onednn-src 0.1.13

Source of oneAPI Deep Neural Network Library (oneDNN)
Documentation
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/*******************************************************************************
* Copyright 2020 Intel Corporation
* Copyright 2020-2024 FUJITSU LIMITED
* Copyright 2025 Arm Ltd. and affiliates
*
* 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.
*******************************************************************************/

#ifndef CPU_AARCH64_JIT_SVE_CONV_KERNEL_HPP
#define CPU_AARCH64_JIT_SVE_CONV_KERNEL_HPP

#include <memory>
#include "common/c_types_map.hpp"
#include "common/memory_tracking.hpp"

#include "cpu/aarch64/jit_generator.hpp"
#include "cpu/aarch64/jit_primitive_conf.hpp"

#include "cpu/aarch64/injectors/jit_uni_eltwise_injector.hpp"

#include "cpu/aarch64/jit_op_imm_check.hpp"

#define LDRWMAX 252
#define ADDMAX 4095
/* Get vector offsets, ofs / VL(eg VL: 512bits = 64Bytes ) */
#define VL_OFS(ofs, isa) ((ofs) >> cpu_isa_traits<isa>::vlen_shift)

using namespace Xbyak_aarch64;

namespace dnnl {
namespace impl {
namespace cpu {
namespace aarch64 {

template <cpu_isa_t isa = isa_undef>
struct jit_sve_conv_fwd_kernel_t : public jit_generator_t {
    jit_sve_conv_fwd_kernel_t(
            const jit_conv_conf_t &ajcp, const primitive_attr_t &attr)
        : jcp(ajcp), attr_(attr), eltwise_injector_(nullptr) {
        if (jcp.with_eltwise)
            eltwise_injector_ = utils::make_unique<
                    jit_uni_eltwise_injector_t<to_vla_sve(isa)>>(
                    this, jcp.eltwise);
    }

    ~jit_sve_conv_fwd_kernel_t() override = default;

    DECLARE_CPU_JIT_AUX_FUNCTIONS(jit_sve_conv_fwd_kernel)

    jit_conv_conf_t jcp;
    const primitive_attr_t &attr_;

    static bool post_ops_ok(jit_conv_conf_t &jcp, const primitive_attr_t &attr);
    static status_t init_conf(jit_conv_conf_t &jcp,
            const convolution_desc_t &cd, memory_desc_t &src_pd,
            memory_desc_t &weights_pd, memory_desc_t &dst_pd,
            memory_desc_t &bias_pd, const primitive_attr_t &attr, int nthreads);
    static void init_scratchpad(memory_tracking::registrar_t &scratchpad,
            const jit_conv_conf_t &jcp);

private:
    using reg64_t = const XReg;
    enum {
        typesize = sizeof(float),
        ker_reg_base_idx = 28,
    };

    reg64_t param = abi_param1;
    reg64_t reg_inp = x1; // src base addr (2d)
    reg64_t reg_ker = x2; // ker base addr (2d)
    reg64_t aux_reg_ker_d = x2; // ker addr (3d)
    reg64_t reg_out = x3; // dst base addr (2d)
    reg64_t reg_ki = x3; // d-dim loop var? (3d)
    reg64_t reg_owb = x5; // num of ow-block
    reg64_t reg_out_prf = x6; // addr for prefetch

    reg64_t aux_reg_inp = x7; // src addr (main loop)
    reg64_t aux_reg_inp2 = x24; // src addr (main loop)
    reg64_t aux_reg_inp3 = x25; // src addr (main loop)
    reg64_t reg_out_ofs = x7; // dst addr (store_output)
    reg64_t aux_reg_ker = x8; // ker addr (main loop)
    reg64_t reg_channel = x9; // reduce workload
    reg64_t reg_bias = x10; // bias addr (prepare_out)

    reg64_t aux_reg_inp_d = x11; // src addr (3d)
    reg64_t reg_oi = x11;

    reg64_t reg_kh = x12; // ker h size
    reg64_t reg_kj = x13; // ker h workload

    /* Temporary registers for ARM insts */
    reg64_t reg_tmp_addr = x14;
    reg64_t reg_prev_bcast_addr = x15;
    reg64_t reg_prev_wei_addr = x16;
    reg64_t reg_tmp_imm = x17;

    reg64_t reg_out_org = x27; // dst base addr (3d)
    reg64_t reg_oi_org = x19; // base oi (3d)
    reg64_t aux_reg_ker_d_org = x20;
    reg64_t reg_ker_org = x21; // ker base addr (3d)
    reg64_t reg_inp_org = x29; // src base addr (3d)

    void prefetch(const std::string &prfop, int level, reg64_t in,
            long long int ofs) {
        bool for_load = false;
        if (prfop == "LD") {
            for_load = true;
        } else if (prfop == "ST") {
            for_load = false;
        } else {
            assert(!"invalid prfop");
        }

        bool cacheline_aligned = ((ofs & 0xFF) == 0) ? true : false;
        if (cacheline_aligned == true) {
            Prfop op = PLDL1KEEP;
            switch (level) {
                case 1: op = (for_load == true) ? PLDL1KEEP : PSTL1KEEP; break;
                case 2: op = (for_load == true) ? PLDL2KEEP : PSTL2KEEP; break;
                case 3: op = (for_load == true) ? PLDL3KEEP : PSTL3KEEP; break;
                default: assert(!"invalid prfop"); break;
            }

            if ((ofs <= PRFMMAX) && (ofs >= 0)) {
                prfm(op, ptr(in, static_cast<int32_t>(ofs)));
            } else {
                add_imm(reg_tmp_addr, in, ofs, reg_tmp_imm);
                prfm(op, ptr(reg_tmp_addr));
            }
        } else {
            PrfopSve op_sve = PLDL1KEEP_SVE;
            switch (level) {
                case 1:
                    op_sve = (for_load == true) ? PLDL1KEEP_SVE : PSTL1KEEP_SVE;
                    break;
                case 2:
                    op_sve = (for_load == true) ? PLDL2KEEP_SVE : PSTL2KEEP_SVE;
                    break;
                case 3:
                    op_sve = (for_load == true) ? PLDL3KEEP_SVE : PSTL3KEEP_SVE;
                    break;
                default: assert(!"invalid level"); break;
            }

            if ((VL_OFS(ofs, isa) < PRFWMAX)
                    && (VL_OFS(ofs, isa) >= (-1 * PRFWMAX))) {
                prfw(op_sve, P_ALL_ONE,
                        ptr(in, static_cast<int32_t>(VL_OFS(ofs, isa))));
            } else {
                add_imm(reg_tmp_addr, in, ofs, reg_tmp_imm);
                prfw(op_sve, P_ALL_ONE, ptr(reg_tmp_addr));
            }
        }
    }

    std::unique_ptr<jit_uni_eltwise_injector_t<to_vla_sve(isa)>>
            eltwise_injector_;

    inline void prepare_output(int ur_w);
    inline void store_output(int ur_w);
    inline void compute_loop_fma_core(int ur_w, int pad_l, int pad_r);
    inline void compute_loop(int ur_w, int pad_l, int pad_r);

    void generate() override;

    inline size_t get_output_offset(int oi, int n_oc_block) {
        const bool is_nxc_layout = is_dst_layout_nxc();
        size_t ow_str = is_nxc_layout ? jcp.ngroups * jcp.oc : jcp.oc_block;
        size_t ocb_str = is_nxc_layout
                ? jcp.oc_block
                : (size_t)jcp.od * jcp.oh * jcp.ow * jcp.oc_block;

        return jcp.typesize_out * (n_oc_block * ocb_str + oi * ow_str);
    }

    inline size_t get_input_offset(int ki, int ic, int oi, int pad_l) {
        const bool is_nxc_layout = is_src_layout_nxc();
        size_t iw_str = is_nxc_layout ? jcp.ngroups * jcp.ic
                                      : (!jcp.is_1stconv ? jcp.ic_block : 1);
        size_t ic_str = !jcp.is_1stconv || is_nxc_layout
                ? 1
                : (size_t)jcp.iw * jcp.ih * jcp.id;
        size_t iw_idx = ki * (jcp.dilate_w + 1) + oi * jcp.stride_w - pad_l;

        return jcp.typesize_in * (iw_idx * iw_str + ic * ic_str);
    }

    inline int get_kernel_offset(
            int ki, int ic, int n_oc_block, int ker_number) {
        return jcp.typesize_in * jcp.oc_block
                * (n_oc_block * jcp.nb_ic * jcp.ic_block * jcp.kh * jcp.kw
                                * jcp.kd
                        + (ic + ker_number) + ki * jcp.ic_block);
    }

    inline int get_ow_start(int ki, int pad_l) {
        return utils::div_up(
                nstl::max(0, pad_l - ki * (jcp.dilate_w + 1)), jcp.stride_w);
    }

    inline int get_ow_end(int ur_w, int ki, int pad_r) {
        return ur_w
                - utils::div_up(
                        nstl::max(0,
                                pad_r - (jcp.kw - 1 - ki) * (jcp.dilate_w + 1)),
                        jcp.stride_w);
    }
    inline bool is_src_layout_nxc() {
        return utils::one_of(jcp.src_tag, format_tag::ndhwc, format_tag::nhwc,
                format_tag::nwc);
    }
    inline bool is_dst_layout_nxc() {
        return utils::one_of(jcp.dst_tag, format_tag::ndhwc, format_tag::nhwc,
                format_tag::nwc);
    }
};

template <cpu_isa_t isa = isa_undef>
struct jit_sve_conv_bwd_data_kernel_f32_t : public jit_generator_t {

    jit_sve_conv_bwd_data_kernel_f32_t(const jit_conv_conf_t &ajcp)
        : jcp(ajcp) {}

    DECLARE_CPU_JIT_AUX_FUNCTIONS(jit_sve_conv_bwd_data_kernel_f32)
    jit_conv_conf_t jcp;
    void (*jit_ker_)(jit_conv_args_t *);

    static status_t init_conf(jit_conv_conf_t &jcp,
            const convolution_desc_t &cd, memory_desc_t &diff_src_d,
            memory_desc_t &weights_d, memory_desc_t &diff_dst_d, int nthreads);
    static void init_scratchpad(memory_tracking::registrar_t &scratchpad,
            const jit_conv_conf_t &jcp);

private:
    using reg64_t = const XReg;
    enum {
        typesize = sizeof(float),
    };
    int ker_reg_base_idx = (jcp.nb_ic_blocking == 1) ? 16 : 24;

    reg64_t param = abi_param1;
    reg64_t reg_dst = x1;
    reg64_t reg_ker = x2;
    reg64_t reg_src = x3;

    reg64_t reg_dst_prf = x23;
    reg64_t reg_ker_prf = x5;
    reg64_t reg_src_prf = x6;
    reg64_t reg_iwb = x24;

    reg64_t aux_reg_dst = x7;
    reg64_t aux_reg_ker = x8;

    reg64_t aux_reg_dst_prf = x9;
    reg64_t aux_reg_ker_prf = x10;

    reg64_t aux_reg_dst_d_prf = x6;
    reg64_t aux_reg_dst_d = x11;
    reg64_t aux_reg_ker_d_prf = x12;
    reg64_t aux_reg_ker_d = x2;
    reg64_t reg_ki = x3;

    reg64_t reg_kj = x13;
    reg64_t reg_oi = x11;
    reg64_t reg_kh = x12;

    reg64_t reg_channel = x9;

    reg64_t reg_tmp = x14;
    reg64_t reg_long_offt = x7;

    /* Temporary registers for ARM insts */
    reg64_t reg_prev_bcast_addr = x15;
    reg64_t reg_prev_bcast_addr2 = x17;
    reg64_t reg_prev_bcast_addr3 = x21;
    reg64_t reg_tmp_imm = x16;
    reg64_t reg_tmp_addr = x27;

    reg64_t reg_src_prf_org = x19;
    reg64_t reg_src_org = x20;
    reg64_t reg_oi_org = x25;
    reg64_t reg_dst_org = x22;
    reg64_t reg_ker_org = x26;
    reg64_t reg_input_org = x22;
    reg64_t reg_kernel_org = x26;

    long long int prefetch(const std::string &prfop, int level, reg64_t in,
            long long int ofs, long long int prev_ofs) {
        bool for_load = false;
        if (prfop == "LD") {
            for_load = true;
        } else if (prfop == "ST") {
            for_load = false;
        } else {
            assert(!"invalid prfop");
        }

        bool cacheline_aligned = ((ofs & 0xFF) == 0) ? true : false;
        if (cacheline_aligned == true) {
            Prfop op = PLDL1KEEP;
            switch (level) {
                case 1: op = (for_load == true) ? PLDL1KEEP : PSTL1KEEP; break;
                case 2: op = (for_load == true) ? PLDL2KEEP : PSTL2KEEP; break;
                case 3: op = (for_load == true) ? PLDL3KEEP : PSTL3KEEP; break;
                default: assert(!"invalid prfop"); break;
            }

            long long int tmp_ofs = ofs - prev_ofs;
            if ((ofs <= PRFMMAX) && (ofs >= 0)) {
                prfm(op, ptr(in, static_cast<int32_t>(ofs)));
            } else if ((tmp_ofs <= PRFMMAX) && (tmp_ofs >= 0)) {
                prfm(op, ptr(reg_tmp_addr, static_cast<int32_t>(tmp_ofs)));
            } else {
                add_imm(reg_tmp_addr, in, ofs, reg_tmp_imm);
                prfm(op, ptr(reg_tmp_addr));
                prev_ofs = ofs;
            }
        } else {
            PrfopSve op_sve = PLDL1KEEP_SVE;
            switch (level) {
                case 1:
                    op_sve = (for_load == true) ? PLDL1KEEP_SVE : PSTL1KEEP_SVE;
                    break;
                case 2:
                    op_sve = (for_load == true) ? PLDL2KEEP_SVE : PSTL2KEEP_SVE;
                    break;
                case 3:
                    op_sve = (for_load == true) ? PLDL3KEEP_SVE : PSTL3KEEP_SVE;
                    break;
                default: assert(!"invalid prfop"); break;
            }

            long long int tmp_ofs = ofs - prev_ofs;
            if ((VL_OFS(ofs, isa) <= PRFWMAX)
                    && (VL_OFS(ofs, isa) >= (-1 * PRFWMAX - 1))) {
                prfw(op_sve, P_ALL_ONE,
                        ptr(in, static_cast<int32_t>(VL_OFS(ofs, isa))));
            } else if ((VL_OFS(tmp_ofs, isa) <= PRFWMAX)
                    && (VL_OFS(tmp_ofs, isa) >= (-1 * PRFWMAX - 1))) {
                prfw(op_sve, P_ALL_ONE,
                        ptr(reg_tmp_addr,
                                static_cast<int32_t>(VL_OFS(tmp_ofs, isa))));
            } else {
                add_imm(reg_tmp_addr, in, ofs, reg_tmp_imm);
                prfw(op_sve, P_ALL_ONE, ptr(reg_tmp_addr));
                prev_ofs = ofs;
            }
        }
        return prev_ofs;
    }

    ZReg reg_wei = ZReg(31);

    inline void prepare_output(int ur_w);
    inline void store_output(int ur_w);
    inline void compute_loop_fma(int ur_w, int l_overflow, int r_overflow);
    inline void compute_loop_fma_core(
            int ur_w, int l_overflow, int r_overflow, int k_offset);
    inline void compute_loop(
            int ur_w, int l_overflow, int r_overflow, int k_offset = 0);
    void generate() override;

    inline int get_iw_start(int ki, int l_overflow) {
        int res = (jcp.iw - 1 + jcp.r_pad) % jcp.stride_w
                + l_overflow * jcp.stride_w
                - (jcp.kw - 1 - ki) * (jcp.dilate_w + 1);
        while (res < 0)
            res += jcp.stride_w;

        return res;
    }

    inline int get_iw_end(int ur_w, int ki, int r_overflow) {
        if (utils::one_of(ur_w, jcp.iw, jcp.ur_w_tail))
            ur_w += nstl::min(0, jcp.r_pad); // remove negative padding
        int res = (ur_w - 1 + jcp.l_pad) % jcp.stride_w
                + r_overflow * jcp.stride_w - ki * (jcp.dilate_w + 1);
        while (res < 0)
            res += jcp.stride_w;

        return ur_w - res;
    }

    inline size_t get_diff_src_offset(int iw, int icb) {
        const bool is_nxc_layout = is_dsrc_layout_nxc();
        size_t iw_str = is_nxc_layout ? jcp.ngroups * jcp.ic : jcp.ic_block;
        size_t icb_str = is_nxc_layout
                ? jcp.ic_block
                : (size_t)jcp.id * jcp.ih * jcp.iw * jcp.ic_block;

        return typesize * (icb * icb_str + iw * iw_str);
    }

    inline ptrdiff_t get_dst_offset(int iw, int oc, int kw) {
        ptrdiff_t ow
                = (iw + jcp.l_pad - kw * (jcp.dilate_w + 1)) / jcp.stride_w;
        ptrdiff_t ow_str
                = is_ddst_layout_nxc() ? jcp.ngroups * jcp.oc : jcp.oc_block;

        return typesize * (ow * ow_str + oc);
    }

    inline bool is_dsrc_layout_nxc() {
        return utils::one_of(jcp.src_tag, format_tag::ndhwc, format_tag::nhwc,
                format_tag::nwc);
    }
    inline bool is_ddst_layout_nxc() {
        return utils::one_of(jcp.dst_tag, format_tag::ndhwc, format_tag::nhwc,
                format_tag::nwc);
    }
};

template <cpu_isa_t isa = isa_undef>
struct jit_sve_conv_bwd_weights_kernel_f32_t : public jit_generator_t {

    jit_sve_conv_bwd_weights_kernel_f32_t(const jit_conv_conf_t &ajcp)
        : jcp(ajcp) {}

    void generate() override {
        if (jcp.harness != harness_nxc) {
            generate_kernel();
        } else {
            assert(!"none microkernel");
        }
    }

    DECLARE_CPU_JIT_AUX_FUNCTIONS(jit_sve_conv_bwd_weights_kernel_f32)

    static status_t init_conf(jit_conv_conf_t &jcp,
            const convolution_desc_t &cd, memory_desc_t &src_md,
            memory_desc_t &diff_weights_md, memory_desc_t &diff_bias_md,
            memory_desc_t &diff_dst_md, int nthreads);
    static void init_scratchpad(memory_tracking::registrar_t &scratchpad,
            const jit_conv_conf_t &jcp);

    jit_conv_conf_t jcp;

private:
    using reg64_t = const XReg;
    enum { typesize = sizeof(float) };
    static const int max_ur_w;
    static const int min_oh_reduce;

    reg64_t param = abi_param1;
    reg64_t reg_input = x1;
    reg64_t reg_kernel = x2;
    reg64_t reg_output = x3;
    reg64_t b_ic = x20;
    reg64_t kj = x5;
    reg64_t reg_kh = x6;
    reg64_t reg_ur_w_trips = x7;
    reg64_t reg_oj = x8;
    reg64_t reg_tmp = x10;
    reg64_t reg_icb = x9;

    reg64_t ki = x11;
    reg64_t reg_kd_count = x12;
    reg64_t reg_oi = x12;
    reg64_t reg_d_index = x13;
    reg64_t reg_input_d = x8;
    reg64_t reg_output_d = x9;
    reg64_t aux_reg_input = x12;
    reg64_t aux_reg_kernel = x13;
    reg64_t reg_bias = x9;
    reg64_t reg_oc_tail = x10;

    /* Temporary registers */
    reg64_t reg_add_tmp = x14;
    reg64_t reg_tmp_imm = x15;

    reg64_t reg_kd_count_org = x16;
    reg64_t reg_input_d_org = x17;
    reg64_t reg_output_d_org = x19;

    reg64_t reg_input_org = x24;
    reg64_t reg_kernel_org = x22;
    reg64_t reg_output_org = x23;

    reg64_t reg_pre_addr_input = x25;
    reg64_t reg_pre_addr_out = x26;
    reg64_t reg_pre_addr_ker = x26;
    reg64_t reg_ker_start_addr = x27;
    reg64_t reg_addr_diff_input = x18;

    void prefetch(const std::string &prfop, int level, reg64_t in,
            long long int ofs) {
        bool for_load = false;
        if (prfop == "LD") {
            for_load = true;
        } else if (prfop == "ST") {
            for_load = false;
        } else {
            assert(!"invalid prfop");
        }

        bool cacheline_aligned = ((ofs & 0xFF) == 0) ? true : false;
        if (cacheline_aligned == true) {
            Prfop op = PLDL1KEEP;
            switch (level) {
                case 1: op = (for_load == true) ? PLDL1KEEP : PSTL1KEEP; break;
                case 2: op = (for_load == true) ? PLDL2KEEP : PSTL2KEEP; break;
                case 3: op = (for_load == true) ? PLDL3KEEP : PSTL3KEEP; break;
                default: assert(!"invalid prfop"); break;
            }

            if ((ofs <= PRFMMAX) && (ofs >= 0)) {
                prfm(op, ptr(in, static_cast<int32_t>(ofs)));
            } else {
                add_imm(reg_add_tmp, in, ofs, reg_tmp_imm);
                prfm(op, ptr(reg_add_tmp));
            }
        } else {
            PrfopSve op_sve;
            switch (level) {
                case 1:
                    op_sve = (for_load == true) ? PLDL1KEEP_SVE : PSTL1KEEP_SVE;
                    break;
                case 2:
                    op_sve = (for_load == true) ? PLDL2KEEP_SVE : PSTL2KEEP_SVE;
                    break;
                case 3:
                    op_sve = (for_load == true) ? PLDL3KEEP_SVE : PSTL3KEEP_SVE;
                    break;
                default: assert(!"invalid prfop"); break;
            }

            if ((VL_OFS(ofs, isa) <= PRFWMAX)
                    && (VL_OFS(ofs, isa) >= (-1 * PRFWMAX - 1))) {
                prfw(op_sve, P_ALL_ONE,
                        ptr(in, static_cast<int32_t>(VL_OFS(ofs, isa))));
            } else {
                add_imm(reg_add_tmp, in, ofs, reg_tmp_imm);
                prfw(op_sve, P_ALL_ONE, ptr(reg_add_tmp));
            }
        }
    }

    inline void bias_kernel_2d();
    inline void bias_kernel_3d();
    inline void maybe_zero_kernel();
    inline void compute_oh_step_unroll_ow_icblock(
            int ic_block_step, int max_ur_w);
    inline void od_step_comeback_pointers();
    inline void oh_step_comeback_pointers();
    inline void compute_oh_step_unroll_ow(int ic_block_step, int max_ur_w);
    inline void compute_ic_block_step(int ur_w, int pad_l, int pad_r,
            int ic_block_step, int input_offset, int kernel_offset,
            int output_offset, bool input_wraparound = false);
    inline void compute_oh_step_common(int ic_block_step, int max_ur_w);
    inline void compute_oh_step_disp();
    inline void compute_oh_loop_common();
    inline void compute_oh_loop_partial();
    inline void compute_od_loop_partial();

    inline bool compute_full_spat_loop();
    inline bool flat_4ops_compute();

    inline void compute_loop();
    inline bool is_src_layout_nxc() {
        return utils::one_of(jcp.src_tag, format_tag::ndhwc, format_tag::nhwc,
                format_tag::nwc);
    }
    inline bool is_ddst_layout_nxc() {
        return utils::one_of(jcp.dst_tag, format_tag::ndhwc, format_tag::nhwc,
                format_tag::nwc);
    }

    inline ptrdiff_t get_full_src_offset(
            int i_iw, int i_ic, ptrdiff_t input_offset) {
        const bool is_nxc_layout = is_src_layout_nxc();
        const size_t w_shift_st = (jcp.is_hw_transp ? jcp.iw : 1)
                * (jcp.is_1stconv ? 1 : jcp.ic_block);
        ptrdiff_t w_shift = is_nxc_layout ? jcp.ngroups * jcp.ic : w_shift_st;
        ptrdiff_t ic_shift = (jcp.is_1stconv && !is_nxc_layout
                        ? (ptrdiff_t)jcp.ih * jcp.iw * jcp.id
                        : 1);

        ptrdiff_t local_input_offset = i_iw * w_shift + i_ic * ic_shift;
        return input_offset + typesize * local_input_offset;
    }

    inline int get_iw_idx(int ow, int kw, int l_pad) {
        return ow * jcp.stride_w + kw * (jcp.dilate_w + 1) - l_pad;
    }

    void generate_kernel();

    static void balance(const jit_conv_conf_t &j, int &nthr, int &nthr_mb,
            int &nthr_g, int &nthr_oc_b, int &nthr_ic_b, int nthreads);
};

} // namespace aarch64
} // namespace cpu
} // namespace impl
} // namespace dnnl

#endif