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feat(cuda): add int4 ptx 256x64 mma kernel 

GitOrigin-RevId: 8f7475b0f6
tags/v1.11.0
Megvii Engine Team 3 years ago
parent
cf3ca1e9a2
commit
c7a9909839
3 changed files with 1666 additions and 0 deletions
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  1. +828
    -0
      dnn/src/cuda/ptx/uint4_int4/fuse_z_imma8832_ldg16_256x64_relu.cu
  2. +25
    -0
      dnn/src/cuda/ptx/uint4_int4/imma8832_256x64.cuh
  3. +813
    -0
      dnn/src/cuda/ptx/uint4_int4/imma8832_ldg16_256x64_relu.cu

+ 828
- 0
dnn/src/cuda/ptx/uint4_int4/fuse_z_imma8832_ldg16_256x64_relu.cu View File

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#include <stdio.h>
#include "./imma8832_256x64.cuh"
#include "./kern.cuh"
#include "./macro.cuh"
#include "./tools.cuh"

using namespace convolution;

namespace {
extern "C" __global__ void __launch_bounds__(256)
ampere_conv_bias_uint4_int4_fuse_z_imma8832_ldg16_256x64_relu(
const int8_t* __restrict__ src, const int8_t* __restrict__ filter,
const float* __restrict__ bias, const int8_t* __restrict__ z,
int8_t* __restrict__ dst, float alpha, float beta, float gamma,
uint32_t pk_src_zero_point, int32_t z_zero_point, float dst_zero_point,
uint32_t relu, Conv2dInt4Param param,
Conv2dConstantOffset conv2d_constant) {
#ifdef SM80_ENABLED
const uint32_t tid = threadIdx.x;
const uint32_t bidx = blockIdx.x;
const uint32_t bidy = blockIdx.y;
__shared__ int32_t smem[10240]; // (64+256)*128/8*2
int2 reg_acc[reg_m][reg_n];
int4 reg_src[2][reg_nd4];
int4 reg_flt[2][reg_md4];
// use in other way, maybe use reg_ser/flt
int4 reg_src_cache[8];
int4 reg_filter_cache[2];

uint32_t tid127 = (tid & 127);
uint32_t section = (tid127 >> 1);
uint32_t residue = ((tid127 << 5) & 63);
uint32_t nhw = bidx * BN + section;

uint32_t tn, hw, toh, tow;
int tih, tiw;
int h_start[4];
int h_end[4];
int w_start[4];
int w_end[4];
bool g[4];
const int8_t* __restrict__ g_src_ptr[8];
for (int i = 0; i < 4; i++) {
if (i != 0) {
nhw += 64;
}
tn = nhw / param.div_ohow;
hw = nhw % param.div_ohow;
toh = hw / param.div_ow;
tow = hw % param.div_ow;
tih = toh * param.sh - param.ph;
tiw = tow * param.sw - param.pw;
g[i] = tn < param.n;
h_start[i] = -tih;
h_end[i] = param.ih - tih;
w_start[i] = -tiw;
w_end[i] = param.iw - tiw;
// param's members have been converted to byte offset and int4 offset need to
// div 2
int src_offset = tn * param.ibs + tih * param.ihs +
((int)(tiw * packed_channel + residue) >> 1);
g_src_ptr[i * 2] = src + src_offset;
g_src_ptr[i * 2 + 1] = g_src_ptr[i * 2];
}

const uint32_t section_section = (section >> 2);
const uint32_t section_residue = (section & 3);
const uint32_t section_factor = ((section & 15) >> 2);
const uint32_t crosswise_offset =
((section_residue >> 1) << 4) +
(((section_residue & 1) ^ (section_factor >> 1)) << 3);
const uint32_t residue_offset = ((residue >> 5) ^ (section_factor & 1)) << 2;

// next + 64 * BK / 8
int32_t* write_src_s[2];
write_src_s[0] =
smem + section_section * BK / 2 + crosswise_offset + residue_offset;
write_src_s[1] = write_src_s[0] + 32;

int iter = (param.icfhfw >> 6);

uint32_t tid31 = (tid & 31);
uint32_t warp_idx = (tid >> 5);
uint32_t warp_strided = (warp_idx << 1);
uint32_t htid = (tid31 >> 4);
const uint32_t flt_strided = bidy * BM / 8 + warp_strided;
bool guard = flt_strided * 8 < param.oc && iter > htid;
// icfhfw * 8/2 is a stride
const int8_t* __restrict__ g_filter_ptr0 =
filter + flt_strided * (param.icfhfw * 4) + (tid31 << 4);
const int8_t* __restrict__ g_filter_ptr1 = g_filter_ptr0 + (param.icfhfw * 4);
// next + BK * 8 / (INT32/INT4)
uint32_t q = (tid31 >> 3);
uint32_t r = (tid31 & 7);
int32_t* write_flt_s = smem + BN * BK / 8 + warp_strided * BK + ((q & 1) << 6) +
((q >> 1) << 5) + (r << 2);
uint32_t quad_idx = (tid31 >> 2);
uint32_t idx_in_quad = (tid & 3);
uint32_t quad_factor = ((tid & 15) >> 2);
uint32_t crosswise =
((idx_in_quad >> 1) << 4) + (((idx_in_quad & 1) ^ (quad_factor >> 1)) << 3);
uint32_t warp_x = warp_idx;
// low src
int32_t* read_src_s_0 = smem + (warp_x * 8 * BK) + (quad_idx * BK / 2) + crosswise +
((0 ^ (quad_factor & 1)) << 2);
int32_t* read_src_s_1 = smem + (warp_x * 8 * BK) + (quad_idx * BK / 2) + crosswise +
((1 ^ (quad_factor & 1)) << 2);
// high src
int32_t* read_flt_s_0 = smem + BN * BK / 8 + (quad_idx * BK / 2) + crosswise +
((0 ^ (quad_factor & 1)) << 2);
int32_t* read_flt_s_1 = smem + BN * BK / 8 + (quad_idx * BK / 2) + crosswise +
((1 ^ (quad_factor & 1)) << 2);

#pragma unroll
for (int i = 0; i < reg_m; i++) {
#pragma unroll
for (int j = 0; j < reg_n; j++) {
reg_acc[i][j] = make_int2(0, 0);
}
}

int32_t smem_switch = 5120;
uint32_t offset[2] = {0, 2}; // high & low
int src_step[2], x[2], y[2];

for (int i = 0; i < 2; i++) {
src_step[i] = conv2d_constant.c_offset[offset[i]];
uint32_t spatial = *(reinterpret_cast<const uint32_t*>(
&(conv2d_constant.c_offset[offset[i] + 1])));
x[i] = (spatial & 0xff);
y[i] = ((spatial >> 8) & 0xff);
if (offset[i] < conv2d_constant.c_offset_param.max) {
offset[i] += 4;
} else {
offset[i] += conv2d_constant.c_offset_param.rewind;
}
}

bool guard0[2], guard1[2], guard2[2], guard3[2];
guard0[0] = g[0] && x[0] >= h_start[0] && x[0] < h_end[0] && y[0] >= w_start[0] &&
y[0] < w_end[0] && iter > 0;
guard0[1] = g[0] && x[1] >= h_start[0] && x[1] < h_end[0] && y[1] >= w_start[0] &&
y[1] < w_end[0] && iter > 1;
guard1[0] = g[1] && x[0] >= h_start[1] && x[0] < h_end[1] && y[0] >= w_start[1] &&
y[0] < w_end[1] && iter > 0;
guard1[1] = g[1] && x[1] >= h_start[1] && x[1] < h_end[1] && y[1] >= w_start[1] &&
y[1] < w_end[1] && iter > 1;
guard2[0] = g[2] && x[0] >= h_start[2] && x[0] < h_end[2] && y[0] >= w_start[2] &&
y[0] < w_end[2] && iter > 0;
guard2[1] = g[2] && x[1] >= h_start[2] && x[1] < h_end[2] && y[1] >= w_start[2] &&
y[1] < w_end[2] && iter > 1;
guard3[0] = g[3] && x[0] >= h_start[3] && x[0] < h_end[3] && y[0] >= w_start[3] &&
y[0] < w_end[3] && iter > 0;
guard3[1] = g[3] && x[1] >= h_start[3] && x[1] < h_end[3] && y[1] >= w_start[3] &&
y[1] < w_end[3] && iter > 1;
g_src_ptr[0] += src_step[0];
g_src_ptr[1] += src_step[1];
g_src_ptr[2] += src_step[0];
g_src_ptr[3] += src_step[1];
g_src_ptr[4] += src_step[0];
g_src_ptr[5] += src_step[1];
g_src_ptr[6] += src_step[0];
g_src_ptr[7] += src_step[1];

if (guard0[0]) {
reg_src_cache[0] = *(reinterpret_cast<const int4*>(g_src_ptr[0]));
} else {
reg_src_cache[0] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard0[1]) {
reg_src_cache[1] = *(reinterpret_cast<const int4*>(g_src_ptr[1]));
} else {
reg_src_cache[1] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard1[0]) {
reg_src_cache[2] = *(reinterpret_cast<const int4*>(g_src_ptr[2]));
} else {
reg_src_cache[2] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard1[1]) {
reg_src_cache[3] = *(reinterpret_cast<const int4*>(g_src_ptr[3]));
} else {
reg_src_cache[3] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard2[0]) {
reg_src_cache[4] = *(reinterpret_cast<const int4*>(g_src_ptr[4]));
} else {
reg_src_cache[4] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard2[1]) {
reg_src_cache[5] = *(reinterpret_cast<const int4*>(g_src_ptr[5]));
} else {
reg_src_cache[5] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard3[0]) {
reg_src_cache[6] = *(reinterpret_cast<const int4*>(g_src_ptr[6]));
} else {
reg_src_cache[6] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard3[1]) {
reg_src_cache[7] = *(reinterpret_cast<const int4*>(g_src_ptr[7]));
} else {
reg_src_cache[7] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}

if (guard) {
reg_filter_cache[0] = *(reinterpret_cast<const int4*>(g_filter_ptr0));
reg_filter_cache[1] = *(reinterpret_cast<const int4*>(g_filter_ptr1));
} else {
reg_filter_cache[0] = make_int4(0, 0, 0, 0);
reg_filter_cache[1] = make_int4(0, 0, 0, 0);
}

*(reinterpret_cast<int4*>(write_src_s[0])) = reg_src_cache[0];
*(reinterpret_cast<int4*>(write_src_s[1])) = reg_src_cache[1];
*(reinterpret_cast<int4*>(write_src_s[0] + 8 * BK)) = reg_src_cache[2];
*(reinterpret_cast<int4*>(write_src_s[1] + 8 * BK)) = reg_src_cache[3];
*(reinterpret_cast<int4*>(write_src_s[0] + 16 * BK)) = reg_src_cache[4];
*(reinterpret_cast<int4*>(write_src_s[1] + 16 * BK)) = reg_src_cache[5];
*(reinterpret_cast<int4*>(write_src_s[0] + 24 * BK)) = reg_src_cache[6];
*(reinterpret_cast<int4*>(write_src_s[1] + 24 * BK)) = reg_src_cache[7];
*(reinterpret_cast<int4*>(write_flt_s)) = reg_filter_cache[0];
*(reinterpret_cast<int4*>(write_flt_s + BK)) = reg_filter_cache[1];

__syncthreads();

iter -= 2;
for (int i = 0; i < 2; i++) {
src_step[i] = conv2d_constant.c_offset[offset[i]];
uint32_t spatial = *(reinterpret_cast<const uint32_t*>(
&(conv2d_constant.c_offset[offset[i] + 1])));
x[i] = (spatial & 0xff);
y[i] = ((spatial >> 8) & 0xff);
if (offset[i] < conv2d_constant.c_offset_param.max) {
offset[i] += 4;
} else {
offset[i] += conv2d_constant.c_offset_param.rewind;
}
}
guard0[0] = g[0] && x[0] >= h_start[0] && x[0] < h_end[0] && y[0] >= w_start[0] &&
y[0] < w_end[0];
guard0[1] = g[0] && x[1] >= h_start[0] && x[1] < h_end[0] && y[1] >= w_start[0] &&
y[1] < w_end[0];
guard1[0] = g[1] && x[0] >= h_start[1] && x[0] < h_end[1] && y[0] >= w_start[1] &&
y[0] < w_end[1];
guard1[1] = g[1] && x[1] >= h_start[1] && x[1] < h_end[1] && y[1] >= w_start[1] &&
y[1] < w_end[1];
guard2[0] = g[2] && x[0] >= h_start[2] && x[0] < h_end[2] && y[0] >= w_start[2] &&
y[0] < w_end[2];
guard2[1] = g[2] && x[1] >= h_start[2] && x[1] < h_end[2] && y[1] >= w_start[2] &&
y[1] < w_end[2];
guard3[0] = g[3] && x[0] >= h_start[3] && x[0] < h_end[3] && y[0] >= w_start[3] &&
y[0] < w_end[3];
guard3[1] = g[3] && x[1] >= h_start[3] && x[1] < h_end[3] && y[1] >= w_start[3] &&
y[1] < w_end[3];

g_src_ptr[0] += src_step[0];
g_src_ptr[1] += src_step[1];
g_src_ptr[2] += src_step[0];
g_src_ptr[3] += src_step[1];
g_src_ptr[4] += src_step[0];
g_src_ptr[5] += src_step[1];
g_src_ptr[6] += src_step[0];
g_src_ptr[7] += src_step[1];
g_filter_ptr0 += 8 * 64;
g_filter_ptr1 += 8 * 64;

write_src_s[0] += smem_switch;
write_src_s[1] += smem_switch;
write_flt_s += smem_switch;

for (; iter >= 2; iter -= 2) {
if (guard0[0]) {
reg_src_cache[0] = *(reinterpret_cast<const int4*>(g_src_ptr[0]));
} else {
reg_src_cache[0] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard0[1]) {
reg_src_cache[1] = *(reinterpret_cast<const int4*>(g_src_ptr[1]));
} else {
reg_src_cache[1] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard1[0]) {
reg_src_cache[2] = *(reinterpret_cast<const int4*>(g_src_ptr[2]));
} else {
reg_src_cache[2] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard1[1]) {
reg_src_cache[3] = *(reinterpret_cast<const int4*>(g_src_ptr[3]));
} else {
reg_src_cache[3] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard2[0]) {
reg_src_cache[4] = *(reinterpret_cast<const int4*>(g_src_ptr[4]));
} else {
reg_src_cache[4] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard2[1]) {
reg_src_cache[5] = *(reinterpret_cast<const int4*>(g_src_ptr[5]));
} else {
reg_src_cache[5] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard3[0]) {
reg_src_cache[6] = *(reinterpret_cast<const int4*>(g_src_ptr[6]));
} else {
reg_src_cache[6] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard3[1]) {
reg_src_cache[7] = *(reinterpret_cast<const int4*>(g_src_ptr[7]));
} else {
reg_src_cache[7] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}

if (guard) {
reg_filter_cache[0] = *(reinterpret_cast<const int4*>(g_filter_ptr0));
reg_filter_cache[1] = *(reinterpret_cast<const int4*>(g_filter_ptr1));
} else {
reg_filter_cache[0] = make_int4(0, 0, 0, 0);
reg_filter_cache[1] = make_int4(0, 0, 0, 0);
}

#pragma unroll // low
for (int i = 0; i < reg_nd4; ++i) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_src_s_0 + i * 4 * BK); // BK*32/8
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, %3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_src[0][i] = make_int4(x, y, z, w);
}
#pragma unroll
for (int j = 0; j < reg_md4; ++j) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_flt_s_0 + 4 * j * BK);
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, %3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_flt[0][j] = make_int4(x, y, z, w);
}

smem_switch = -smem_switch;
#pragma unroll
for (int k_inner = 0; k_inner < BKd32; k_inner++) {
int comp = (k_inner & 0x1);
int load = 1 - comp;
if (k_inner < BKd32 - 1) {
int32_t* read_src_s = (k_inner & 1) ? read_src_s_0 : read_src_s_1;
int32_t* read_flt_s = (k_inner & 1) ? read_flt_s_0 : read_flt_s_1;
read_src_s += 32 * ((k_inner + 1) >> 1);
read_flt_s += 32 * ((k_inner + 1) >> 1);

#pragma unroll // low
for (int i = 0; i < reg_nd4; ++i) {
int x, y, z, w;
unsigned addr =
get_smem_pointer(read_src_s + i * 4 * BK); // BK*32/8
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_src[load][i] = make_int4(x, y, z, w);
}
#pragma unroll
for (int j = 0; j < reg_md4; ++j) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_flt_s + 4 * j * BK);
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_flt[load][j] = make_int4(x, y, z, w);
}
}

int* A = reinterpret_cast<int*>(&reg_flt[comp][0]);
int* B = reinterpret_cast<int*>(&reg_src[comp][0]);
#pragma unroll
for (int x = 0; x < reg_n; x++) {
#pragma unroll
for (int y = 0; y < reg_m; y++) {
int* D = reinterpret_cast<int*>(&reg_acc[y][x]);
int* C = reinterpret_cast<int*>(&reg_acc[y][x]);
asm volatile(
"mma.sync.aligned.m8n8k32.row.col.satfinite.s32.u4.s4."
"s32 "
"{%0,%1}, {%2}, {%3}, "
"{%4,%5};\n"
: "=r"(D[0]), "=r"(D[1])
: "r"(B[y]), "r"(A[x]), "r"(C[0]), "r"(C[1]));
}
}
}

*(reinterpret_cast<int4*>(write_src_s[0])) = reg_src_cache[0];
*(reinterpret_cast<int4*>(write_src_s[1])) = reg_src_cache[1];
*(reinterpret_cast<int4*>(write_src_s[0] + 8 * BK)) = reg_src_cache[2];
*(reinterpret_cast<int4*>(write_src_s[1] + 8 * BK)) = reg_src_cache[3];
*(reinterpret_cast<int4*>(write_src_s[0] + 16 * BK)) = reg_src_cache[4];
*(reinterpret_cast<int4*>(write_src_s[1] + 16 * BK)) = reg_src_cache[5];
*(reinterpret_cast<int4*>(write_src_s[0] + 24 * BK)) = reg_src_cache[6];
*(reinterpret_cast<int4*>(write_src_s[1] + 24 * BK)) = reg_src_cache[7];
*(reinterpret_cast<int4*>(write_flt_s)) = reg_filter_cache[0];
*(reinterpret_cast<int4*>(write_flt_s + BK)) = reg_filter_cache[1];

write_src_s[0] += smem_switch;
write_src_s[1] += smem_switch;
write_flt_s += smem_switch;
read_src_s_0 -= smem_switch;
read_src_s_1 -= smem_switch;
read_flt_s_0 -= smem_switch;
read_flt_s_1 -= smem_switch;
__syncthreads();
int src_step[2];
for (int i = 0; i < 2; i++) {
src_step[i] = conv2d_constant.c_offset[offset[i]];
uint32_t spatial = *(reinterpret_cast<const uint32_t*>(
&(conv2d_constant.c_offset[offset[i] + 1])));
x[i] = (spatial & 0xff);
y[i] = ((spatial >> 8) & 0xff);
if (offset[i] < conv2d_constant.c_offset_param.max) {
offset[i] += 4;
} else {
offset[i] += conv2d_constant.c_offset_param.rewind;
}
}
guard0[0] = g[0] && x[0] >= h_start[0] && x[0] < h_end[0] &&
y[0] >= w_start[0] && y[0] < w_end[0];
guard0[1] = g[0] && x[1] >= h_start[0] && x[1] < h_end[0] &&
y[1] >= w_start[0] && y[1] < w_end[0];
guard1[0] = g[1] && x[0] >= h_start[1] && x[0] < h_end[1] &&
y[0] >= w_start[1] && y[0] < w_end[1];
guard1[1] = g[1] && x[1] >= h_start[1] && x[1] < h_end[1] &&
y[1] >= w_start[1] && y[1] < w_end[1];
guard2[0] = g[2] && x[0] >= h_start[2] && x[0] < h_end[2] &&
y[0] >= w_start[2] && y[0] < w_end[2];
guard2[1] = g[2] && x[1] >= h_start[2] && x[1] < h_end[2] &&
y[1] >= w_start[2] && y[1] < w_end[2];
guard3[0] = g[3] && x[0] >= h_start[3] && x[0] < h_end[3] &&
y[0] >= w_start[3] && y[0] < w_end[3];
guard3[1] = g[3] && x[1] >= h_start[3] && x[1] < h_end[3] &&
y[1] >= w_start[3] && y[1] < w_end[3];
g_src_ptr[0] += src_step[0];
g_src_ptr[1] += src_step[1];
g_src_ptr[2] += src_step[0];
g_src_ptr[3] += src_step[1];
g_src_ptr[4] += src_step[0];
g_src_ptr[5] += src_step[1];
g_src_ptr[6] += src_step[0];
g_src_ptr[7] += src_step[1];
g_filter_ptr0 += 8 * 64;
g_filter_ptr1 += 8 * 64;
}

if (iter > 0) {
if (guard0[0]) {
reg_src_cache[0] = *(reinterpret_cast<const int4*>(g_src_ptr[0]));
} else {
reg_src_cache[0] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard0[1] && iter > 1) {
reg_src_cache[1] = *(reinterpret_cast<const int4*>(g_src_ptr[1]));
} else {
reg_src_cache[1] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard1[0]) {
reg_src_cache[2] = *(reinterpret_cast<const int4*>(g_src_ptr[2]));
} else {
reg_src_cache[2] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard1[1] && iter > 1) {
reg_src_cache[3] = *(reinterpret_cast<const int4*>(g_src_ptr[3]));
} else {
reg_src_cache[3] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard2[0]) {
reg_src_cache[4] = *(reinterpret_cast<const int4*>(g_src_ptr[4]));
} else {
reg_src_cache[4] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard2[1] && iter > 1) {
reg_src_cache[5] = *(reinterpret_cast<const int4*>(g_src_ptr[5]));
} else {
reg_src_cache[5] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard3[0]) {
reg_src_cache[6] = *(reinterpret_cast<const int4*>(g_src_ptr[6]));
} else {
reg_src_cache[6] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard3[1] && iter > 1) {
reg_src_cache[7] = *(reinterpret_cast<const int4*>(g_src_ptr[7]));
} else {
reg_src_cache[7] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}

if (guard && iter > htid) {
reg_filter_cache[0] = *(reinterpret_cast<const int4*>(g_filter_ptr0));
reg_filter_cache[1] = *(reinterpret_cast<const int4*>(g_filter_ptr1));
} else {
reg_filter_cache[0] = make_int4(0, 0, 0, 0);
reg_filter_cache[1] = make_int4(0, 0, 0, 0);
}

#pragma unroll // low
for (int i = 0; i < reg_nd4; ++i) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_src_s_0 + i * 4 * BK); // BK*32/8
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, %3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_src[0][i] = make_int4(x, y, z, w);
}

#pragma unroll
for (int j = 0; j < reg_md4; ++j) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_flt_s_0 + 4 * j * BK);
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, %3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_flt[0][j] = make_int4(x, y, z, w);
}

smem_switch = -smem_switch;
#pragma unroll
for (int k_inner = 0; k_inner < BKd32; k_inner++) {
int comp = (k_inner & 0x1);
int load = 1 - comp;
if (k_inner < BKd32 - 1) {
int32_t* read_src_s = (k_inner & 1) ? read_src_s_0 : read_src_s_1;
int32_t* read_flt_s = (k_inner & 1) ? read_flt_s_0 : read_flt_s_1;
read_src_s += 32 * ((k_inner + 1) >> 1);
read_flt_s += 32 * ((k_inner + 1) >> 1);

#pragma unroll // low
for (int i = 0; i < reg_nd4; ++i) {
int x, y, z, w;
unsigned addr =
get_smem_pointer(read_src_s + i * 4 * BK); // BK*32/8
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_src[load][i] = make_int4(x, y, z, w);
}
#pragma unroll
for (int j = 0; j < reg_md4; ++j) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_flt_s + 4 * j * BK);
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_flt[load][j] = make_int4(x, y, z, w);
}
}

int* A = reinterpret_cast<int*>(&reg_flt[comp][0]);
int* B = reinterpret_cast<int*>(&reg_src[comp][0]);
#pragma unroll
for (int x = 0; x < reg_n; x++) {
#pragma unroll
for (int y = 0; y < reg_m; y++) {
int* D = reinterpret_cast<int*>(&reg_acc[y][x]);
int* C = reinterpret_cast<int*>(&reg_acc[y][x]);
asm volatile(
"mma.sync.aligned.m8n8k32.row.col.satfinite.s32.u4.s4."
"s32 "
"{%0,%1}, {%2}, {%3}, "
"{%4,%5};\n"
: "=r"(D[0]), "=r"(D[1])
: "r"(B[y]), "r"(A[x]), "r"(C[0]), "r"(C[1]));
}
}
}

*(reinterpret_cast<int4*>(write_src_s[0])) = reg_src_cache[0];
*(reinterpret_cast<int4*>(write_src_s[1])) = reg_src_cache[1];
*(reinterpret_cast<int4*>(write_src_s[0] + 8 * BK)) = reg_src_cache[2];
*(reinterpret_cast<int4*>(write_src_s[1] + 8 * BK)) = reg_src_cache[3];
*(reinterpret_cast<int4*>(write_src_s[0] + 16 * BK)) = reg_src_cache[4];
*(reinterpret_cast<int4*>(write_src_s[1] + 16 * BK)) = reg_src_cache[5];
*(reinterpret_cast<int4*>(write_src_s[0] + 24 * BK)) = reg_src_cache[6];
*(reinterpret_cast<int4*>(write_src_s[1] + 24 * BK)) = reg_src_cache[7];
*(reinterpret_cast<int4*>(write_flt_s)) = reg_filter_cache[0];
*(reinterpret_cast<int4*>(write_flt_s + BK)) = reg_filter_cache[1];

read_src_s_0 -= smem_switch;
read_src_s_1 -= smem_switch;
read_flt_s_0 -= smem_switch;
read_flt_s_1 -= smem_switch;

__syncthreads();
}

// read fuse_z
int2 reg_fuse_z[reg_m] = {make_int2(z_zero_point, z_zero_point),
make_int2(z_zero_point, z_zero_point),
make_int2(z_zero_point, z_zero_point),
make_int2(z_zero_point, z_zero_point),
make_int2(z_zero_point, z_zero_point),
make_int2(z_zero_point, z_zero_point),
make_int2(z_zero_point, z_zero_point),
make_int2(z_zero_point, z_zero_point)};
int d_offset = (bidy * (BM >> 6)) * param.ocs + (idx_in_quad << 3);
const int8_t* __restrict__ g_z_ptr = z + d_offset;
section = tid31 >> 2;
size_t nhw_post0 = bidx * BN + warp_x * 64 + section;
size_t nhw_post1 = nhw_post0 + 8;
size_t nhw_post2 = nhw_post0 + 16;
size_t nhw_post3 = nhw_post0 + 24;
size_t stg_oc = bidy * BM;
int* g_offset = ((int*)&reg_filter_cache);
bool stg_guard[8];
#pragma unroll
for (int y = 0; y < reg_m; y += 4) {
LDG_4x1(reg_fuse_z, g_offset, y)

nhw_post0 += 32;
nhw_post1 += 32;
nhw_post2 += 32;
nhw_post3 += 32;
}

guard = iter < 0;
#pragma unroll // low
for (int i = 0; i < reg_nd4; ++i) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_src_s_0 + i * 4 * BK); // BK*32/8
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_src[0][i] = make_int4(x, y, z, w);
}
#pragma unroll
for (int j = 0; j < reg_md4; ++j) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_flt_s_0 + 4 * j * BK);
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_flt[0][j] = make_int4(x, y, z, w);
}

// compute
#pragma unroll
for (int k_inner = 0; k_inner < BKd32; k_inner++) {
int comp = (k_inner & 0x1);
int load = 1 - comp;
if (k_inner < BKd32 - 1 && !(k_inner == 1 && guard)) {
int32_t* read_src_s = (k_inner & 1) ? read_src_s_0 : read_src_s_1;
int32_t* read_flt_s = (k_inner & 1) ? read_flt_s_0 : read_flt_s_1;
read_src_s += 32 * ((k_inner + 1) >> 1);
read_flt_s += 32 * ((k_inner + 1) >> 1);

#pragma unroll // low
for (int i = 0; i < reg_nd4; ++i) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_src_s + i * 4 * BK); // BK*32/8
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_src[load][i] = make_int4(x, y, z, w);
}
#pragma unroll
for (int j = 0; j < reg_md4; ++j) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_flt_s + 4 * j * BK);
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_flt[load][j] = make_int4(x, y, z, w);
}
}

int* A = reinterpret_cast<int*>(&reg_flt[comp][0]);
int* B = reinterpret_cast<int*>(&reg_src[comp][0]);
#pragma unroll
for (int x = 0; x < reg_n; x++) {
#pragma unroll
for (int y = 0; y < reg_m; y++) {
int* D = reinterpret_cast<int*>(&reg_acc[y][x]);
int* C = reinterpret_cast<int*>(&reg_acc[y][x]);
asm volatile(
"mma.sync.aligned.m8n8k32.row.col.satfinite.s32.u4.s4."
"s32 "
"{%0,%1}, {%2}, {%3}, "
"{%4,%5};\n"
: "=r"(D[0]), "=r"(D[1])
: "r"(B[y]), "r"(A[x]), "r"(C[0]), "r"(C[1]));
}
}
if (k_inner == 1 && guard) {
break;
}
}

__syncthreads();

/// output
size_t oc = bidy * BM + 16 * idx_in_quad;
const float* bias_ptr = bias + oc;

int4 load_bias0 = make_int4(0, 0, 0, 0);
int4 load_bias1 = make_int4(0, 0, 0, 0);
int4 load_bias2 = make_int4(0, 0, 0, 0);
int4 load_bias3 = make_int4(0, 0, 0, 0);
if (oc < param.oc) {
load_bias0 = *(reinterpret_cast<const int4*>(bias_ptr));
load_bias1 = *(reinterpret_cast<const int4*>(bias_ptr + 4));
load_bias2 = *(reinterpret_cast<const int4*>(bias_ptr + 8));
load_bias3 = *(reinterpret_cast<const int4*>(bias_ptr + 12));
mul_v4(load_bias0, load_bias0, beta);
mul_v4(load_bias1, load_bias1, beta);
mul_v4(load_bias2, load_bias2, beta);
mul_v4(load_bias3, load_bias3, beta);
}

int8_t* __restrict__ g_dst_ptr = dst + d_offset;

#pragma unroll
for (int y = 0; y < reg_m; y += 4) {
I2F_4x8(reg_acc, y, 0);
FMA_4x8(reg_acc, y, 0, alpha, load_bias0, load_bias1, load_bias2, load_bias3);
FUSE_Z_4x8(reg_acc, y, 0, reg_fuse_z, gamma, z_zero_point);
PACK_F2I_WITH_RELU_4x8(reg_acc, y, 0, relu, dst_zero_point);
STG_AFTER_LDG_4x1(g_offset, reg_acc, y, 0);
}
#endif
}
} // namespace

namespace megdnn {
namespace cuda {
namespace ptx {
void run_ampere_conv_bias_uint4_int4_fuse_z_imma8832_ldg16_256x64_relu(
const dim3 grid, const dim3 block, cudaStream_t stream, void** params) {
#ifdef SM80_SUPPORTED
ampere_conv_bias_uint4_int4_fuse_z_imma8832_ldg16_256x64_relu<<<
grid, block, 0, stream>>>(
*((int8_t**)params[0]), *((int8_t**)params[1]), *((float**)params[2]),
*((int8_t**)params[3]), *((int8_t**)params[4]), *((float*)params[5]),
*((float*)params[6]), *((float*)params[7]), *((uint32_t*)params[8]),
*((uint32_t*)params[9]), *((float*)params[10]), *((uint32_t*)params[11]),
*((Conv2dInt4Param*)params[12]), *((Conv2dConstantOffset*)params[13]));
#endif
}
} // namespace ptx
} // namespace cuda
} // namespace megdnn

// vim: syntax=cpp.doxygen

+ 25
- 0
dnn/src/cuda/ptx/uint4_int4/imma8832_256x64.cuh View File

@@ -0,0 +1,25 @@
#pragma once

#include "./base.cuh"

#define TX 128
#define TY 1
#define BM 64
#define BN 256
#define BK 128
#define mma_m 16
#define mma_n 8
#define mma_k 64
#define reg_m 8
#define reg_n 8
#define packed_channel 64
#define BKd32 (BK / 32)
#define reg_md4 (reg_m >> 2)
#define WARPS (TX / 32)
#define cache_per_warp 128
#define reg_nd4 (reg_n >> 2)
#define ldg_src (BN * BK / (16 * TX))
#define ldg_filter (BM * BK / (16 * TX))
#define ldg_width 16

// vim: syntax=cpp.doxygen

+ 813
- 0
dnn/src/cuda/ptx/uint4_int4/imma8832_ldg16_256x64_relu.cu View File

@@ -0,0 +1,813 @@
#include <cuda_runtime.h>

#include <stdio.h>
#include "./imma8832_256x64.cuh"
#include "./kern.cuh"
#include "./macro.cuh"
#include "./tools.cuh"

using namespace convolution;

namespace {
extern "C" __global__ void __launch_bounds__(256)
ampere_conv_bias_uint4_int4_imma8832_ldg16_256x64_relu(
const int8_t* __restrict__ src, int8_t* __restrict__ filter,
const float* __restrict__ bias, int8_t* __restrict__ dst, float alpha,
float beta, uint32_t pk_src_zero_point, float dst_zero_point,
uint32_t relu, Conv2dInt4Param param,
Conv2dConstantOffset conv2d_constant) {
#ifdef SM80_ENABLED
const uint32_t tid = threadIdx.x;
const uint32_t bidx = blockIdx.x;
const uint32_t bidy = blockIdx.y;

__shared__ int32_t smem[10240]; // (64+256)*128/8*2
int2 reg_acc[reg_m][reg_n];
int4 reg_src[2][reg_nd4];
int4 reg_flt[2][reg_md4];
// use in other way, maybe use reg_ser/flt
int4 reg_src_cache[8];
int4 reg_filter_cache[2];

uint32_t tid127 = (tid & 127);
uint32_t section = (tid127 >> 1);
uint32_t residue = ((tid127 << 5) & 63);
uint32_t nhw = bidx * BN + section;

uint32_t tn, hw, toh, tow;
int tih, tiw;
int h_start[4];
int h_end[4];
int w_start[4];
int w_end[4];
bool g[4];
const int8_t* __restrict__ g_src_ptr[8];
for (int i = 0; i < 4; i++) {
if (i != 0) {
nhw += 64;
}
tn = nhw / param.div_ohow;
hw = nhw % param.div_ohow;
toh = hw / param.div_ow;
tow = hw % param.div_ow;
tih = toh * param.sh - param.ph;
tiw = tow * param.sw - param.pw;
g[i] = tn < param.n;
h_start[i] = -tih;
h_end[i] = param.ih - tih;
w_start[i] = -tiw;
w_end[i] = param.iw - tiw;
// param's members have been converted to byte offset and int4 offset need to
// div 2
int src_offset = tn * param.ibs + tih * param.ihs +
((int)(tiw * packed_channel + residue) >> 1);
g_src_ptr[i * 2] = src + src_offset;
g_src_ptr[i * 2 + 1] = g_src_ptr[i * 2];
}

const uint32_t section_section = (section >> 2);
const uint32_t section_residue = (section & 3);
const uint32_t section_factor = ((section & 15) >> 2);
const uint32_t crosswise_offset =
((section_residue >> 1) << 4) +
(((section_residue & 1) ^ (section_factor >> 1)) << 3);
const uint32_t residue_offset = ((residue >> 5) ^ (section_factor & 1)) << 2;

// next + 64 * BK / 8
int32_t* write_src_s[2];
write_src_s[0] =
smem + section_section * BK / 2 + crosswise_offset + residue_offset;
write_src_s[1] = write_src_s[0] + 32;

int iter = (param.icfhfw >> 6);

uint32_t tid31 = (tid & 31);
uint32_t warp_idx = (tid >> 5);
uint32_t warp_strided = (warp_idx << 1);
uint32_t htid = (tid31 >> 4);
const uint32_t flt_strided = bidy * BM / 8 + warp_strided;
bool guard = flt_strided * 8 < param.oc && iter > htid;
// icfhfw * 8/2 is a stride
const int8_t* __restrict__ g_filter_ptr0 =
filter + flt_strided * (param.icfhfw * 4) + (tid31 << 4);
const int8_t* __restrict__ g_filter_ptr1 = g_filter_ptr0 + (param.icfhfw * 4);
// next + BK * 8 / (INT32/INT4)
uint32_t q = (tid31 >> 3);
uint32_t r = (tid31 & 7);
int32_t* write_flt_s = smem + BN * BK / 8 + warp_strided * BK + ((q & 1) << 6) +
((q >> 1) << 5) + (r << 2);
uint32_t quad_idx = (tid31 >> 2);
uint32_t idx_in_quad = (tid & 3);
uint32_t quad_factor = ((tid & 15) >> 2);
uint32_t crosswise =
((idx_in_quad >> 1) << 4) + (((idx_in_quad & 1) ^ (quad_factor >> 1)) << 3);
uint32_t warp_x = warp_idx;
// low src
int32_t* read_src_s_0 = smem + (warp_x * 8 * BK) + (quad_idx * BK / 2) + crosswise +
((0 ^ (quad_factor & 1)) << 2);
int32_t* read_src_s_1 = smem + (warp_x * 8 * BK) + (quad_idx * BK / 2) + crosswise +
((1 ^ (quad_factor & 1)) << 2);
// higt src
int32_t* read_flt_s_0 = smem + BN * BK / 8 + (quad_idx * BK / 2) + crosswise +
((0 ^ (quad_factor & 1)) << 2);
int32_t* read_flt_s_1 = smem + BN * BK / 8 + (quad_idx * BK / 2) + crosswise +
((1 ^ (quad_factor & 1)) << 2);

#pragma unroll
for (int i = 0; i < reg_m; i++) {
#pragma unroll
for (int j = 0; j < reg_n; j++) {
reg_acc[i][j] = make_int2(0, 0);
}
}

int32_t smem_switch = 5120;
uint32_t offset[2] = {0, 2}; // high & low
int src_step[2], x[2], y[2];

for (int i = 0; i < 2; i++) {
src_step[i] = conv2d_constant.c_offset[offset[i]];
uint32_t spatial = *(reinterpret_cast<const uint32_t*>(
&(conv2d_constant.c_offset[offset[i] + 1])));
x[i] = (spatial & 0xff);
y[i] = ((spatial >> 8) & 0xff);
if (offset[i] < conv2d_constant.c_offset_param.max) {
offset[i] += 4;
} else {
offset[i] += conv2d_constant.c_offset_param.rewind;
}
}

bool guard0[2], guard1[2], guard2[2], guard3[2];
guard0[0] = g[0] && x[0] >= h_start[0] && x[0] < h_end[0] && y[0] >= w_start[0] &&
y[0] < w_end[0] && iter > 0;
guard0[1] = g[0] && x[1] >= h_start[0] && x[1] < h_end[0] && y[1] >= w_start[0] &&
y[1] < w_end[0] && iter > 1;
guard1[0] = g[1] && x[0] >= h_start[1] && x[0] < h_end[1] && y[0] >= w_start[1] &&
y[0] < w_end[1] && iter > 0;
guard1[1] = g[1] && x[1] >= h_start[1] && x[1] < h_end[1] && y[1] >= w_start[1] &&
y[1] < w_end[1] && iter > 1;
guard2[0] = g[2] && x[0] >= h_start[2] && x[0] < h_end[2] && y[0] >= w_start[2] &&
y[0] < w_end[2] && iter > 0;
guard2[1] = g[2] && x[1] >= h_start[2] && x[1] < h_end[2] && y[1] >= w_start[2] &&
y[1] < w_end[2] && iter > 1;
guard3[0] = g[3] && x[0] >= h_start[3] && x[0] < h_end[3] && y[0] >= w_start[3] &&
y[0] < w_end[3] && iter > 0;
guard3[1] = g[3] && x[1] >= h_start[3] && x[1] < h_end[3] && y[1] >= w_start[3] &&
y[1] < w_end[3] && iter > 1;
g_src_ptr[0] += src_step[0];
g_src_ptr[1] += src_step[1];
g_src_ptr[2] += src_step[0];
g_src_ptr[3] += src_step[1];
g_src_ptr[4] += src_step[0];
g_src_ptr[5] += src_step[1];
g_src_ptr[6] += src_step[0];
g_src_ptr[7] += src_step[1];

if (guard0[0]) {
reg_src_cache[0] = *(reinterpret_cast<const int4*>(g_src_ptr[0]));
} else {
reg_src_cache[0] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard0[1]) {
reg_src_cache[1] = *(reinterpret_cast<const int4*>(g_src_ptr[1]));
} else {
reg_src_cache[1] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard1[0]) {
reg_src_cache[2] = *(reinterpret_cast<const int4*>(g_src_ptr[2]));
} else {
reg_src_cache[2] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard1[1]) {
reg_src_cache[3] = *(reinterpret_cast<const int4*>(g_src_ptr[3]));
} else {
reg_src_cache[3] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard2[0]) {
reg_src_cache[4] = *(reinterpret_cast<const int4*>(g_src_ptr[4]));
} else {
reg_src_cache[4] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard2[1]) {
reg_src_cache[5] = *(reinterpret_cast<const int4*>(g_src_ptr[5]));
} else {
reg_src_cache[5] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard3[0]) {
reg_src_cache[6] = *(reinterpret_cast<const int4*>(g_src_ptr[6]));
} else {
reg_src_cache[6] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard3[1]) {
reg_src_cache[7] = *(reinterpret_cast<const int4*>(g_src_ptr[7]));
} else {
reg_src_cache[7] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}

if (guard) {
reg_filter_cache[0] = *(reinterpret_cast<const int4*>(g_filter_ptr0));
reg_filter_cache[1] = *(reinterpret_cast<const int4*>(g_filter_ptr1));
} else {
reg_filter_cache[0] = make_int4(0, 0, 0, 0);
reg_filter_cache[1] = make_int4(0, 0, 0, 0);
}

*(reinterpret_cast<int4*>(write_src_s[0])) = reg_src_cache[0];
*(reinterpret_cast<int4*>(write_src_s[1])) = reg_src_cache[1];
*(reinterpret_cast<int4*>(write_src_s[0] + 8 * BK)) = reg_src_cache[2];
*(reinterpret_cast<int4*>(write_src_s[1] + 8 * BK)) = reg_src_cache[3];
*(reinterpret_cast<int4*>(write_src_s[0] + 16 * BK)) = reg_src_cache[4];
*(reinterpret_cast<int4*>(write_src_s[1] + 16 * BK)) = reg_src_cache[5];
*(reinterpret_cast<int4*>(write_src_s[0] + 24 * BK)) = reg_src_cache[6];
*(reinterpret_cast<int4*>(write_src_s[1] + 24 * BK)) = reg_src_cache[7];
*(reinterpret_cast<int4*>(write_flt_s)) = reg_filter_cache[0];
*(reinterpret_cast<int4*>(write_flt_s + BK)) = reg_filter_cache[1];

__syncthreads();

iter -= 2;
for (int i = 0; i < 2; i++) {
src_step[i] = conv2d_constant.c_offset[offset[i]];
uint32_t spatial = *(reinterpret_cast<const uint32_t*>(
&(conv2d_constant.c_offset[offset[i] + 1])));
x[i] = (spatial & 0xff);
y[i] = ((spatial >> 8) & 0xff);
if (offset[i] < conv2d_constant.c_offset_param.max) {
offset[i] += 4;
} else {
offset[i] += conv2d_constant.c_offset_param.rewind;
}
}
guard0[0] = g[0] && x[0] >= h_start[0] && x[0] < h_end[0] && y[0] >= w_start[0] &&
y[0] < w_end[0];
guard0[1] = g[0] && x[1] >= h_start[0] && x[1] < h_end[0] && y[1] >= w_start[0] &&
y[1] < w_end[0];
guard1[0] = g[1] && x[0] >= h_start[1] && x[0] < h_end[1] && y[0] >= w_start[1] &&
y[0] < w_end[1];
guard1[1] = g[1] && x[1] >= h_start[1] && x[1] < h_end[1] && y[1] >= w_start[1] &&
y[1] < w_end[1];
guard2[0] = g[2] && x[0] >= h_start[2] && x[0] < h_end[2] && y[0] >= w_start[2] &&
y[0] < w_end[2];
guard2[1] = g[2] && x[1] >= h_start[2] && x[1] < h_end[2] && y[1] >= w_start[2] &&
y[1] < w_end[2];
guard3[0] = g[3] && x[0] >= h_start[3] && x[0] < h_end[3] && y[0] >= w_start[3] &&
y[0] < w_end[3];
guard3[1] = g[3] && x[1] >= h_start[3] && x[1] < h_end[3] && y[1] >= w_start[3] &&
y[1] < w_end[3];

g_src_ptr[0] += src_step[0];
g_src_ptr[1] += src_step[1];
g_src_ptr[2] += src_step[0];
g_src_ptr[3] += src_step[1];
g_src_ptr[4] += src_step[0];
g_src_ptr[5] += src_step[1];
g_src_ptr[6] += src_step[0];
g_src_ptr[7] += src_step[1];
g_filter_ptr0 += 8 * 64;
g_filter_ptr1 += 8 * 64;

write_src_s[0] += smem_switch;
write_src_s[1] += smem_switch;
write_flt_s += smem_switch;

for (; iter >= 2; iter -= 2) {
if (guard0[0]) {
reg_src_cache[0] = *(reinterpret_cast<const int4*>(g_src_ptr[0]));
} else {
reg_src_cache[0] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard0[1]) {
reg_src_cache[1] = *(reinterpret_cast<const int4*>(g_src_ptr[1]));
} else {
reg_src_cache[1] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard1[0]) {
reg_src_cache[2] = *(reinterpret_cast<const int4*>(g_src_ptr[2]));
} else {
reg_src_cache[2] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard1[1]) {
reg_src_cache[3] = *(reinterpret_cast<const int4*>(g_src_ptr[3]));
} else {
reg_src_cache[3] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard2[0]) {
reg_src_cache[4] = *(reinterpret_cast<const int4*>(g_src_ptr[4]));
} else {
reg_src_cache[4] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard2[1]) {
reg_src_cache[5] = *(reinterpret_cast<const int4*>(g_src_ptr[5]));
} else {
reg_src_cache[5] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard3[0]) {
reg_src_cache[6] = *(reinterpret_cast<const int4*>(g_src_ptr[6]));
} else {
reg_src_cache[6] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard3[1]) {
reg_src_cache[7] = *(reinterpret_cast<const int4*>(g_src_ptr[7]));
} else {
reg_src_cache[7] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}

if (guard) {
reg_filter_cache[0] = *(reinterpret_cast<const int4*>(g_filter_ptr0));
reg_filter_cache[1] = *(reinterpret_cast<const int4*>(g_filter_ptr1));
} else {
reg_filter_cache[0] = make_int4(0, 0, 0, 0);
reg_filter_cache[1] = make_int4(0, 0, 0, 0);
}

#pragma unroll // low
for (int i = 0; i < reg_nd4; ++i) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_src_s_0 + i * 4 * BK); // BK*32/8
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, %3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_src[0][i] = make_int4(x, y, z, w);
}

#pragma unroll
for (int j = 0; j < reg_md4; ++j) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_flt_s_0 + 4 * j * BK);
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, %3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_flt[0][j] = make_int4(x, y, z, w);
}

smem_switch = -smem_switch;
#pragma unroll
for (int k_inner = 0; k_inner < BKd32; k_inner++) {
int comp = (k_inner & 0x1);
int load = 1 - comp;
if (k_inner < BKd32 - 1) {
int32_t* read_src_s = (k_inner & 1) ? read_src_s_0 : read_src_s_1;
int32_t* read_flt_s = (k_inner & 1) ? read_flt_s_0 : read_flt_s_1;
read_src_s += 32 * ((k_inner + 1) >> 1);
read_flt_s += 32 * ((k_inner + 1) >> 1);

#pragma unroll // low
for (int i = 0; i < reg_nd4; ++i) {
int x, y, z, w;
unsigned addr =
get_smem_pointer(read_src_s + i * 4 * BK); // BK*32/8
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_src[load][i] = make_int4(x, y, z, w);
}
#pragma unroll
for (int j = 0; j < reg_md4; ++j) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_flt_s + 4 * j * BK);
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_flt[load][j] = make_int4(x, y, z, w);
}
}

int* A = reinterpret_cast<int*>(&reg_flt[comp][0]);
int* B = reinterpret_cast<int*>(&reg_src[comp][0]);
#pragma unroll
for (int x = 0; x < reg_n; x++) {
#pragma unroll
for (int y = 0; y < reg_m; y++) {
int* D = reinterpret_cast<int*>(&reg_acc[y][x]);
int* C = reinterpret_cast<int*>(&reg_acc[y][x]);
asm volatile(
"mma.sync.aligned.m8n8k32.row.col.satfinite.s32.u4.s4."
"s32 "
"{%0,%1}, {%2}, {%3}, "
"{%4,%5};\n"
: "=r"(D[0]), "=r"(D[1])
: "r"(B[y]), "r"(A[x]), "r"(C[0]), "r"(C[1]));
}
}
}

*(reinterpret_cast<int4*>(write_src_s[0])) = reg_src_cache[0];
*(reinterpret_cast<int4*>(write_src_s[1])) = reg_src_cache[1];
*(reinterpret_cast<int4*>(write_src_s[0] + 8 * BK)) = reg_src_cache[2];
*(reinterpret_cast<int4*>(write_src_s[1] + 8 * BK)) = reg_src_cache[3];
*(reinterpret_cast<int4*>(write_src_s[0] + 16 * BK)) = reg_src_cache[4];
*(reinterpret_cast<int4*>(write_src_s[1] + 16 * BK)) = reg_src_cache[5];
*(reinterpret_cast<int4*>(write_src_s[0] + 24 * BK)) = reg_src_cache[6];
*(reinterpret_cast<int4*>(write_src_s[1] + 24 * BK)) = reg_src_cache[7];
*(reinterpret_cast<int4*>(write_flt_s)) = reg_filter_cache[0];
*(reinterpret_cast<int4*>(write_flt_s + BK)) = reg_filter_cache[1];

write_src_s[0] += smem_switch;
write_src_s[1] += smem_switch;
write_flt_s += smem_switch;
read_src_s_0 -= smem_switch;
read_src_s_1 -= smem_switch;
read_flt_s_0 -= smem_switch;
read_flt_s_1 -= smem_switch;
__syncthreads();
int src_step[2];
for (int i = 0; i < 2; i++) {
src_step[i] = conv2d_constant.c_offset[offset[i]];
uint32_t spatial = *(reinterpret_cast<const uint32_t*>(
&(conv2d_constant.c_offset[offset[i] + 1])));
x[i] = (spatial & 0xff);
y[i] = ((spatial >> 8) & 0xff);
if (offset[i] < conv2d_constant.c_offset_param.max) {
offset[i] += 4;
} else {
offset[i] += conv2d_constant.c_offset_param.rewind;
}
}
guard0[0] = g[0] && x[0] >= h_start[0] && x[0] < h_end[0] &&
y[0] >= w_start[0] && y[0] < w_end[0];
guard0[1] = g[0] && x[1] >= h_start[0] && x[1] < h_end[0] &&
y[1] >= w_start[0] && y[1] < w_end[0];
guard1[0] = g[1] && x[0] >= h_start[1] && x[0] < h_end[1] &&
y[0] >= w_start[1] && y[0] < w_end[1];
guard1[1] = g[1] && x[1] >= h_start[1] && x[1] < h_end[1] &&
y[1] >= w_start[1] && y[1] < w_end[1];
guard2[0] = g[2] && x[0] >= h_start[2] && x[0] < h_end[2] &&
y[0] >= w_start[2] && y[0] < w_end[2];
guard2[1] = g[2] && x[1] >= h_start[2] && x[1] < h_end[2] &&
y[1] >= w_start[2] && y[1] < w_end[2];
guard3[0] = g[3] && x[0] >= h_start[3] && x[0] < h_end[3] &&
y[0] >= w_start[3] && y[0] < w_end[3];
guard3[1] = g[3] && x[1] >= h_start[3] && x[1] < h_end[3] &&
y[1] >= w_start[3] && y[1] < w_end[3];
g_src_ptr[0] += src_step[0];
g_src_ptr[1] += src_step[1];
g_src_ptr[2] += src_step[0];
g_src_ptr[3] += src_step[1];
g_src_ptr[4] += src_step[0];
g_src_ptr[5] += src_step[1];
g_src_ptr[6] += src_step[0];
g_src_ptr[7] += src_step[1];
g_filter_ptr0 += 8 * 64;
g_filter_ptr1 += 8 * 64;
}

if (iter > 0) {
if (guard0[0]) {
reg_src_cache[0] = *(reinterpret_cast<const int4*>(g_src_ptr[0]));
} else {
reg_src_cache[0] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard0[1] && iter > 1) {
reg_src_cache[1] = *(reinterpret_cast<const int4*>(g_src_ptr[1]));
} else {
reg_src_cache[1] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard1[0]) {
reg_src_cache[2] = *(reinterpret_cast<const int4*>(g_src_ptr[2]));
} else {
reg_src_cache[2] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard1[1] && iter > 1) {
reg_src_cache[3] = *(reinterpret_cast<const int4*>(g_src_ptr[3]));
} else {
reg_src_cache[3] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard2[0]) {
reg_src_cache[4] = *(reinterpret_cast<const int4*>(g_src_ptr[4]));
} else {
reg_src_cache[4] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard2[1] && iter > 1) {
reg_src_cache[5] = *(reinterpret_cast<const int4*>(g_src_ptr[5]));
} else {
reg_src_cache[5] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard3[0]) {
reg_src_cache[6] = *(reinterpret_cast<const int4*>(g_src_ptr[6]));
} else {
reg_src_cache[6] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}
if (guard3[1] && iter > 1) {
reg_src_cache[7] = *(reinterpret_cast<const int4*>(g_src_ptr[7]));
} else {
reg_src_cache[7] = make_int4(
pk_src_zero_point, pk_src_zero_point, pk_src_zero_point,
pk_src_zero_point);
}

if (guard && iter > htid) {
reg_filter_cache[0] = *(reinterpret_cast<const int4*>(g_filter_ptr0));
reg_filter_cache[1] = *(reinterpret_cast<const int4*>(g_filter_ptr1));
} else {
reg_filter_cache[0] = make_int4(0, 0, 0, 0);
reg_filter_cache[1] = make_int4(0, 0, 0, 0);
}

#pragma unroll // low
for (int i = 0; i < reg_nd4; ++i) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_src_s_0 + i * 4 * BK); // BK*32/8
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, %3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_src[0][i] = make_int4(x, y, z, w);
}
#pragma unroll
for (int j = 0; j < reg_md4; ++j) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_flt_s_0 + 4 * j * BK);
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, %3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_flt[0][j] = make_int4(x, y, z, w);
}

smem_switch = -smem_switch;
#pragma unroll
for (int k_inner = 0; k_inner < BKd32; k_inner++) {
int comp = (k_inner & 0x1);
int load = 1 - comp;
if (k_inner < BKd32 - 1) {
int32_t* read_src_s = (k_inner & 1) ? read_src_s_0 : read_src_s_1;
int32_t* read_flt_s = (k_inner & 1) ? read_flt_s_0 : read_flt_s_1;
read_src_s += 32 * ((k_inner + 1) >> 1);
read_flt_s += 32 * ((k_inner + 1) >> 1);

#pragma unroll // low
for (int i = 0; i < reg_nd4; ++i) {
int x, y, z, w;
unsigned addr =
get_smem_pointer(read_src_s + i * 4 * BK); // BK*32/8
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_src[load][i] = make_int4(x, y, z, w);
}
#pragma unroll
for (int j = 0; j < reg_md4; ++j) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_flt_s + 4 * j * BK);
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_flt[load][j] = make_int4(x, y, z, w);
}
}

int* A = reinterpret_cast<int*>(&reg_flt[comp][0]);
int* B = reinterpret_cast<int*>(&reg_src[comp][0]);
#pragma unroll
for (int x = 0; x < reg_n; x++) {
#pragma unroll
for (int y = 0; y < reg_m; y++) {
int* D = reinterpret_cast<int*>(&reg_acc[y][x]);
int* C = reinterpret_cast<int*>(&reg_acc[y][x]);
asm volatile(
"mma.sync.aligned.m8n8k32.row.col.satfinite.s32.u4.s4."
"s32 "
"{%0,%1}, {%2}, {%3}, "
"{%4,%5};\n"
: "=r"(D[0]), "=r"(D[1])
: "r"(B[y]), "r"(A[x]), "r"(C[0]), "r"(C[1]));
}
}
}

*(reinterpret_cast<int4*>(write_src_s[0])) = reg_src_cache[0];
*(reinterpret_cast<int4*>(write_src_s[1])) = reg_src_cache[1];
*(reinterpret_cast<int4*>(write_src_s[0] + 8 * BK)) = reg_src_cache[2];
*(reinterpret_cast<int4*>(write_src_s[1] + 8 * BK)) = reg_src_cache[3];
*(reinterpret_cast<int4*>(write_src_s[0] + 16 * BK)) = reg_src_cache[4];
*(reinterpret_cast<int4*>(write_src_s[1] + 16 * BK)) = reg_src_cache[5];
*(reinterpret_cast<int4*>(write_src_s[0] + 24 * BK)) = reg_src_cache[6];
*(reinterpret_cast<int4*>(write_src_s[1] + 24 * BK)) = reg_src_cache[7];
*(reinterpret_cast<int4*>(write_flt_s)) = reg_filter_cache[0];
*(reinterpret_cast<int4*>(write_flt_s + BK)) = reg_filter_cache[1];

read_src_s_0 -= smem_switch;
read_src_s_1 -= smem_switch;
read_flt_s_0 -= smem_switch;
read_flt_s_1 -= smem_switch;

__syncthreads();
}

guard = iter < 0;
#pragma unroll // low
for (int i = 0; i < reg_nd4; ++i) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_src_s_0 + i * 4 * BK); // BK*32/8
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_src[0][i] = make_int4(x, y, z, w);
}
#pragma unroll
for (int j = 0; j < reg_md4; ++j) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_flt_s_0 + 4 * j * BK);
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_flt[0][j] = make_int4(x, y, z, w);
}

// compute
#pragma unroll
for (int k_inner = 0; k_inner < BKd32; k_inner++) {
int comp = (k_inner & 0x1);
int load = 1 - comp;
if (k_inner < BKd32 - 1 && !(k_inner == 1 && guard)) {
int32_t* read_src_s = (k_inner & 1) ? read_src_s_0 : read_src_s_1;
int32_t* read_flt_s = (k_inner & 1) ? read_flt_s_0 : read_flt_s_1;
read_src_s += 32 * ((k_inner + 1) >> 1);
read_flt_s += 32 * ((k_inner + 1) >> 1);

#pragma unroll // low
for (int i = 0; i < reg_nd4; ++i) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_src_s + i * 4 * BK); // BK*32/8
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_src[load][i] = make_int4(x, y, z, w);
}
#pragma unroll
for (int j = 0; j < reg_md4; ++j) {
int x, y, z, w;
unsigned addr = get_smem_pointer(read_flt_s + 4 * j * BK);
asm volatile(
"ldmatrix.sync.aligned.x4.m8n8.shared.b16 {%0, %1, %2, "
"%3}, "
"[%4];"
: "=r"(x), "=r"(y), "=r"(z), "=r"(w)
: "r"(addr));
reg_flt[load][j] = make_int4(x, y, z, w);
}
}

int* A = reinterpret_cast<int*>(&reg_flt[comp][0]);
int* B = reinterpret_cast<int*>(&reg_src[comp][0]);
#pragma unroll
for (int x = 0; x < reg_n; x++) {
#pragma unroll
for (int y = 0; y < reg_m; y++) {
int* D = reinterpret_cast<int*>(&reg_acc[y][x]);
int* C = reinterpret_cast<int*>(&reg_acc[y][x]);
asm volatile(
"mma.sync.aligned.m8n8k32.row.col.satfinite.s32.u4.s4."
"s32 "
"{%0,%1}, {%2}, {%3}, "
"{%4,%5};\n"
: "=r"(D[0]), "=r"(D[1])
: "r"(B[y]), "r"(A[x]), "r"(C[0]), "r"(C[1]));
}
}
if (k_inner == 1 && guard) {
break;
}
}

__syncthreads();

/// output
bool stg_guard[4];
section = tid31 >> 2;
size_t nhw_post0 = bidx * BN + warp_x * 64 + section;
size_t nhw_post1 = nhw_post0 + 8;
size_t nhw_post2 = nhw_post0 + 16;
size_t nhw_post3 = nhw_post0 + 24;

size_t stg_oc = bidy * BM;
size_t oc = bidy * BM + 16 * idx_in_quad;
const float* bias_ptr = bias + oc;

int4 load_bias0 = make_int4(0, 0, 0, 0);
int4 load_bias1 = make_int4(0, 0, 0, 0);
int4 load_bias2 = make_int4(0, 0, 0, 0);
int4 load_bias3 = make_int4(0, 0, 0, 0);
if (oc < param.oc) {
load_bias0 = *(reinterpret_cast<const int4*>(bias_ptr));
load_bias1 = *(reinterpret_cast<const int4*>(bias_ptr + 4));
load_bias2 = *(reinterpret_cast<const int4*>(bias_ptr + 8));
load_bias3 = *(reinterpret_cast<const int4*>(bias_ptr + 12));
mul_v4(load_bias0, load_bias0, beta);
mul_v4(load_bias1, load_bias1, beta);
mul_v4(load_bias2, load_bias2, beta);
mul_v4(load_bias3, load_bias3, beta);
}

int8_t* __restrict__ g_dst_ptr =
dst + (bidy * (BM >> 6)) * param.ocs + (idx_in_quad << 3);
int8_t** stg_ptr = ((int8_t**)&reg_filter_cache);

#pragma unroll
for (int y = 0; y < reg_m; y += 4) {
I2F_4x8(reg_acc, y, 0);
FMA_4x8(reg_acc, y, 0, alpha, load_bias0, load_bias1, load_bias2, load_bias3);
PACK_F2I_WITH_RELU_4x8(reg_acc, y, 0, relu, dst_zero_point);
STG_4x1(stg_ptr, reg_acc, y, 0);

nhw_post0 += 32;
nhw_post1 += 32;
nhw_post2 += 32;
nhw_post3 += 32;
}
#endif
}
} // namespace

namespace megdnn {
namespace cuda {
namespace ptx {
void run_ampere_conv_bias_uint4_int4_imma8832_ldg16_256x64_relu(
const dim3 grid, const dim3 block, cudaStream_t stream, void** params) {
#ifdef SM80_SUPPORTED
ampere_conv_bias_uint4_int4_imma8832_ldg16_256x64_relu<<<grid, block, 0, stream>>>(
*((int8_t**)params[0]), *((int8_t**)params[1]), *((float**)params[2]),
*((int8_t**)params[3]), *((float*)params[4]), *((float*)params[5]),
*((uint32_t*)params[6]), *((float*)params[7]), *((uint32_t*)params[8]),
*((Conv2dInt4Param*)params[9]), *((Conv2dConstantOffset*)params[10]));
#endif
}
} // namespace ptx
} // namespace cuda
} // namespace megdnn

// vim: syntax=cpp.doxygen

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