| 1 | namespace dnnl { |
|---|---|
| 2 | namespace impl { |
| 3 | namespace gpu { |
| 4 | namespace ocl { |
| 5 | const char *rnn_types_header = R"==(/******************************************************************************* )==" "\n" |
| 6 | R"==(* Copyright 2019-2022 Intel Corporation )==" "\n" |
| 7 | R"==(* )==" "\n" |
| 8 | R"==(* Licensed under the Apache License, Version 2.0 (the "License"); )==" "\n" |
| 9 | R"==(* you may not use this file except in compliance with the License. )==" "\n" |
| 10 | R"==(* You may obtain a copy of the License at )==" "\n" |
| 11 | R"==(* )==" "\n" |
| 12 | R"==(* http: )==" "\n" |
| 13 | R"==(* )==" "\n" |
| 14 | R"==(* Unless required by applicable law or agreed to in writing, software )==" "\n" |
| 15 | R"==(* distributed under the License is distributed on an "AS IS" BASIS, )==" "\n" |
| 16 | R"==(* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. )==" "\n" |
| 17 | R"==(* See the License for the specific language governing permissions and )==" "\n" |
| 18 | R"==(* limitations under the License. )==" "\n" |
| 19 | R"==(*******************************************************************************/ )==" "\n" |
| 20 | R"==(#ifndef GPU_OCL_RNN_RNN_TYPES_H )==" "\n" |
| 21 | R"==(#define GPU_OCL_RNN_RNN_TYPES_H )==" "\n" |
| 22 | R"==(#include "gpu/ocl/ocl_types.h" )==" "\n" |
| 23 | R"==(#if OUTPUT_DT_U8 )==" "\n" |
| 24 | R"==(#define TO_OUTPUT(x) convert_uchar_sat_rte(x) )==" "\n" |
| 25 | R"==(#elif OUTPUT_DT_S8 )==" "\n" |
| 26 | R"==(#define TO_OUTPUT(x) convert_char_sat_rte(x) )==" "\n" |
| 27 | R"==(#elif OUTPUT_DT_S32 )==" "\n" |
| 28 | R"==(#define TO_OUTPUT(x) convert_int_sat_rte(x) )==" "\n" |
| 29 | R"==(#else )==" "\n" |
| 30 | R"==(#define TO_OUTPUT(x) (x) )==" "\n" |
| 31 | R"==(#endif )==" "\n" |
| 32 | R"==(#if INPUT_DT_BF16 )==" "\n" |
| 33 | R"==(#define TO_INPUT(x) cvt_f32_to_bf16(x) )==" "\n" |
| 34 | R"==(#define TO_REF(x) cvt_bf16_to_f32(x) )==" "\n" |
| 35 | R"==(#else )==" "\n" |
| 36 | R"==(#define TO_INPUT(x) (x) )==" "\n" |
| 37 | R"==(#define TO_REF(x) (float)(x) )==" "\n" |
| 38 | R"==(#endif )==" "\n" |
| 39 | R"==(#if DT_F16 && !IS_FWD )==" "\n" |
| 40 | R"==(#error "FP16 is not supported for BWD" )==" "\n" |
| 41 | R"==(#endif )==" "\n" |
| 42 | R"==(#define OFFTYPE ulong )==" "\n" |
| 43 | R"==(#define TO_WS_STATE(x) TO_SRC(x) )==" "\n" |
| 44 | R"==(#define OFF6(i0, D0, i1, D1, i2, D2, i3, D3, i4, D4, i5, D5) \ )==" "\n" |
| 45 | R"==(((((((i0) * (D1) + (i1)) * (D2) + (i2)) * (D3) + (i3)) * (D4) + (i4)) \ )==" "\n" |
| 46 | R"==(* (D5) \ )==" "\n" |
| 47 | R"==(+ (i5)) )==" "\n" |
| 48 | R"==(#define OFF5(i0, D0, i1, D1, i2, D2, i3, D3, i4, D4) \ )==" "\n" |
| 49 | R"==((((((i0) * (D1) + (i1)) * (D2) + (i2)) * (D3) + (i3)) * (D4) + (i4)) )==" "\n" |
| 50 | R"==(#define OFF4(i0, D0, i1, D1, i2, D2, i3, D3) \ )==" "\n" |
| 51 | R"==(((((i0) * (D1) + (i1)) * (D2) + (i2)) * (D3) + (i3)) )==" "\n" |
| 52 | R"==(#define OFF3(i0, D0, i1, D1, i2, D2) (((i0) * (D1) + (i1)) * (D2) + (i2)) )==" "\n" |
| 53 | R"==(#define OFF2(i0, D0, i1, D1) ((i0) * (D1) + (i1)) )==" "\n" |
| 54 | R"==(#define OFF_WS_STATE(i0, i1, i2, i3, i4) \ )==" "\n" |
| 55 | R"==(OFF5((i0), N_LAYER + 1, (i1), N_DIR, (i2), N_ITER + 1, (i3), BATCH, (i4), \ )==" "\n" |
| 56 | R"==(STATES_WS_LD) )==" "\n" |
| 57 | R"==(#define OFF_SCRATCH_DIFF_STATES(i0, i1, i2, i3, i4, i5) \ )==" "\n" |
| 58 | R"==(OFF6((i0), N_LAYER + 1, (i1), N_DIR, (i2), N_STATES + 1, (i3), N_ITER + 1, \ )==" "\n" |
| 59 | R"==((i4), BATCH, (i5), SCRATCH_DIFF_STATES_LD) )==" "\n" |
| 60 | R"==(#define OFF_WS_GATES(i0, i1, i2, i3, i4, i5) \ )==" "\n" |
| 61 | R"==((i0) * N_DIR *N_ITER *BATCH *GATES_WS_LD + (i1)*N_ITER *BATCH *GATES_WS_LD \ )==" "\n" |
| 62 | R"==(+ (i2)*BATCH *GATES_WS_LD + (i3)*GATES_WS_LD + (i4)*DHC + (i5) )==" "\n" |
| 63 | R"==(#define OFF_WS_GRID_OFFSET(i0, i1, i2, i3, i4) \ )==" "\n" |
| 64 | R"==(OFF5((i0), N_LAYER + 1, (i1), N_DIR, (i2), N_ITER + 1, (i3), BATCH, (i4), \ )==" "\n" |
| 65 | R"==(DHC) )==" "\n" |
| 66 | R"==(#if N_ITER_SCRATCH_GATES == 1 )==" "\n" |
| 67 | R"==(#define OFF_SCRATCH_MEM(i0, i1, i2, i3) \ )==" "\n" |
| 68 | R"==((i1) * SCRATCH_GATES_LD + (i2)*DHC + (i3) )==" "\n" |
| 69 | R"==(#else )==" "\n" |
| 70 | R"==(#define OFF_SCRATCH_MEM(i0, i1, i2, i3) \ )==" "\n" |
| 71 | R"==((i0) * BATCH *SCRATCH_GATES_LD + (i1)*SCRATCH_GATES_LD + (i2)*DHC + (i3) )==" "\n" |
| 72 | R"==(#endif )==" "\n" |
| 73 | R"==(#define OFF_WS_BIAS(i0, i1, i2, i3) \ )==" "\n" |
| 74 | R"==(OFF4((i0), N_LAYER, (i1), N_DIR, (i2), N_BIAS, (i3), DHC) )==" "\n" |
| 75 | R"==(#define CELL_WS_GATES(i3, i4, i5) OFF_WS_GATES(0, 0, 0, i3, i4, i5) )==" "\n" |
| 76 | R"==(#define CELL_WS_STATE(i4, i5) OFF_WS_STATE(0, 0, 0, i4, i5) )==" "\n" |
| 77 | R"==(#define CELL_SCRATCH_MEM(i1, i2, i3) OFF_SCRATCH_MEM(0, i1, i2, i3) )==" "\n" |
| 78 | R"==(#define CELL_SCRATCH_DIFF_STATES(i2, i4, i5) \ )==" "\n" |
| 79 | R"==(OFF_SCRATCH_DIFF_STATES(0, 0, i2, 0, i4, i5) )==" "\n" |
| 80 | R"==(#define CELL_WS_GRID_COMP(i3, i4) OFF_WS_GRID_OFFSET(0, 0, 0, i3, i4) )==" "\n" |
| 81 | R"==(#define OFF_KER_BIAS(i0, i1) OFF2((i0), N_GATES, (i1), DHC) )==" "\n" |
| 82 | R"==(#define OFF_SCRATCH_DHG1(i0, i1) OFF2((i0), BATCH, (i1), SCRATCH_DIFF_STATES_LD) )==" "\n" |
| 83 | R"==(#define OFF_SCRATCH_CELL(i0, i1) OFF2((i0), BATCH, (i1), STATES_WS_LD) )==" "\n" |
| 84 | R"==(#define SRC_L_OFF(x0, x1, x2) \ )==" "\n" |
| 85 | R"==((((x0) % SRC_L_B0) * SRC_L_SB0 + ((x0) / SRC_L_B0) * SRC_L_S0 \ )==" "\n" |
| 86 | R"==(+ ((x1) % SRC_L_B1) * SRC_L_SB1 + ((x1) / SRC_L_B1) * SRC_L_S1 \ )==" "\n" |
| 87 | R"==(+ ((x2) % SRC_L_B2) * SRC_L_SB2 + ((x2) / SRC_L_B2) * SRC_L_S2) )==" "\n" |
| 88 | R"==(#define SRC_I_OFF(x0, x1, x2, x3) \ )==" "\n" |
| 89 | R"==((((x0) % SRC_I_B0) * SRC_I_SB0 + ((x0) / SRC_I_B0) * SRC_I_S0 \ )==" "\n" |
| 90 | R"==(+ ((x1) % SRC_I_B1) * SRC_I_SB1 + ((x1) / SRC_I_B1) * SRC_I_S1 \ )==" "\n" |
| 91 | R"==(+ ((x2) % SRC_I_B2) * SRC_I_SB2 + ((x2) / SRC_I_B2) * SRC_I_S2 \ )==" "\n" |
| 92 | R"==(+ ((x3) % SRC_I_B3) * SRC_I_SB3 + ((x3) / SRC_I_B3) * SRC_I_S3) )==" "\n" |
| 93 | R"==(#define SRC_I_C_OFF(x0, x1, x2, x3) \ )==" "\n" |
| 94 | R"==((((x0) % SRC_I_C_B0) * SRC_I_C_SB0 + ((x0) / SRC_I_C_B0) * SRC_I_C_S0 \ )==" "\n" |
| 95 | R"==(+ ((x1) % SRC_I_C_B1) * SRC_I_C_SB1 \ )==" "\n" |
| 96 | R"==(+ ((x1) / SRC_I_C_B1) * SRC_I_C_S1 \ )==" "\n" |
| 97 | R"==(+ ((x2) % SRC_I_C_B2) * SRC_I_C_SB2 \ )==" "\n" |
| 98 | R"==(+ ((x2) / SRC_I_C_B2) * SRC_I_C_S2 \ )==" "\n" |
| 99 | R"==(+ ((x3) % SRC_I_C_B3) * SRC_I_C_SB3 \ )==" "\n" |
| 100 | R"==(+ ((x3) / SRC_I_C_B3) * SRC_I_C_S3) )==" "\n" |
| 101 | R"==(#define DST_L_OFF(x0, x1, x2) \ )==" "\n" |
| 102 | R"==((((x0) % DST_L_B0) * DST_L_SB0 + ((x0) / DST_L_B0) * DST_L_S0 \ )==" "\n" |
| 103 | R"==(+ ((x1) % DST_L_B1) * DST_L_SB1 + ((x1) / DST_L_B1) * DST_L_S1 \ )==" "\n" |
| 104 | R"==(+ ((x2) % DST_L_B2) * DST_L_SB2 + ((x2) / DST_L_B2) * DST_L_S2) )==" "\n" |
| 105 | R"==(#define DST_I_OFF(x0, x1, x2, x3) \ )==" "\n" |
| 106 | R"==((((x0) % DST_I_B0) * DST_I_SB0 + ((x0) / DST_I_B0) * DST_I_S0 \ )==" "\n" |
| 107 | R"==(+ ((x1) % DST_I_B1) * DST_I_SB1 + ((x1) / DST_I_B1) * DST_I_S1 \ )==" "\n" |
| 108 | R"==(+ ((x2) % DST_I_B2) * DST_I_SB2 + ((x2) / DST_I_B2) * DST_I_S2 \ )==" "\n" |
| 109 | R"==(+ ((x3) % DST_I_B3) * DST_I_SB3 + ((x3) / DST_I_B3) * DST_I_S3) )==" "\n" |
| 110 | R"==(#define DST_I_C_OFF(x0, x1, x2, x3) \ )==" "\n" |
| 111 | R"==((((x0) % DST_I_C_B0) * DST_I_C_SB0 + ((x0) / DST_I_C_B0) * DST_I_C_S0 \ )==" "\n" |
| 112 | R"==(+ ((x1) % DST_I_C_B1) * DST_I_C_SB1 \ )==" "\n" |
| 113 | R"==(+ ((x1) / DST_I_C_B1) * DST_I_C_S1 \ )==" "\n" |
| 114 | R"==(+ ((x2) % DST_I_C_B2) * DST_I_C_SB2 \ )==" "\n" |
| 115 | R"==(+ ((x2) / DST_I_C_B2) * DST_I_C_S2 \ )==" "\n" |
| 116 | R"==(+ ((x3) % DST_I_C_B3) * DST_I_C_SB3 \ )==" "\n" |
| 117 | R"==(+ ((x3) / DST_I_C_B3) * DST_I_C_S3) )==" "\n" |
| 118 | R"==(#define BIAS_OFF(x0, x1, x2, x3) \ )==" "\n" |
| 119 | R"==((((x0) % BIAS_B0) * BIAS_SB0 + ((x0) / BIAS_B0) * BIAS_S0 \ )==" "\n" |
| 120 | R"==(+ ((x1) % BIAS_B1) * BIAS_SB1 + ((x1) / BIAS_B1) * BIAS_S1 \ )==" "\n" |
| 121 | R"==(+ ((x2) % BIAS_B2) * BIAS_SB2 + ((x2) / BIAS_B2) * BIAS_S2 \ )==" "\n" |
| 122 | R"==(+ ((x3) % BIAS_B3) * BIAS_SB3 + ((x3) / BIAS_B3) * BIAS_S3) )==" "\n" |
| 123 | R"==(#define DIFF_SRC_L_OFF(x0, x1, x2) \ )==" "\n" |
| 124 | R"==((((x0) % DIFF_SRC_L_B0) * DIFF_SRC_L_SB0 \ )==" "\n" |
| 125 | R"==(+ ((x0) / DIFF_SRC_L_B0) * DIFF_SRC_L_S0 \ )==" "\n" |
| 126 | R"==(+ ((x1) % DIFF_SRC_L_B1) * DIFF_SRC_L_SB1 \ )==" "\n" |
| 127 | R"==(+ ((x1) / DIFF_SRC_L_B1) * DIFF_SRC_L_S1 \ )==" "\n" |
| 128 | R"==(+ ((x2) % DIFF_SRC_L_B2) * DIFF_SRC_L_SB2 \ )==" "\n" |
| 129 | R"==(+ ((x2) / DIFF_SRC_L_B2) * DIFF_SRC_L_S2) )==" "\n" |
| 130 | R"==(#define DIFF_DST_L_OFF(x0, x1, x2) \ )==" "\n" |
| 131 | R"==((((x0) % DIFF_DST_L_B0) * DIFF_DST_L_SB0 \ )==" "\n" |
| 132 | R"==(+ ((x0) / DIFF_DST_L_B0) * DIFF_DST_L_S0 \ )==" "\n" |
| 133 | R"==(+ ((x1) % DIFF_DST_L_B1) * DIFF_DST_L_SB1 \ )==" "\n" |
| 134 | R"==(+ ((x1) / DIFF_DST_L_B1) * DIFF_DST_L_S1 \ )==" "\n" |
| 135 | R"==(+ ((x2) % DIFF_DST_L_B2) * DIFF_DST_L_SB2 \ )==" "\n" |
| 136 | R"==(+ ((x2) / DIFF_DST_L_B2) * DIFF_DST_L_S2) )==" "\n" |
| 137 | R"==(#define DIFF_SRC_I_OFF(x0, x1, x2, x3) \ )==" "\n" |
| 138 | R"==((((x0) % DIFF_SRC_I_B0) * DIFF_SRC_I_SB0 \ )==" "\n" |
| 139 | R"==(+ ((x0) / DIFF_SRC_I_B0) * DIFF_SRC_I_S0 \ )==" "\n" |
| 140 | R"==(+ ((x1) % DIFF_SRC_I_B1) * DIFF_SRC_I_SB1 \ )==" "\n" |
| 141 | R"==(+ ((x1) / DIFF_SRC_I_B1) * DIFF_SRC_I_S1 \ )==" "\n" |
| 142 | R"==(+ ((x2) % DIFF_SRC_I_B2) * DIFF_SRC_I_SB2 \ )==" "\n" |
| 143 | R"==(+ ((x2) / DIFF_SRC_I_B2) * DIFF_SRC_I_S2 \ )==" "\n" |
| 144 | R"==(+ ((x3) % DIFF_SRC_I_B3) * DIFF_SRC_I_SB3 \ )==" "\n" |
| 145 | R"==(+ ((x3) / DIFF_SRC_I_B3) * DIFF_SRC_I_S3) )==" "\n" |
| 146 | R"==(#define DIFF_DST_I_OFF(x0, x1, x2, x3) \ )==" "\n" |
| 147 | R"==((((x0) % DIFF_DST_I_B0) * DIFF_DST_I_SB0 \ )==" "\n" |
| 148 | R"==(+ ((x0) / DIFF_DST_I_B0) * DIFF_DST_I_S0 \ )==" "\n" |
| 149 | R"==(+ ((x1) % DIFF_DST_I_B1) * DIFF_DST_I_SB1 \ )==" "\n" |
| 150 | R"==(+ ((x1) / DIFF_DST_I_B1) * DIFF_DST_I_S1 \ )==" "\n" |
| 151 | R"==(+ ((x2) % DIFF_DST_I_B2) * DIFF_DST_I_SB2 \ )==" "\n" |
| 152 | R"==(+ ((x2) / DIFF_DST_I_B2) * DIFF_DST_I_S2 \ )==" "\n" |
| 153 | R"==(+ ((x3) % DIFF_DST_I_B3) * DIFF_DST_I_SB3 \ )==" "\n" |
| 154 | R"==(+ ((x3) / DIFF_DST_I_B3) * DIFF_DST_I_S3) )==" "\n" |
| 155 | R"==(#define DIFF_SRC_I_C_OFF(x0, x1, x2, x3) \ )==" "\n" |
| 156 | R"==((((x0) % DIFF_SRC_I_C_B0) * DIFF_SRC_I_C_SB0 \ )==" "\n" |
| 157 | R"==(+ ((x0) / DIFF_SRC_I_C_B0) * DIFF_SRC_I_C_S0 \ )==" "\n" |
| 158 | R"==(+ ((x1) % DIFF_SRC_I_C_B1) * DIFF_SRC_I_C_SB1 \ )==" "\n" |
| 159 | R"==(+ ((x1) / DIFF_SRC_I_C_B1) * DIFF_SRC_I_C_S1 \ )==" "\n" |
| 160 | R"==(+ ((x2) % DIFF_SRC_I_C_B2) * DIFF_SRC_I_C_SB2 \ )==" "\n" |
| 161 | R"==(+ ((x2) / DIFF_SRC_I_C_B2) * DIFF_SRC_I_C_S2 \ )==" "\n" |
| 162 | R"==(+ ((x3) % DIFF_SRC_I_C_B3) * DIFF_SRC_I_C_SB3 \ )==" "\n" |
| 163 | R"==(+ ((x3) / DIFF_SRC_I_C_B3) * DIFF_SRC_I_C_S3) )==" "\n" |
| 164 | R"==(#define DIFF_DST_I_C_OFF(x0, x1, x2, x3) \ )==" "\n" |
| 165 | R"==((((x0) % DIFF_DST_I_C_B0) * DIFF_DST_I_C_SB0 \ )==" "\n" |
| 166 | R"==(+ ((x0) / DIFF_DST_I_C_B0) * DIFF_DST_I_C_S0 \ )==" "\n" |
| 167 | R"==(+ ((x1) % DIFF_DST_I_C_B1) * DIFF_DST_I_C_SB1 \ )==" "\n" |
| 168 | R"==(+ ((x1) / DIFF_DST_I_C_B1) * DIFF_DST_I_C_S1 \ )==" "\n" |
| 169 | R"==(+ ((x2) % DIFF_DST_I_C_B2) * DIFF_DST_I_C_SB2 \ )==" "\n" |
| 170 | R"==(+ ((x2) / DIFF_DST_I_C_B2) * DIFF_DST_I_C_S2 \ )==" "\n" |
| 171 | R"==(+ ((x3) % DIFF_DST_I_C_B3) * DIFF_DST_I_C_SB3 \ )==" "\n" |
| 172 | R"==(+ ((x3) / DIFF_DST_I_C_B3) * DIFF_DST_I_C_S3) )==" "\n" |
| 173 | R"==(#define DIFF_BIAS_OFF(x0, x1, x2, x3) \ )==" "\n" |
| 174 | R"==((((x0) % DIFF_BIAS_B0) * DIFF_BIAS_SB0 \ )==" "\n" |
| 175 | R"==(+ ((x0) / DIFF_BIAS_B0) * DIFF_BIAS_S0 \ )==" "\n" |
| 176 | R"==(+ ((x1) % DIFF_BIAS_B1) * DIFF_BIAS_SB1 \ )==" "\n" |
| 177 | R"==(+ ((x1) / DIFF_BIAS_B1) * DIFF_BIAS_S1 \ )==" "\n" |
| 178 | R"==(+ ((x2) % DIFF_BIAS_B2) * DIFF_BIAS_SB2 \ )==" "\n" |
| 179 | R"==(+ ((x2) / DIFF_BIAS_B2) * DIFF_BIAS_S2 \ )==" "\n" |
| 180 | R"==(+ ((x3) % DIFF_BIAS_B3) * DIFF_BIAS_SB3 \ )==" "\n" |
| 181 | R"==(+ ((x3) / DIFF_BIAS_B3) * DIFF_BIAS_S3) )==" "\n" |
| 182 | R"==(#endif )==" "\n" |
| 183 | R"==()=="; |
| 184 | } |
| 185 | } |
| 186 | } |
| 187 | } |
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