#include "cpu/aarch64/jit_brgemm_conv_trans_kernel.hpp"
#include "cpu/aarch64/jit_brgemm_conv_utils.hpp"
using namespace Xbyak_aarch64;
namespace dnnl {
namespace impl {
namespace cpu {
namespace aarch64 {
using namespace dnnl::impl::utils;
using namespace nstl;
using namespace data_type;
namespace jit_sve_core_brgemm_conv_trans_kernel {
#define GET_OFF(field) offsetof(jit_brgemm_conv_trans_kernel_args_t, field)
jit_sve_core_brgemm_conv_trans_kernel_t::
jit_sve_core_brgemm_conv_trans_kernel_t(
const jit_brgemm_conv_conf_t &ajcp)
: jcp(ajcp)
, inp_dsz(jcp.src_dsz)
, ic_block_sz(inp_dsz * jcp.ic_block)
, dst_w_block(dst_w(jcp, jcp.ow_block))
, dst_stride(jcp.copy_block_only ? dst_w_block : jcp.iwp)
, dst_w_offset(jcp.kh_sets * jcp.kw_sets * ic_block_sz)
, dst_h_offset(dst_stride * dst_w_offset)
, iw_size(inp_dsz * jcp.ngroups * jcp.ic_without_padding)
, VL(cpu_isa_traits<sve_512>::vlen)
, n_vec(jcp.ic_block / jcp.simd_w)
, n_tail_vec((jcp.ic_without_padding % jcp.ic_block) / jcp.simd_w) {}
int get_inp_size(int dst_size, int ext_k, int stride, int dilate) {
const auto res = calculate_end_padding(0, dst_size, 0, stride, ext_k);
return res;
}
int get_inp_start(int b, int b_size, int stride, int pad) {
return b * b_size * stride - pad;
}
int jit_sve_core_brgemm_conv_trans_kernel_t::inp_w(int out_w, int kw) const {
return get_inp_size(out_w, kw, jcp.stride_w, jcp.dilate_w);
}
int jit_sve_core_brgemm_conv_trans_kernel_t::inp_w(int out_w) const {
return inp_w(out_w, jcp.ext_kw);
}
int jit_sve_core_brgemm_conv_trans_kernel_t::dst_w(
const jit_brgemm_conv_conf_t &ajcp, int out_w) {
int res = 0;
if (ajcp.kw_sets > 1)
res = get_inp_size(out_w, 1, 1, ajcp.dilate_w);
else
res = get_inp_size(out_w, ajcp.ext_kw, ajcp.stride_w, ajcp.dilate_w);
if (ajcp.is_os_blocking) res = rnd_up(res, ajcp.stride_w);
return res;
}
int jit_sve_core_brgemm_conv_trans_kernel_t::inp_w_start(int owb) const {
return get_inp_start(owb, jcp.ow_block, jcp.stride_w, jcp.l_pad);
}
void jit_sve_core_brgemm_conv_trans_kernel_t::load(
const ZReg &x, const AdrNoOfs &addr) {
if (one_of(jcp.src_dt, f32, s32))
ldr(QReg(x.getIdx()), addr);
else if (one_of(jcp.src_dt, bf16, f16)) {
assert(!"Unknown type!\n");
} else if (one_of(jcp.src_dt, data_type::s8, data_type::u8)) {
assert(!"Unknown type!\n");
} else
assert(!"Unknown type!");
}
void jit_sve_core_brgemm_conv_trans_kernel_t::load(
const ZReg &x, const PReg &p, const AdrNoOfs &addr) {
if (one_of(jcp.src_dt, f32, s32)) {
ld1rw(x.s, p, addr);
} else if (one_of(jcp.src_dt, bf16, f16)) {
assert(!"Unknown type!");
} else if (one_of(jcp.src_dt, data_type::s8, data_type::u8)) {
assert(!"Unknown type!");
} else
assert(!"Unknown type!");
}
void jit_sve_core_brgemm_conv_trans_kernel_t::store(
const AdrNoOfs &addr, const ZReg &x) {
if (one_of(jcp.src_dt, f32, s32))
str(QReg(x.getIdx()), addr);
else if (one_of(jcp.src_dt, bf16, f16))
assert(!"Unknown type!");
else if (one_of(jcp.src_dt, data_type::s8, data_type::u8))
assert(!"Unknown type!");
else
assert(!"Unknown type!");
}
void jit_sve_core_brgemm_conv_trans_kernel_t::store(
const AdrNoOfs &addr, const PReg &p, const ZReg &x) {
if (one_of(jcp.src_dt, f32, s32)) {
st1w(zmm_zero.s, p, addr);
} else if (one_of(jcp.src_dt, bf16, f16))
assert(!"Unknown type!");
else if (one_of(jcp.src_dt, data_type::s8, data_type::u8))
assert(!"Unknown type!");
else
assert(!"Unknown type!");
}
void jit_sve_core_brgemm_conv_trans_kernel_t::zero_ic_block(
bool is_ic_tail, dim_t dst_off) {
bool has_block_tail = (jcp.ic_block % jcp.simd_w);
auto nvec = is_ic_tail ? n_tail_vec : n_vec;
for (int iv = 0; iv < nvec; iv++) {
add_imm(X_DEFAULT_ADDR, aux_dst_ptr, dst_off + iv * VL, X_TMP_0);
store(ptr(X_DEFAULT_ADDR), zmm_zero);
}
add_imm(X_DEFAULT_ADDR, aux_dst_ptr, dst_off + nvec * VL, X_TMP_0);
if (is_ic_tail) {
if (has_block_tail) {
store(ptr(X_DEFAULT_ADDR), kblock_tail_mask, zmm_zero);
} else {
store(ptr(X_DEFAULT_ADDR), zmm_zero);
}
} else if (has_block_tail) {
store(ptr(X_DEFAULT_ADDR), kblock_tail_mask, zmm_zero);
}
}
void jit_sve_core_brgemm_conv_trans_kernel_t::copy_ic_block(bool is_ic_tail,
dim_t inp_off = 0, dim_t dst_off = 0, bool do_load = true) {
bool has_block_tail = (jcp.ic_block % jcp.simd_w);
auto nvec = is_ic_tail ? n_tail_vec : n_vec;
for (int iv = 0; iv < nvec; iv++) {
if (do_load) {
add_imm(X_DEFAULT_ADDR, aux_inp_ptr, inp_off + iv * VL, X_TMP_0);
load(zmm_tmp, ptr(X_DEFAULT_ADDR));
}
add_imm(X_DEFAULT_ADDR, aux_dst_ptr, dst_off + iv * VL, X_TMP_0);
store(ptr(X_DEFAULT_ADDR), zmm_tmp);
}
if (is_ic_tail) {
if (do_load) {
add_imm(X_DEFAULT_ADDR, aux_inp_ptr, inp_off + nvec * VL, X_TMP_0);
load(zmm_tmp, ktail_mask, ptr(X_DEFAULT_ADDR));
}
if (has_block_tail) {
add_imm(X_DEFAULT_ADDR, aux_dst_ptr, dst_off + nvec * VL, X_TMP_0);
store(ptr(X_DEFAULT_ADDR), kblock_tail_mask, zmm_tmp);
} else {
add_imm(X_DEFAULT_ADDR, aux_dst_ptr, dst_off + nvec * VL, X_TMP_0);
store(ptr(X_DEFAULT_ADDR), zmm_tmp);
}
} else if (has_block_tail) {
if (do_load) {
add_imm(X_DEFAULT_ADDR, aux_inp_ptr, inp_off + nvec * VL, X_TMP_0);
load(zmm_tmp, kblock_tail_mask, ptr(X_DEFAULT_ADDR));
}
add_imm(X_DEFAULT_ADDR, aux_dst_ptr, dst_off + nvec * VL, X_TMP_0);
store(ptr(X_DEFAULT_ADDR), kblock_tail_mask, zmm_tmp);
}
}
void jit_sve_core_brgemm_conv_trans_kernel_t::generate() {
preamble();
ldr(inp_ptr, ptr(param1, uint32_t(GET_OFF(src))));
ldr(dst_ptr, ptr(param1, uint32_t(GET_OFF(dst))));
ldr(reg_hc, ptr(param1, uint32_t(GET_OFF(h_count))));
ldr(reg_t_pad, ptr(param1, uint32_t(GET_OFF(t_pad))));
ldr(reg_b_pad, ptr(param1, uint32_t(GET_OFF(b_pad))));
ldr(reg_owb, ptr(param1, uint32_t(GET_OFF(owb))));
ldr(reg_ic, ptr(param1, uint32_t(GET_OFF(ic))));
eor(zmm_zero.d, zmm_zero.d, zmm_zero.d);
if (jcp.ic_without_padding % jcp.ic_block) {
int tail_size = (jcp.ic_without_padding % jcp.ic_block) % jcp.simd_w;
set_preg(ktail_mask.s, tail_size, X_TMP_0, X_TMP_1);
}
if (jcp.ic_block % jcp.simd_w) {
int block_tail_size = jcp.ic_block % jcp.simd_w;
set_preg(kblock_tail_mask.s, block_tail_size, X_TMP_0, X_TMP_1);
}
auto icb_loop_body = [&](bool is_ic_tail) {
Label kh_label, no_kh_label, icb_label;
Label kh_tover_label, kh_bover_label;
Label no_kh_tover_label, no_kh_bover_label;
mov(aux_inp_ptr, inp_ptr);
mov(aux_dst_ptr, dst_ptr);
cmp_imm(reg_hc, 0, X_TMP_0);
b(LE, no_kh_bover_label);
cmp_imm(reg_t_pad, 0, X_TMP_0);
b(LE, no_kh_tover_label);
mov(kh_over, reg_t_pad);
L(kh_tover_label);
{
for_(dim_t iw = 0; iw < dst_w_block; iw++)
for (int kw = 0; kw < jcp.kw_sets; kw++)
zero_ic_block(is_ic_tail, iw * dst_w_offset + kw * ic_block_sz);
add_imm(aux_dst_ptr, aux_dst_ptr, dst_h_offset, X_TMP_0);
subs(kh_over, kh_over, 1);
cmp_imm(kh_over, 0, X_TMP_0);
b(NE, kh_tover_label);
}
sub(reg_hc, reg_hc, reg_t_pad);
L(no_kh_tover_label);
cmp(reg_hc, reg_b_pad);
b(LE, no_kh_label);
L(kh_label);
{
copy_ow_block(is_ic_tail);
auto inp_h_offset = jcp.iw * iw_size;
add_imm(aux_inp_ptr, aux_inp_ptr, inp_h_offset, X_TMP_0);
add_imm(aux_dst_ptr, aux_dst_ptr, dst_h_offset, X_TMP_0);
sub_imm(reg_hc, reg_hc, 1, X_TMP_0);
cmp(reg_hc, reg_b_pad);
b(GT, kh_label);
}
L(no_kh_label);
cmp_imm(reg_hc, 0, X_TMP_0);
b(LE, no_kh_bover_label);
L(kh_bover_label);
{
for_(dim_t iw = 0; iw < dst_w_block; iw++)
for (int kw = 0; kw < jcp.kw_sets; kw++)
zero_ic_block(is_ic_tail, iw * dst_w_offset + kw * ic_block_sz);
add_imm(aux_dst_ptr, aux_dst_ptr, dst_h_offset, X_TMP_0);
sub_imm(reg_hc, reg_hc, 1, X_TMP_0);
cmp_imm(reg_hc, 0, X_TMP_0);
b(NE, kh_bover_label);
}
L(no_kh_bover_label);
auto inp_cb_offset = ic_block_sz;
auto dst_cb_offset = jcp.ihp * dst_h_offset;
add_imm(inp_ptr, inp_ptr, inp_cb_offset, X_TMP_0);
add_imm(dst_ptr, dst_ptr, dst_cb_offset, X_TMP_0);
};
for (int icb = 0; icb < jcp.nb_ic_blocking; icb++) {
Label ic_tail_label, icb_continue_label;
add_imm(reg_ic, reg_ic, jcp.ic_block, X_TMP_0);
cmp_imm(reg_ic, jcp.ic, X_TMP_0);
b(GT, ic_tail_label);
icb_loop_body(false);
b(icb_continue_label);
L(ic_tail_label);
icb_loop_body(true);
L(icb_continue_label);
}
postamble();
}
void jit_sve_core_brgemm_conv_trans_kernel_t::copy_ow_block(bool is_ic_tail) {
if (jcp.nb_ow == 1) {
copy_ow_block_body(jcp.l_pad, jcp.ow_block, jcp.iw, is_ic_tail);
return;
}
Label copy_block_done_label;
int start_first_zero_block = -1;
int end_first_zero_block = -1;
int start_first_partial_block = -1;
int end_first_partial_block = -1;
int start_full_block = -1;
int end_full_block = -1;
int start_last_partial_block = -1;
int end_last_partial_block = -1;
const auto adj_iw = nstl::min(jcp.iw, jcp.iwp - jcp.l_pad);
int ow_block_tail = jcp.ow % jcp.ow_block;
for (int owb = 0; owb < jcp.nb_ow; owb++) {
const auto inp_block = inp_w(jcp.ow_block);
const auto inp_start = inp_w_start(owb);
const auto inp_end = inp_start + inp_block;
if (inp_start + inp_block < 0) {
if (start_first_zero_block == -1) start_first_zero_block = owb;
end_first_zero_block = owb;
} else if (inp_start < 0) {
if (start_first_partial_block == -1)
start_first_partial_block = owb;
end_first_partial_block = owb;
} else if (inp_start < adj_iw) {
if (inp_end <= adj_iw) {
if (start_full_block == -1) start_full_block = owb;
end_full_block = owb;
} else {
if (start_last_partial_block == -1)
start_last_partial_block = owb;
end_last_partial_block = owb;
}
}
}
if (start_first_zero_block != -1) {
Label skip_first_zero_blocks;
cmp_imm(reg_owb, end_first_zero_block, X_TMP_0);
b(GT, skip_first_zero_blocks);
copy_ow_block_body(0, jcp.ow_block, 0, is_ic_tail);
b(copy_block_done_label);
L(skip_first_zero_blocks);
}
if (start_first_partial_block != -1) {
for (int c = start_first_partial_block; c <= end_first_partial_block;
c++) {
int cur_ow_block = (c == jcp.nb_ow - 1 && ow_block_tail > 0)
? ow_block_tail
: jcp.ow_block;
const auto inp_block = inp_w(cur_ow_block);
const auto inp_start = inp_w_start(c);
const auto inp_end = inp_start + inp_block;
const auto block_lpad = -inp_start;
const auto block_len = nstl::min(adj_iw, inp_end);
Label skip_first_partial_block;
cmp_imm(reg_owb, c, X_TMP_0);
b(NE, skip_first_partial_block);
copy_ow_block_body(block_lpad, jcp.ow_block, block_len, is_ic_tail);
b(copy_block_done_label);
L(skip_first_partial_block);
}
}
if (start_full_block != -1) {
Label skip_full_blocks;
cmp_imm(reg_owb, end_full_block, X_TMP_0);
b(GT, skip_full_blocks);
copy_ow_block_body(0, jcp.ow_block, inp_w(jcp.ow_block), is_ic_tail);
b(copy_block_done_label);
L(skip_full_blocks);
}
if (start_last_partial_block != -1) {
for (int c = start_last_partial_block; c <= end_last_partial_block;
c++) {
int cur_ow_block = (c == jcp.nb_ow - 1 && ow_block_tail > 0)
? ow_block_tail
: jcp.ow_block;
const auto inp_block = inp_w(cur_ow_block);
const auto inp_start = inp_w_start(c);
const auto inp_end = inp_start + inp_block;
const auto block_lpad = 0;
const auto block_len = nstl::min(adj_iw, inp_end) - inp_start;
Label skip_last_partial_block;
cmp_imm(reg_owb, c, X_TMP_0);
b(NE, skip_last_partial_block);
copy_ow_block_body(block_lpad, cur_ow_block, block_len, is_ic_tail);
b(copy_block_done_label);
L(skip_last_partial_block);
}
}
copy_ow_block_body(0, jcp.ow_block, 0, is_ic_tail);
L(copy_block_done_label);
}
void jit_sve_core_brgemm_conv_trans_kernel_t::copy_ow_block_body(
int lpad, int ow_len, int iw_len, bool is_ic_tail) {
const auto dst_width = dst_w(jcp, ow_len);
const auto iw_stride = jcp.kw_sets > 1 ? jcp.stride_w : 1;
for_(int kw = 0; kw < jcp.kw_sets; kw++)
for (dim_t ind_w = 0; ind_w < dst_width; ind_w++) {
auto iw_idx = ind_w * iw_stride - lpad + kw * (jcp.dilate_w + 1);
auto dst_off = ind_w * dst_w_offset + kw * ic_block_sz;
if (iw_idx < 0 || iw_idx >= iw_len) {
zero_ic_block(is_ic_tail, dst_off);
} else {
auto inp_off = iw_idx * iw_size;
copy_ic_block(is_ic_tail, inp_off, dst_off, true);
}
}
}
jit_sve_core_brgemm_conv_rtus_kernel_t::jit_sve_core_brgemm_conv_rtus_kernel_t(
const jit_brgemm_conv_conf_t &ajcp)
: jit_sve_core_brgemm_conv_trans_kernel_t(ajcp) {
ic_block_sz = inp_dsz * jcp.LDA; dst_h_offset = jcp.iwp * ic_block_sz;
}
void jit_sve_core_brgemm_conv_rtus_kernel_t::generate() {
preamble();
const XReg ®_khp = reg_hc;
const XReg ®_kwp = reg_owb;
add_imm(X_DEFAULT_ADDR, param1, GET_OFF(src), X_TMP_0);
ldr(inp_ptr, ptr(X_DEFAULT_ADDR));
add_imm(X_DEFAULT_ADDR, param1, GET_OFF(dst), X_TMP_0);
ldr(dst_ptr, ptr(X_DEFAULT_ADDR));
add_imm(X_DEFAULT_ADDR, param1, GET_OFF(h_count), X_TMP_0);
ldr(reg_khp, ptr(X_DEFAULT_ADDR));
add_imm(X_DEFAULT_ADDR, param1, GET_OFF(owb), X_TMP_0);
ldr(reg_kwp, ptr(X_DEFAULT_ADDR));
if (jcp.ic_without_padding % jcp.ic_block) {
int tail_size = (jcp.ic_without_padding % jcp.ic_block) % jcp.simd_w;
set_preg(ktail_mask.s, tail_size, X_TMP_0, X_TMP_1);
}
if (jcp.ic_block % jcp.simd_w) {
int block_tail_size = jcp.ic_block % jcp.simd_w;
set_preg(kblock_tail_mask.s, block_tail_size, X_TMP_0, X_TMP_1);
}
assert(jcp.nb_ic_blocking == 1 && "TODO: support multi-batch case");
for (int icb = 0; icb < jcp.nb_ic_blocking; icb++) {
const bool is_ic_tail
= (icb + 1) * jcp.ic_block > jcp.ic_without_padding;
mov(aux_inp_ptr, inp_ptr);
mov(aux_dst_ptr, dst_ptr);
Label label_kwp_begin, label_kwp_end;
cmp_imm(reg_kwp, 0, X_TMP_0);
b(LE, label_kwp_end);
L(label_kwp_begin);
{
copy_ic_block(is_ic_tail);
auto inp_w_step = jcp.stride_w * iw_size;
auto out_w_step = ic_block_sz;
add_imm(aux_inp_ptr, aux_inp_ptr, inp_w_step, X_TMP_0);
add_imm(aux_dst_ptr, aux_dst_ptr, out_w_step, X_TMP_0);
sub_imm(reg_kwp, reg_kwp, 1, X_TMP_0);
cmp_imm(reg_kwp, 0, X_TMP_0);
b(NE, label_kwp_begin);
}
L(label_kwp_end);
Label label_khp_begin, label_khp_end;
cmp_imm(reg_khp, 0, X_TMP_0);
b(LE, label_khp_end);
L(label_khp_begin);
{
for (int ow = 0; ow < jcp.ow; ow++) {
auto inp_w_off = ow * jcp.stride_w * iw_size;
auto out_w_off = ow * ic_block_sz;
copy_ic_block(is_ic_tail, inp_w_off, out_w_off);
}
auto inp_h_step = jcp.stride_h * jcp.iw * iw_size;
auto out_h_step = jcp.ow * ic_block_sz;
add_imm(aux_inp_ptr, aux_inp_ptr, inp_h_step, X_TMP_0);
add_imm(aux_dst_ptr, aux_dst_ptr, out_h_step, X_TMP_0);
sub_imm(reg_khp, reg_khp, 1, X_TMP_0);
cmp_imm(reg_khp, 0, X_TMP_0);
b(NE, label_khp_begin);
}
L(label_khp_end);
}
postamble();
}
}
} } } }