Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2 | // Copyright (c) 2020-2021, ARM Limited. |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3 | // |
| 4 | // Licensed under the Apache License, Version 2.0 (the "License"); |
| 5 | // you may not use this file except in compliance with the License. |
| 6 | // You may obtain a copy of the License at |
| 7 | // |
| 8 | // http://www.apache.org/licenses/LICENSE-2.0 |
| 9 | // |
| 10 | // Unless required by applicable law or agreed to in writing, software |
| 11 | // distributed under the License is distributed on an "AS IS" BASIS, |
| 12 | // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 13 | // See the License for the specific language governing permissions and |
| 14 | // limitations under the License. |
| 15 | |
| 16 | #include "op_factory.h" |
| 17 | #include "activation_funcs.h" |
| 18 | #include "comparison.h" |
| 19 | #include "control_flow.h" |
| 20 | #include "custom.h" |
| 21 | #include "data_layout.h" |
| 22 | #include "data_nodes.h" |
| 23 | #include "ewise_binary.h" |
| 24 | #include "ewise_ternary.h" |
| 25 | #include "ewise_unary.h" |
| 26 | #include "image.h" |
| 27 | #include "reduction.h" |
| 28 | #include "scatter_gather.h" |
| 29 | #include "tensor_ops.h" |
| 30 | #include "type_conversion.h" |
| 31 | |
| 32 | using namespace TosaReference; |
| 33 | using namespace tosa; |
| 34 | |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 35 | GraphNode* OpFactory::newOp(SubgraphTraverser* sgt, |
| 36 | TosaSerializationHandler* tsh, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 37 | Op opType, |
| 38 | TosaAttributeBase* attribute, |
| 39 | TosaQuantInfoBase* qinfo, |
| 40 | uint64_t id, |
| 41 | DType inputDType, |
| 42 | int inputRank, |
| 43 | DType outputDType, |
| 44 | int outputRank, |
| 45 | DType weightDType, |
| 46 | int weightRank) |
| 47 | { |
| 48 | switch (opType) |
| 49 | { |
| 50 | // tensor_ops |
| 51 | case Op_ARGMAX: |
| 52 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpArgMax, FLOAT); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 53 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpArgMax, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 54 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpArgMax, INT16); |
| 55 | break; |
| 56 | case Op_AVG_POOL2D: |
| 57 | DEF_FACTORY_ONE_TYPE(OpAvgPool2d, FLOAT); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 58 | DEF_FACTORY_ONE_TYPE(OpAvgPool2d, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 59 | DEF_FACTORY_ONE_TYPE(OpAvgPool2d, INT16); |
| 60 | break; |
| 61 | case Op_CONV2D: |
| 62 | DEF_FACTORY_TWO_TYPE(OpConv2d, FLOAT, FLOAT); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 63 | DEF_FACTORY_TWO_TYPE(OpConv2d, INT8, INT4); |
| 64 | DEF_FACTORY_TWO_TYPE(OpConv2d, INT8, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 65 | DEF_FACTORY_TWO_TYPE(OpConv2d, INT16, INT8); |
| 66 | break; |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 67 | case Op_CONV3D: |
| 68 | DEF_FACTORY_TWO_TYPE(OpConv3d, FLOAT, FLOAT); |
| 69 | DEF_FACTORY_TWO_TYPE(OpConv3d, INT8, INT4); |
| 70 | DEF_FACTORY_TWO_TYPE(OpConv3d, INT8, INT8); |
| 71 | DEF_FACTORY_TWO_TYPE(OpConv3d, INT16, INT8); |
| 72 | break; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 73 | case Op_DEPTHWISE_CONV2D: |
| 74 | DEF_FACTORY_TWO_TYPE(OpDepthwiseConv2d, FLOAT, FLOAT); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 75 | DEF_FACTORY_TWO_TYPE(OpDepthwiseConv2d, INT8, INT4); |
| 76 | DEF_FACTORY_TWO_TYPE(OpDepthwiseConv2d, INT8, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 77 | DEF_FACTORY_TWO_TYPE(OpDepthwiseConv2d, INT16, INT8); |
| 78 | break; |
| 79 | case Op_FULLY_CONNECTED: |
| 80 | DEF_FACTORY_TWO_TYPE(OpFullyConnected, FLOAT, FLOAT); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 81 | DEF_FACTORY_TWO_TYPE(OpFullyConnected, INT8, INT4); |
| 82 | DEF_FACTORY_TWO_TYPE(OpFullyConnected, INT8, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 83 | DEF_FACTORY_TWO_TYPE(OpFullyConnected, INT16, INT8); |
| 84 | break; |
| 85 | case Op_MATMUL: |
| 86 | DEF_FACTORY_ONE_TYPE(OpMatMul, FLOAT); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 87 | DEF_FACTORY_ONE_TYPE(OpMatMul, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 88 | DEF_FACTORY_ONE_TYPE(OpMatMul, INT16); |
| 89 | break; |
| 90 | case Op_MAX_POOL2D: |
| 91 | DEF_FACTORY_ONE_TYPE(OpMaxPool2d, FLOAT); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 92 | DEF_FACTORY_ONE_TYPE(OpMaxPool2d, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 93 | DEF_FACTORY_ONE_TYPE(OpMaxPool2d, INT16); |
| 94 | break; |
| 95 | case Op_TRANSPOSE_CONV2D: |
| 96 | DEF_FACTORY_TWO_TYPE(OpTransposeConv2d, FLOAT, FLOAT); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 97 | DEF_FACTORY_TWO_TYPE(OpTransposeConv2d, INT8, INT4); |
| 98 | DEF_FACTORY_TWO_TYPE(OpTransposeConv2d, INT8, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 99 | DEF_FACTORY_TWO_TYPE(OpTransposeConv2d, INT16, INT8); |
| 100 | break; |
| 101 | |
| 102 | // activation_funcs |
| 103 | case Op_CLAMP: |
| 104 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpClamp, FLOAT); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 105 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpClamp, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 106 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpClamp, INT16); |
| 107 | break; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 108 | case Op_SIGMOID: |
| 109 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSigmoid, FLOAT); |
| 110 | break; |
| 111 | case Op_TANH: |
| 112 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTanh, FLOAT); |
| 113 | break; |
| 114 | |
| 115 | // ewise_binary |
| 116 | case Op_ADD: |
| 117 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpAdd, FLOAT); |
| 118 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpAdd, INT32); |
| 119 | break; |
| 120 | case Op_ARITHMETIC_RIGHT_SHIFT: |
| 121 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpArithmeticRightShift, INT8); |
| 122 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpArithmeticRightShift, INT16); |
| 123 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpArithmeticRightShift, INT32); |
| 124 | break; |
| 125 | case Op_BITWISE_AND: |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 126 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseAnd, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 127 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseAnd, INT16); |
| 128 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseAnd, INT32); |
| 129 | break; |
| 130 | case Op_BITWISE_OR: |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 131 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseOr, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 132 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseOr, INT16); |
| 133 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseOr, INT32); |
| 134 | break; |
| 135 | case Op_BITWISE_XOR: |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 136 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseXor, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 137 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseXor, INT16); |
| 138 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseXor, INT32); |
| 139 | break; |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 140 | case Op_INTDIV: |
| 141 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpIntdiv, INT32); |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 142 | break; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 143 | case Op_LOGICAL_AND: |
| 144 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalAnd, BOOL); |
| 145 | break; |
| 146 | case Op_LOGICAL_LEFT_SHIFT: |
| 147 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalLeftShift, INT8); |
| 148 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalLeftShift, INT16); |
| 149 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalLeftShift, INT32); |
| 150 | break; |
| 151 | case Op_LOGICAL_RIGHT_SHIFT: |
| 152 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalRightShift, INT8); |
| 153 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalRightShift, INT16); |
| 154 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalRightShift, INT32); |
| 155 | break; |
| 156 | case Op_LOGICAL_OR: |
| 157 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalOr, BOOL); |
| 158 | break; |
| 159 | case Op_LOGICAL_XOR: |
Jeremy Johnson | 615feee | 2022-03-10 16:00:49 +0000 | [diff] [blame] | 160 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalXor, BOOL); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 161 | break; |
| 162 | case Op_MAXIMUM: |
| 163 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpMaximum, FLOAT); |
| 164 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpMaximum, INT32); |
| 165 | break; |
| 166 | case Op_MINIMUM: |
| 167 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpMinimum, FLOAT); |
| 168 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpMinimum, INT32); |
| 169 | break; |
| 170 | case Op_MUL: |
| 171 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpMul, FLOAT, FLOAT); |
| 172 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpMul, INT8, INT32); |
| 173 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpMul, INT16, INT32); |
| 174 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpMul, INT32, INT32); |
| 175 | break; |
| 176 | case Op_POW: |
| 177 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpPow, FLOAT); |
| 178 | break; |
| 179 | case Op_SUB: |
| 180 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSub, FLOAT); |
| 181 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSub, INT32); |
| 182 | break; |
| 183 | case Op_TABLE: |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 184 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTable, INT8); |
| 185 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTable, INT16); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 186 | break; |
| 187 | |
| 188 | // ewise_unary |
| 189 | case Op_ABS: |
| 190 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpAbs, FLOAT); |
| 191 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpAbs, INT32); |
| 192 | break; |
| 193 | case Op_BITWISE_NOT: |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 194 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseNot, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 195 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseNot, INT16); |
| 196 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseNot, INT32); |
| 197 | break; |
| 198 | case Op_CEIL: |
| 199 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpCeil, FLOAT); |
| 200 | break; |
| 201 | case Op_CLZ: |
| 202 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpClz, INT32); |
| 203 | break; |
| 204 | case Op_EXP: |
| 205 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpExp, FLOAT); |
| 206 | break; |
| 207 | case Op_FLOOR: |
| 208 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpFloor, FLOAT); |
| 209 | break; |
| 210 | case Op_LOG: |
| 211 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpLog, FLOAT); |
| 212 | break; |
| 213 | case Op_LOGICAL_NOT: |
| 214 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalNot, BOOL); |
| 215 | break; |
| 216 | case Op_NEGATE: |
| 217 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpNegate, FLOAT); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 218 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpNegate, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 219 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpNegate, INT16); |
| 220 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpNegate, INT32); |
| 221 | break; |
| 222 | case Op_RECIPROCAL: |
| 223 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpReciprocal, FLOAT); |
| 224 | break; |
| 225 | case Op_RSQRT: |
| 226 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpRsqrt, FLOAT); |
| 227 | break; |
| 228 | |
| 229 | // ewise_ternary |
| 230 | case Op_SELECT: |
| 231 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSelect, FLOAT); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 232 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSelect, INT8); |
| 233 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSelect, INT16); |
| 234 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSelect, INT32); |
| 235 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSelect, BOOL); |
| 236 | break; |
| 237 | |
| 238 | // comparison |
| 239 | case Op_EQUAL: |
| 240 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpEqual, FLOAT); |
| 241 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpEqual, INT32); |
| 242 | break; |
| 243 | case Op_GREATER: |
| 244 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpGreater, FLOAT); |
| 245 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpGreater, INT32); |
| 246 | break; |
| 247 | case Op_GREATER_EQUAL: |
| 248 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpGreaterEqual, FLOAT); |
| 249 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpGreaterEqual, INT32); |
| 250 | break; |
| 251 | |
| 252 | // reduction |
| 253 | case Op_REDUCE_ALL: |
| 254 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceAll, BOOL); |
| 255 | break; |
| 256 | case Op_REDUCE_ANY: |
| 257 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceAny, BOOL); |
| 258 | break; |
| 259 | case Op_REDUCE_MAX: |
| 260 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMax, FLOAT); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 261 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMax, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 262 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMax, INT16); |
| 263 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMax, INT32); |
| 264 | break; |
| 265 | case Op_REDUCE_MIN: |
| 266 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMin, FLOAT); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 267 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMin, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 268 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMin, INT16); |
| 269 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMin, INT32); |
| 270 | break; |
| 271 | case Op_REDUCE_PRODUCT: |
| 272 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceProduct, FLOAT); |
| 273 | break; |
| 274 | case Op_REDUCE_SUM: |
| 275 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceSum, FLOAT); |
Jeremy Johnson | 7de9b45 | 2022-04-05 14:31:37 +0100 | [diff] [blame^] | 276 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceSumInt, INT32); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 277 | break; |
| 278 | |
| 279 | // data layout |
| 280 | case Op_CONCAT: |
| 281 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, FLOAT); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 282 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, INT8); |
| 283 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, INT16); |
| 284 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, INT32); |
| 285 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, BOOL); |
| 286 | break; |
| 287 | case Op_PAD: |
| 288 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, FLOAT); |
| 289 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, INT32); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 290 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, INT8); |
| 291 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, INT16); |
| 292 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, BOOL); |
| 293 | break; |
| 294 | case Op_RESHAPE: |
| 295 | DEF_FACTORY_RESHAPE(OpReshape, FLOAT); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 296 | DEF_FACTORY_RESHAPE(OpReshape, INT8); |
| 297 | DEF_FACTORY_RESHAPE(OpReshape, INT16); |
| 298 | DEF_FACTORY_RESHAPE(OpReshape, INT32); |
| 299 | DEF_FACTORY_RESHAPE(OpReshape, BOOL); |
| 300 | break; |
| 301 | case Op_REVERSE: |
| 302 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, FLOAT); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 303 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, INT8); |
| 304 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, INT16); |
| 305 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, INT32); |
| 306 | DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, BOOL); |
| 307 | break; |
| 308 | case Op_SLICE: |
| 309 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSlice, FLOAT); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 310 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSlice, INT8); |
| 311 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSlice, INT16); |
| 312 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSlice, INT32); |
| 313 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpSlice, BOOL); |
| 314 | break; |
| 315 | case Op_TILE: |
| 316 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTile, FLOAT); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 317 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTile, INT8); |
| 318 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTile, INT16); |
| 319 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTile, INT32); |
| 320 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTile, BOOL); |
| 321 | break; |
| 322 | case Op_TRANSPOSE: |
| 323 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTranspose, BOOL); |
| 324 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTranspose, FLOAT); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 325 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTranspose, INT8); |
| 326 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTranspose, INT16); |
| 327 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpTranspose, INT32); |
| 328 | break; |
| 329 | |
| 330 | // scatter_gather |
| 331 | case Op_GATHER: |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 332 | DEF_FACTORY_ONE_TYPE(OpGather, INT8); |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 333 | DEF_FACTORY_ONE_TYPE(OpGather, INT16); |
| 334 | DEF_FACTORY_ONE_TYPE(OpGather, INT32); |
| 335 | DEF_FACTORY_ONE_TYPE(OpGather, FLOAT); |
| 336 | break; |
| 337 | case Op_SCATTER: |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 338 | DEF_FACTORY_ONE_TYPE(OpScatter, INT8); |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 339 | DEF_FACTORY_ONE_TYPE(OpScatter, INT16); |
| 340 | DEF_FACTORY_ONE_TYPE(OpScatter, INT32); |
| 341 | DEF_FACTORY_ONE_TYPE(OpScatter, FLOAT); |
| 342 | break; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 343 | |
| 344 | // image |
| 345 | case Op_RESIZE: |
| 346 | DEF_FACTORY_TWO_TYPE_RESIZE(OpResize, INT8, INT32); |
| 347 | DEF_FACTORY_TWO_TYPE_RESIZE(OpResize, INT8, INT8); |
| 348 | DEF_FACTORY_TWO_TYPE_RESIZE(OpResize, INT16, INT48); |
| 349 | DEF_FACTORY_TWO_TYPE_RESIZE(OpResize, INT16, INT16); |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 350 | DEF_FACTORY_TWO_TYPE_RESIZE(OpResize, FLOAT, FLOAT); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 351 | break; |
| 352 | |
| 353 | // data_nodes |
| 354 | case Op_CONST: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 355 | return new OpConst(sgt, id); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 356 | case Op_IDENTITY: |
| 357 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpIdentity, FLOAT); |
| 358 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpIdentity, INT32); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 359 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpIdentity, INT8); |
| 360 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpIdentity, INT16); |
| 361 | DEF_FACTORY_RANK0_6_ONE_RANK_ONE_TYPE(OpIdentity, BOOL); |
| 362 | break; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 363 | |
| 364 | // type_conversion |
| 365 | case Op_CAST: |
| 366 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, BOOL, INT8); |
| 367 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, BOOL, INT16); |
| 368 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, BOOL, INT32); |
| 369 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT8, BOOL); |
| 370 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT8, INT16); |
| 371 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT8, INT32); |
| 372 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT8, FLOAT); |
| 373 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT16, BOOL); |
| 374 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT16, INT8); |
| 375 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT16, INT32); |
| 376 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT16, FLOAT); |
| 377 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT32, BOOL); |
| 378 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT32, INT8); |
| 379 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT32, INT16); |
| 380 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT32, FLOAT); |
| 381 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FLOAT, INT8); |
| 382 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FLOAT, INT16); |
| 383 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FLOAT, INT32); |
| 384 | break; |
| 385 | case Op_RESCALE: |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 386 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT8, INT8); |
| 387 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT8, INT16); |
| 388 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT8, INT32); |
| 389 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT16, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 390 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT16, INT16); |
| 391 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT16, INT32); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 392 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT32, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 393 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT32, INT16); |
| 394 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT32, INT32); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 395 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT48, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 396 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT48, INT16); |
| 397 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT48, INT32); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 398 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, UINT8, INT8); |
| 399 | DEF_FACTORY_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT8, UINT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 400 | break; |
| 401 | |
| 402 | // custom |
| 403 | case Op_CUSTOM: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 404 | return new OpCustom(sgt, id); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 405 | |
| 406 | // control_flow |
| 407 | case Op_COND_IF: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 408 | return new OpCondIf(sgt, tsh, attribute, id); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 409 | case Op_WHILE_LOOP: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 410 | return new OpWhileLoop(sgt, tsh, attribute, id); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 411 | |
| 412 | // Ops not recognized |
| 413 | default: |
| 414 | goto done; |
| 415 | |
| 416 | } // End of switch(opType) |
| 417 | |
| 418 | done: |
| 419 | return nullptr; |
| 420 | } |