forward, bf16, bf16, s8}, {
            CPU_INSTANCE(ref_convolution_fwd_t)
            nullptr,
        }},
        BRGEMM_FP8_FWD_CONVS(f8_e5m2, f8_e5m2, f16),
        BRGEMM_FP8_FWD_CONVS(f8_e5m2, f8_e5m2, f32),
        BRGEMM_FP8_FWD_CONVS(f8_e5m2, f8_e5m2, bf16),
        BRGEMM_FP8_FWD_CONVS(f8_e5m2, f8_e5m2, f8_e5m2),
        BRGEMM_FP8_FWD_CONVS(f8_e5m2, f8_e5m2, f8_e4m3),
        BRGEMM_FP8_FWD_CONVS(f8_e5m2, f8_e4m3, f16),
        BRGEMM_FP8_FWD_CONVS(f8_e5m2, f8_e4m3, f32),
        BRGEMM_FP8_FWD_CONVS(f8_e5m2, f8_e4m3, bf16),
        BRGEMM_FP8_FWD_CONVS(f8_e5m2, f8_e4m3, f8_e5m2),
        BRGEMM_FP8_FWD_CONVS(f8_e5m2, f8_e4m3, f8_e4m3),
        BRGEMM_FP8_FWD_CONVS(f8_e4m3, f8_e5m2, f16),
        BRGEMM_FP8_FWD_CONVS(f8_e4m3, f8_e5m2, f32),
        BRGEMM_FP8_FWD_CONVS(f8_e4m3, f8_e5m2, bf16),
        BRGEMM_FP8_FWD_CONVS(f8_e4m3, f8_e5m2, f8_e5m2),
        BRGEMM_FP8_FWD_CONVS(f8_e4m3, f8_e5m2, f8_e4m3),
        BRGEMM_FP8_FWD_CONVS(f8_e4m3, f8_e4m3, f16),
        BRGEMM_FP8_FWD_CONVS(f8_e4m3, f8_e4m3, f32),
        BRGEMM_FP8_FWD_CONVS(f8_e4m3, f8_e4m3, bf16),
        BRGEMM_FP8_FWD_CONVS(f8_e4m3, f8_e4m3, f8_e5m2),
        BRGEMM_FP8_FWD_CONVS(f8_e4m3, f8_e4m3, f8_e4m3),
        // BWD_D fp
        {{backward_data, f32, f32, f32}, REG_BWD_D_PK({
            CPU_INSTANCE_X64(ip_convolution_bwd_data_t)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_t<avx10_2_amx_2>)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx10_2_amx_2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_common_dw_convolution_bwd_data_t)
            CPU_INSTANCE_AVX512(jit_avx512_common_1x1_convolution_bwd_data_f32_t)
            CPU_INSTANCE_AVX512(jit_avx512_common_convolution_bwd_data_t<f32>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_t<avx2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2>)
            CPU_INSTANCE_AVX2(jit_avx2_dw_convolution_bwd_data_t)
            CPU_INSTANCE_AVX2(jit_avx2_1x1_convolution_bwd_data_t)
            CPU_INSTANCE_SSE41(jit_sse41_dw_convolution_bwd_data_t)
            CPU_INSTANCE_AVX2(jit_avx2_convolution_bwd_data_t)
            CPU_INSTANCE_AARCH64(brgemm_convolution_bwd_t<sve_512>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_bwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_bwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(jit_uni_dw_convolution_bwd_data_t<sve_512,data_type::f32>)
            CPU_INSTANCE_AARCH64(jit_sve_1x1_convolution_bwd_data_t<f32,f32,f32,sve_512>)
            CPU_INSTANCE_AARCH64(jit_sve_convolution_bwd_data_t<f32,f32,f32,sve_512>)
            CPU_INSTANCE_AARCH64(jit_uni_dw_convolution_bwd_data_t<sve_256,data_type::f32>)
            CPU_INSTANCE_AARCH64(jit_sve_1x1_convolution_bwd_data_t<f32,f32,f32,sve_256>)
            CPU_INSTANCE_AARCH64(jit_sve_convolution_bwd_data_t<f32,f32,f32,sve_256>)
            CPU_INSTANCE_X64(jit_uni_ncsp_convolution_bwd_data_t)
            CPU_INSTANCE(gemm_convolution_bwd_data_t)
            CPU_INSTANCE(ref_convolution_bwd_data_t)
            nullptr,
        })},
        {{backward_data, f32, bf16, f32}, REG_BWD_D_PK({
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_t<avx2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx2>)
            CPU_INSTANCE(ref_convolution_bwd_data_t)
            nullptr,
        })},
        {{backward_data, f32, f16, f32}, REG_BWD_D_PK({
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_t<avx2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx2>)
            CPU_INSTANCE(ref_convolution_bwd_data_t)
            nullptr,
        })},
        {{backward_data, f32, bf16, bf16}, REG_BWD_D_PK({
            CPU_INSTANCE_X64(ip_convolution_bwd_data_t)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_bwd_data_t)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_t<avx512_core_bf16>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_bf16>)
            CPU_INSTANCE_AVX512(jit_uni_dw_convolution_bwd_data_t<avx512_core, bf16, f32>)
            CPU_INSTANCE_AVX512(jit_avx512_core_bf16_1x1_convolution_bwd_data_t<f32>)
            CPU_INSTANCE_AVX512(jit_avx512_core_bf16_convolution_bwd_data_t)
            CPU_INSTANCE_X64(jit_uni_ncsp_convolution_bwd_data_t)
            CPU_INSTANCE_AVX512(gemm_bf16_convolution_bwd_data_t<f32>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE(ref_convolution_bwd_data_t)
            nullptr,
        })},
        {{backward_data, bf16, bf16, bf16}, REG_BWD_D_PK({
            CPU_INSTANCE_X64(ip_convolution_bwd_data_t)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_bwd_data_t)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_t<avx512_core_bf16>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_bf16>)
            CPU_INSTANCE_AVX512(jit_uni_dw_convolution_bwd_data_t<avx512_core, bf16, bf16>)
            CPU_INSTANCE_AVX512(jit_avx512_core_bf16_1x1_convolution_bwd_data_t<bf16>)
            CPU_INSTANCE_AVX512(jit_avx512_core_bf16_convolution_bwd_data_t)
            CPU_INSTANCE_X64(jit_uni_ncsp_convolution_bwd_data_t)
            CPU_INSTANCE_AVX512(gemm_bf16_convolution_bwd_data_t<bf16>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE(ref_convolution_bwd_data_t)
            nullptr,
        })},
        {{backward_data, f32, f16, f16}, REG_BWD_D_PK({
            CPU_INSTANCE_X64(ip_convolution_bwd_data_t)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_t<avx512_core_amx_fp16>)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx_fp16>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_bwd_data_t)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_t<avx10_2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx10_2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_t<avx512_core_fp16>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_fp16>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE(ref_convolution_bwd_data_t)
            nullptr,
        })},
        {{backward_data, f16, f16, f16}, REG_BWD_D_PK({
            CPU_INSTANCE_X64(ip_convolution_bwd_data_t)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_t<avx512_core_amx_fp16>)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx_fp16>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_bwd_data_t)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_t<avx10_2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx10_2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_t<avx512_core_fp16>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_fp16>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE(ref_convolution_bwd_data_t)
            nullptr,
        })},
        BRGEMM_FP8_BWD_D_CONVS(f8_e5m2, f8_e5m2, f8_e5m2),
        BRGEMM_FP8_BWD_D_CONVS(f8_e5m2, f8_e5m2, f8_e4m3),
        BRGEMM_FP8_BWD_D_CONVS(f8_e5m2, f8_e4m3, f8_e5m2),
        BRGEMM_FP8_BWD_D_CONVS(f8_e5m2, f8_e4m3, f8_e4m3),
        BRGEMM_FP8_BWD_D_CONVS(f32, f8_e5m2, f8_e5m2),
        BRGEMM_FP8_BWD_D_CONVS(f32, f8_e5m2, f8_e4m3),
        BRGEMM_FP8_BWD_D_CONVS(f16, f8_e4m3, f8_e5m2),
        BRGEMM_FP8_BWD_D_CONVS(f16, f8_e4m3, f8_e4m3),
        BRGEMM_FP8_BWD_D_CONVS(bf16, f8_e4m3, f8_e5m2),
        BRGEMM_FP8_BWD_D_CONVS(bf16, f8_e4m3, f8_e4m3),
        BRGEMM_FP8_BWD_D_CONVS(f8_e4m3, f8_e5m2, f8_e5m2),
        BRGEMM_FP8_BWD_D_CONVS(f8_e4m3, f8_e5m2, f8_e4m3),
        BRGEMM_FP8_BWD_D_CONVS(f8_e4m3, f8_e4m3, f8_e5m2),
        BRGEMM_FP8_BWD_D_CONVS(f8_e4m3, f8_e4m3, f8_e4m3),
        BRGEMM_FP8_BWD_D_CONVS(f32, f8_e5m2, f8_e5m2),
        BRGEMM_FP8_BWD_D_CONVS(f32, f8_e5m2, f8_e4m3),
        BRGEMM_FP8_BWD_D_CONVS(f16, f8_e4m3, f8_e5m2),
        BRGEMM_FP8_BWD_D_CONVS(f16, f8_e4m3, f8_e4m3),
        BRGEMM_FP8_BWD_D_CONVS(bf16, f8_e4m3, f8_e5m2),
        BRGEMM_FP8_BWD_D_CONVS(bf16, f8_e4m3, f8_e4m3),
        // BWD_W fp
        {{backward_weights, f32, f32, f32}, REG_BWD_PK({
            CPU_INSTANCE_X64(ip_convolution_bwd_weights_t)
            CPU_INSTANCE_AVX512(jit_avx512_common_dw_convolution_bwd_weights_t)
            CPU_INSTANCE_AVX512(jit_avx512_common_1x1_convolution_bwd_weights_t)
            CPU_INSTANCE_AVX512(jit_avx512_common_convolution_bwd_weights_t<f32>)
            CPU_INSTANCE_AVX2(jit_avx2_dw_convolution_bwd_weights_t)
            CPU_INSTANCE_AVX2(jit_avx2_1x1_convolution_bwd_weights_t)
            CPU_INSTANCE_SSE41(jit_sse41_dw_convolution_bwd_weights_t)
            CPU_INSTANCE_AVX2(jit_avx2_convolution_bwd_weights_t)
            CPU_INSTANCE_AARCH64(jit_uni_dw_convolution_bwd_weights_t<sve_512,data_type::f32>)
            CPU_INSTANCE_AARCH64(jit_sve_1x1_convolution_bwd_weights_t<f32,f32,f32,sve_512>)
            CPU_INSTANCE_AARCH64(jit_sve_convolution_bwd_weights_t<f32,f32,f32,sve_512>)
            CPU_INSTANCE_AARCH64(jit_uni_dw_convolution_bwd_weights_t<sve_256,data_type::f32>)
            CPU_INSTANCE_AARCH64(jit_sve_1x1_convolution_bwd_weights_t<f32,f32,f32,sve_256>)
            CPU_INSTANCE_AARCH64(jit_sve_convolution_bwd_weights_t<f32,f32,f32,sve_256>)
            CPU_INSTANCE_X64(jit_uni_ncsp_convolution_bwd_weights_t)
            CPU_INSTANCE(gemm_convolution_bwd_weights_t)
            CPU_INSTANCE(ref_convolution_bwd_weights_t)
            nullptr,
        })},
        {{backward_weights, bf16, f32, bf16}, REG_BWD_PK({
            CPU_INSTANCE_X64(ip_convolution_bwd_weights_t)
            CPU_INSTANCE_AVX512(jit_uni_dw_convolution_bwd_weights_t<avx512_core, bf16, f32>)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_weights_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_bwd_weights_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_bf16_1x1_convolution_bwd_weights_t<f32>)
            CPU_INSTANCE_AVX512(jit_avx512_core_bf16_convolution_bwd_weights_t)
            CPU_INSTANCE_X64(jit_uni_ncsp_convolution_bwd_weights_t)
            CPU_INSTANCE_AVX512(gemm_bf16_convolution_bwd_weights_t<f32>)
            CPU_INSTANCE(ref_convolution_bwd_weights_t)
            nullptr,
        })},
        {{backward_weights, bf16, bf16, bf16}, REG_BWD_PK({
            CPU_INSTANCE_X64(ip_convolution_bwd_weights_t)
            CPU_INSTANCE_AVX512(jit_uni_dw_convolution_bwd_weights_t<avx512_core, bf16, bf16>)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_weights_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_bwd_weights_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_bf16_1x1_convolution_bwd_weights_t<bf16>)
            CPU_INSTANCE_AVX512(jit_avx512_core_bf16_convolution_bwd_weights_t)
            CPU_INSTANCE_X64(jit_uni_ncsp_convolution_bwd_weights_t)
            CPU_INSTANCE_AVX512(gemm_bf16_convolution_bwd_weights_t<bf16>)
            CPU_INSTANCE(ref_convolution_bwd_weights_t)
            nullptr,
        })},
        {{backward_weights, f16, f32, f16}, REG_BWD_PK({
            CPU_INSTANCE_X64(ip_convolution_bwd_weights_t)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_weights_t)
            CPU_INSTANCE(ref_convolution_bwd_weights_t)
            nullptr,
        })},
        {{backward_weights, f16, f16, f16}, REG_BWD_PK({
            CPU_INSTANCE_X64(ip_convolution_bwd_weights_t)
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_weights_t)
            CPU_INSTANCE(ref_convolution_bwd_weights_t)
            nullptr,
        })},
        BRGEMM_FP8_BWD_W_CONVS(f8_e5m2, f8_e5m2, f8_e5m2),
        BRGEMM_FP8_BWD_W_CONVS(f8_e5m2, f8_e5m2, f8_e4m3),
        BRGEMM_FP8_BWD_W_CONVS(f8_e5m2, f8_e4m3, f8_e5m2),
        BRGEMM_FP8_BWD_W_CONVS(f8_e5m2, f8_e4m3, f8_e4m3),
        BRGEMM_FP8_BWD_W_CONVS(f8_e5m2, f32, f8_e5m2),
        BRGEMM_FP8_BWD_W_CONVS(f8_e5m2, f32, f8_e4m3),
        BRGEMM_FP8_BWD_W_CONVS(f8_e5m2, f16, f8_e5m2),
        BRGEMM_FP8_BWD_W_CONVS(f8_e5m2, f16, f8_e4m3),
        BRGEMM_FP8_BWD_W_CONVS(f8_e4m3, f8_e5m2, f8_e5m2),
        BRGEMM_FP8_BWD_W_CONVS(f8_e4m3, f8_e5m2, f8_e4m3),
        BRGEMM_FP8_BWD_W_CONVS(f8_e4m3, f8_e4m3, f8_e5m2),
        BRGEMM_FP8_BWD_W_CONVS(f8_e4m3, f8_e4m3, f8_e4m3),
        BRGEMM_FP8_BWD_W_CONVS(f8_e4m3, f32, f8_e5m2),
        BRGEMM_FP8_BWD_W_CONVS(f8_e4m3, f32, f8_e4m3),
        BRGEMM_FP8_BWD_W_CONVS(f8_e4m3, f16, f8_e5m2),
        BRGEMM_FP8_BWD_W_CONVS(f8_e4m3, f16, f8_e4m3),
        // FWD int8 (src:s8)
        {{forward, s8, s8, f32}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_1x1_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_convolution_fwd_t<avx2>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_1x1_convolution_fwd_t<sse41>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_convolution_fwd_t<sse41>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(jit_sve_512_x8s8s32x_convolution_fwd_t<s8, f32>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_int8_fwd_t)
            CPU_INSTANCE(ref_fused_convolution_fwd_t)
            nullptr,
        }},
        {{forward, s8, s8, bf16}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_128>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_int8_fwd_t)
            nullptr,
        }},
        {{forward, s8, s8, f16}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_int8_fwd_t)
            nullptr,
        }},
        {{forward, s8, s8, s32}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_1x1_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_convolution_fwd_t<avx2>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_1x1_convolution_fwd_t<sse41>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_convolution_fwd_t<sse41>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(jit_sve_512_x8s8s32x_convolution_fwd_t<s8, s32>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_int8_fwd_t)
            CPU_INSTANCE(ref_fused_convolution_fwd_t)
            nullptr,
        }},
        {{forward, s8, s8, s8}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx10_2_amx_2>)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx10_2_amx_2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx10_2>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx10_2>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_1x1_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_convolution_fwd_t<avx2>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_1x1_convolution_fwd_t<sse41>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_convolution_fwd_t<sse41>)
            CPU_INSTANCE_AARCH64(jit_sve_512_x8s8s32x_convolution_fwd_t<s8, s8>)
            CPU_INSTANCE_AARCH64_ACL(acl_gemm_convolution_fwd_t<s8, s8, s8, s32>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_int8_fwd_t)
            CPU_INSTANCE(ref_fused_convolution_fwd_t)
            nullptr,
        }},
        {{forward, s8, s8, u8}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx10_2_amx_2>)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx10_2_amx_2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx10_2>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx10_2>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_1x1_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_convolution_fwd_t<avx2>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_1x1_convolution_fwd_t<sse41>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_convolution_fwd_t<sse41>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(jit_sve_512_x8s8s32x_convolution_fwd_t<s8, u8>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_int8_fwd_t)
            CPU_INSTANCE(ref_fused_convolution_fwd_t)
            nullptr,
        }},
        // FWD int8 (src:u8)
        {{forward, u8, s8, f32}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_1x1_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_convolution_fwd_t<avx2>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_1x1_convolution_fwd_t<sse41>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_convolution_fwd_t<sse41>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(jit_sve_512_x8s8s32x_convolution_fwd_t<u8, f32>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_int8_fwd_t)
            nullptr,
        }},
        {{forward, u8, s8, bf16}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_128>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_int8_fwd_t)
            nullptr,
        }},
        {{forward, u8, s8, f16}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_int8_fwd_t)
            nullptr,
        }},
        {{forward, u8, s8, s32}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_1x1_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_convolution_fwd_t<avx2>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_1x1_convolution_fwd_t<sse41>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_convolution_fwd_t<sse41>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(jit_sve_512_x8s8s32x_convolution_fwd_t<u8, s32>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_int8_fwd_t)
            nullptr,
        }},
        {{forward, u8, s8, s8}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx10_2_amx_2>)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx10_2_amx_2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx10_2>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx10_2>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_1x1_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_convolution_fwd_t<avx2>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_1x1_convolution_fwd_t<sse41>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_convolution_fwd_t<sse41>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(jit_sve_512_x8s8s32x_convolution_fwd_t<u8, s8>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_int8_fwd_t)
            CPU_INSTANCE(ref_fused_convolution_fwd_t)
            nullptr,
        }},
        {{forward, u8, s8, u8}, {
            CPU_INSTANCE_AVX512(brdgmm_dw_convolution_fwd_t)
            CPU_INSTANCE_X64(ip_convolution_fwd_t)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx10_2_amx_2>)
            CPU_INSTANCE_AMX(brgemm_1x1_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx10_2_amx_2>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx10_2>)
            CPU_INSTANCE_AMX(brgemm_convolution_fwd_t<avx512_core_amx>)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_1x1_convolution_fwd_t)
            CPU_INSTANCE_AMX(jit_avx512_core_amx_convolution_fwd_t)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx10_2>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_1x1_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(brgemm_convolution_fwd_t<avx512_core>)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_1x1_convolution_fwd_t)
            CPU_INSTANCE_AVX512(jit_avx512_core_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_1x1_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_fwd_t<avx2_vnni>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_1x1_convolution_fwd_t<avx2>)
            CPU_INSTANCE_AVX2(jit_uni_x8s8s32x_convolution_fwd_t<avx2>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_1x1_convolution_fwd_t<sse41>)
            CPU_INSTANCE_SSE41(jit_uni_x8s8s32x_convolution_fwd_t<sse41>)
            CPU_INSTANCE_AARCH64(brdgmm_dw_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_256>)
            CPU_INSTANCE_AARCH64(brgemm_1x1_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(brgemm_convolution_fwd_t<sve_128>)
            CPU_INSTANCE_AARCH64(jit_sve_512_x8s8s32x_convolution_fwd_t<u8, u8>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_fwd_t)
            CPU_INSTANCE(ref_convolution_int8_fwd_t)
            CPU_INSTANCE(ref_fused_convolution_fwd_t)
            nullptr,
        }},
        // BWD int8 (diff_dst:u8)
        {{backward_data, f32, s8, u8}, REG_BWD_D_PK({
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_bwd_data_t)
            CPU_INSTANCE(ref_convolution_int8_bwd_data_t)
            nullptr,
        })},
        {{backward_data, bf16, s8, u8}, REG_BWD_D_PK({
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_bwd_data_t)
            CPU_INSTANCE(ref_convolution_int8_bwd_data_t)
            nullptr,
        })},
        {{backward_data, s32, s8, u8}, REG_BWD_D_PK({
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_bwd_data_t)
            CPU_INSTANCE(ref_convolution_int8_bwd_data_t)
            nullptr,
        })},
        {{backward_data, s8, s8, u8}, REG_BWD_D_PK({
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_bwd_data_t)
            CPU_INSTANCE(ref_convolution_int8_bwd_data_t)
            nullptr,
        })},
        {{backward_data, u8, s8, u8}, REG_BWD_D_PK({
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_bwd_data_t)
            CPU_INSTANCE(ref_convolution_int8_bwd_data_t)
            nullptr,
        })},
        // BWD int8 (src:u8)
        {{backward_data, u8, f32, f32}, REG_BWD_D_PK({
            CPU_INSTANCE(ref_convolution_bwd_data_t)
            nullptr,
        })},
        {{backward_data, u8, bf16, bf16}, REG_BWD_D_PK({
            CPU_INSTANCE(ref_convolution_bwd_data_t)
            nullptr,
        })},
        // BWD int8 (diff_dst:s8)
        {{backward_data, f32, s8, s8}, REG_BWD_D_PK({
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_bwd_data_t)
            CPU_INSTANCE(ref_convolution_int8_bwd_data_t)
            nullptr,
        })},
        {{backward_data, bf16, s8, s8}, REG_BWD_D_PK({
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_bwd_data_t)
            CPU_INSTANCE(ref_convolution_int8_bwd_data_t)
            nullptr,
        })},
        {{backward_data, s32, s8, s8}, REG_BWD_D_PK({
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_bwd_data_t)
            CPU_INSTANCE(ref_convolution_int8_bwd_data_t)
            nullptr,
        })},
        {{backward_data, s8, s8, s8}, REG_BWD_D_PK({
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_bwd_data_t)
            CPU_INSTANCE(ref_convolution_int8_bwd_data_t)
            nullptr,
        })},
        {{backward_data, u8, s8, s8}, REG_BWD_D_PK({
            CPU_INSTANCE_AMX(brgemm_convolution_bwd_strided_t<avx512_core_amx>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core_vnni>)
            CPU_INSTANCE_AVX512(brgemm_convolution_bwd_strided_t<avx512_core>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni_2>)
            CPU_INSTANCE_AVX2(brgemm_convolution_bwd_strided_t<avx2_vnni>)
            CPU_INSTANCE(gemm_x8s8s32x_convolution_bwd_data_t)
            CPU_INSTANCE(ref_convolution_int8_bwd_data_t)
            nullptr,
        })},
        // BWD int8 (src:s8)
        {{backward_data, s8, f32, f32}, REG_BWD_D_PK({
            CPU_INSTANCE(ref_convolution_bwd_data_t)
            nullptr,
        })},
        {{backward_data, s8, bf16, bf16}, REG_BWD_D_PK({
            CPU_INSTANCE(ref_convolution_bwd_data_t)
            nullptr,
        })},
    });
    return the_map;
}
// clang-format on
} // namespace

const impl_list_item_t *get_convolution_impl_list(
        const convolution_desc_t *desc) {
    static const impl_list_item_t empty_list[] = {nullptr};

    const bool is_fwd = utils::one_of(
            desc->prop_kind, forward_training, forward_inference);
    prop_kind_t prop_kind = is_fwd ? forward : desc->prop_kind;

    pk_dt_impl_key_t key {
            prop_kind,
            conv_prop_invariant_src_d(desc)->data_type,
            conv_prop_invariant_wei_d(desc)->data_type,
            conv_prop_invariant_dst_d(desc)->data_type,
    };

    const auto impl_list_it = impl_list_map().find(key);
    return impl_list_it != impl_list_map().cend() ? impl_list_it->second.data()
                                                  : empty_list;
}

} // namespace cpu
} // namespace impl
} // namespace dnnl