onednn-src 0.1.13

Source of oneAPI Deep Neural Network Library (oneDNN)
Documentation
/*******************************************************************************
* Copyright 2021 Intel Corporation
* Copyright 2021 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_512_X8S8S32X_CONV_KERNEL_HPP
#define CPU_AARCH64_JIT_SVE_512_X8S8S32X_CONV_KERNEL_HPP

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

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

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

using namespace Xbyak_aarch64;

struct jit_sve_512_x8s8s32x_fwd_kernel_t : public jit_generator_t {
    DECLARE_CPU_JIT_AUX_FUNCTIONS(_jit_sve_512_x8s8s32x_conv_fwd_ker_t)

    enum { STATE_FIRST_DST_LOAD = 0x1U };

    jit_sve_512_x8s8s32x_fwd_kernel_t(
            const jit_conv_conf_t &ajcp, const primitive_attr_t &attr)
        : jcp(ajcp), attr_(attr) {
        if (jcp.with_eltwise) assert(!"not supported");

        int ch_block = jcp.is_depthwise ? jcp.ch_block : jcp.ic_block;
        switch (ch_block) {
            case 16: sve_len_ = 64; break;
            case 8: sve_len_ = 32; break;
            case 4: sve_len_ = 16; break;
            default: assert(!"unreachable"); break;
        }
    }

    ~jit_sve_512_x8s8s32x_fwd_kernel_t() override = default;

    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, const primitive_attr_t &attr);

private:
    size_t sve_len_;

    enum {
        typesize = sizeof(float),
        ker_reg_base_idx = 28,
        ker_dw_reg_base_idx = 30,
        ker_zp_reg_base_idx = 26,
    };
    enum ic_block_t {
        no_last_block,
        last_ic_block,
        last_sp_block,
    };

    /* data regs */
    const XReg reg_ptr_scales = x7;
    const XReg aux_reg_saturation = x7;
    const XReg reg_inp = x8;
    const XReg reg_ker = x9;
    const XReg reg_out = x10;
    const XReg aux_reg_inp = x11;
    const XReg reg_ptr_sum_scale = x11;
    const XReg aux_reg_ker = x12;
    const XReg reg_compensation = x14;
    const XReg aux_reg_inp_d = x13;
    const XReg aux_reg_ker_d = x15;
    // Using 3d regs as depthwise_3d is not yet supported
    const XReg reg_inp_buffer_ptr = aux_reg_inp_d;
    const XReg aux_reg_inp_buffer_ptr = aux_reg_ker_d;

    /* counter regs */
    const XReg reg_bias_alpha = x1;
    const XReg reg_param1 = x0;
    const XReg reg_oi = x3;
    const XReg reg_bias = x2;
    const XReg reg_oc_blocks = x6;
    const XReg reg_owb = aux_reg_ker;
    const XReg reg_scratch = reg_compensation;
    const XReg reg_kj = reg_ptr_scales;
    const XReg reg_ki = reg_compensation;
    const XReg reg_overflow = reg_ptr_scales;
    const XReg reg_icb = reg_bias;
    const XReg reg_jmp_tbl_base = reg_kj;

    XReg reg_stack = x22; // translator stack register

    /* Temporay registers */
    XReg reg_tmp0_imm = x23; // tmp for add_imm
    XReg reg_tmp1_imm = x24; // tmp for add_imm
    XReg reg_tmp0_adr = x25; // tmp for address value

    const PReg ktail_mask = p2;
    const PReg kblend_mask = p8;

    const PReg mask_tmp = p3;
    const PReg mask_tmp2 = p9;
    const PReg mask_all_one = p4;

    const ZReg vmm_wei = ZReg(31);
    /* used during bias section of store_output */
    const ZReg vmm_comp = ZReg(30); // only for unsigned input
    const ZReg vmm_bias = ZReg(31);
    const ZReg vmm_pre_load = ZReg(30); // only for signed input
    /* used during post_op sum section of store_output */
    const ZReg vmm_prev_dst = ZReg(31);
    /* used during write-out section of store_output */
    const ZReg vmm_saturation = ZReg(30);
    const ZReg vmm_zero = ZReg(31);

    /* used in compute_ker (but set during prepare_output) */
    const ZReg vmm_shift = vmm_comp; // only for unsigned input
    const ZReg vmm_tmp = ZReg(28); // not used for depthwise
    const ZReg vmm_one
            = ZReg(29); // set at start of kernel, not used for depthwise.

    /* registers use only for depthwise
       groups are always blocked by 16(padded if needed),
       hence use only ZReg registers */
    const ZReg zmm_wei = ZReg(31);
    ZReg zmm_tmp = ZReg(0);
    ZReg zmm_src = ZReg(0);
    ZReg zmm_shifted_zero = ZReg(0);
    ZReg zmm_permute = ZReg(0);

    bool mask_gflag;

    ZReg vmm_out(int i_ur, int i_oc) {
        int nb_x_blocking
                = jcp.is_depthwise ? jcp.nb_ch_blocking : jcp.nb_oc_blocking;
        int idx = i_ur * nb_x_blocking + i_oc;
        assert(idx
                < (jcp.is_depthwise ? ker_dw_reg_base_idx : ker_reg_base_idx));
        return ZReg(idx);
    }
    ZReg zmm_out(int i_ur, int i_oc) {
        int idx = vmm_out(i_ur, i_oc).getIdx();
        assert(idx
                < (jcp.is_depthwise ? ker_dw_reg_base_idx : ker_reg_base_idx));
        return ZReg(idx);
    }
    ZReg vmm_inp(int i_ic, int nb_x_blocking) const {
        int idx = i_ic + nb_x_blocking * jcp.ur_w;
        assert(idx < 31);
        return ZReg(idx);
    }
    ZReg zmm_inp(int i_ic, int nb_x_blocking) const {
        int idx = i_ic + nb_x_blocking * jcp.ur_w;
        const int max_idx = ker_dw_reg_base_idx;
        assert(idx < max_idx);
        MAYBE_UNUSED(max_idx);

        return ZReg(idx);
    }
    ZReg vmm_bias_alpha() {
        int nb_c_block
                = jcp.is_depthwise ? jcp.nb_ch_blocking : jcp.nb_oc_blocking;
        return ZReg(nb_c_block * jcp.ur_w);
    }
    ZReg xmm_bias_alpha() {
        int nb_c_block
                = jcp.is_depthwise ? jcp.nb_ch_blocking : jcp.nb_oc_blocking;
        return ZReg(nb_c_block * jcp.ur_w);
    }
    int get_ow_start(int ki, int pad_l) const {
        return utils::div_up(
                nstl::max(0, pad_l - ki * (jcp.dilate_w + 1)), jcp.stride_w);
    }
    int get_ow_end(int ur_w, int ki, int pad_r) const {
        return ur_w
                - utils::div_up(
                        nstl::max(0,
                                pad_r - (jcp.kw - 1 - ki) * (jcp.dilate_w + 1)),
                        jcp.stride_w);
    }

    void prepare_output(int ur_w);
    void store_output(int ur_w, bool last_oc_block_flag);
    void compute_ker_dw(int ur_w, int pad_l, int pad_r,
            ic_block_t last_ic_block_flag, bool h_padded);
    void compute_ker(int ur_w, int pad_l, int pad_r,
            ic_block_t last_ic_block_flag, bool h_padded = false);
    void kh_loop(int ur_w, int pad_l, int pad_r, ic_block_t last_ic_block_flag);
    void icb_loop(int ur_w, int pad_l, int pad_r, bool is_last_spatial_block);
    void generate() override;
    void cvt2ps(data_type_t type_in, ZReg ymm_in, const XReg reg_base,
            const int offset, bool mask_flag);
    void vmm_mask_all_one();
    void vmm_load_src(ZReg src, XReg reg_addr, bool mask_flag);

    int get_offset(int raw_offt) {
        auto offt = raw_offt;
        int scale = 0;
        const int EVEX_max_8b_offt = 0x200;
        if (EVEX_max_8b_offt <= offt && offt < 3 * EVEX_max_8b_offt) {
            offt = offt - 2 * EVEX_max_8b_offt;
            scale = 1;
        } else if (3 * EVEX_max_8b_offt <= offt
                && offt < 5 * EVEX_max_8b_offt) {
            offt = offt - 4 * EVEX_max_8b_offt;
            scale = 2;
        }

        auto re = offt;
        if (scale) re = re + (2 * EVEX_max_8b_offt) * scale;

        return re;
    }

    XReg get_comp_addr_reg(XReg base, int offset = 0) {
        auto offt = get_offset(offset);

        if (offt == 0) return base;

        auto reg_tmp_adr = reg_tmp0_adr;
        auto reg_tmp_imm = reg_tmp0_imm;
        add_imm(reg_tmp_adr, base, offt, reg_tmp_imm);

        return reg_tmp_adr;
    }

    static bool post_ops_ok(jit_conv_conf_t &jcp, const primitive_attr_t &attr);
};

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

#endif