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 "ewise_binary.h" |
| 17 | #include "arith_util.h" |
| 18 | #include "quant_util.h" |
| 19 | #include "template_types.h" |
| 20 | |
| 21 | using namespace TosaReference; |
| 22 | using namespace Eigen; |
| 23 | using namespace tosa; |
| 24 | |
| 25 | template <int Rank, DType InDtype, DType OutDtype> |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 26 | BinaryNodeBase<Rank, InDtype, OutDtype>::BinaryNodeBase(SubgraphTraverser* sgt_, |
| 27 | const Op& op_, |
| 28 | TosaQuantInfoBase* qinfo_, |
| 29 | uint64_t id_) |
| 30 | : GraphNode(sgt_, op_, id_) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 31 | { |
| 32 | setRequiredOperands(2, 1); |
| 33 | setRequiredRank(0, 6); |
| 34 | |
Kevin Cheng | c42addc | 2021-09-28 15:41:57 -0700 | [diff] [blame] | 35 | a = b = nullptr; |
| 36 | result = nullptr; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 37 | |
| 38 | fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return OutEigenType(); }; |
| 39 | } |
| 40 | |
| 41 | template <int Rank, DType InDtype, DType OutDtype> |
| 42 | BinaryNodeBase<Rank, InDtype, OutDtype>::~BinaryNodeBase() |
| 43 | {} |
| 44 | |
| 45 | template <int Rank, DType InDtype, DType OutDtype> |
| 46 | int BinaryNodeBase<Rank, InDtype, OutDtype>::checkTensorAttributes() |
| 47 | { |
| 48 | if (validateRequiredOperands()) |
| 49 | return 1; |
| 50 | |
| 51 | if (validateRequiredRank(inputs[0]) || validateRequiredRank(inputs[1]) || validateRequiredRank(outputs[0])) |
| 52 | { |
| 53 | return 1; |
| 54 | } |
| 55 | |
Kevin Cheng | c42addc | 2021-09-28 15:41:57 -0700 | [diff] [blame] | 56 | // A & B must be the same rank and types |
| 57 | if (inputs[0]->matchRankType(*inputs[1])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 58 | { |
| 59 | printNodeValidationError("Binary operator input types must match"); |
| 60 | return 1; |
| 61 | } |
| 62 | |
Kevin Cheng | 1c3c847 | 2021-11-08 11:19:10 -0800 | [diff] [blame^] | 63 | if (inputs[0]->matchRankShape(*outputs[0], true /* broadcastOk */)) |
Kevin Cheng | 478101b | 2021-10-04 10:43:14 -0700 | [diff] [blame] | 64 | { |
| 65 | std::string err = |
Kevin Cheng | 1c3c847 | 2021-11-08 11:19:10 -0800 | [diff] [blame^] | 66 | "Binary operators " + std::string(EnumNamesOp()[nodeType]) + " lhs input and output rank/shape must match"; |
| 67 | printNodeValidationError(err.c_str()); |
| 68 | return 1; |
| 69 | } |
| 70 | |
| 71 | if (inputs[1]->matchRankShape(*outputs[0], true /* broadcastOk */)) |
| 72 | { |
| 73 | std::string err = |
| 74 | "Binary operators " + std::string(EnumNamesOp()[nodeType]) + " rhs input and output rank/shape must match"; |
Kevin Cheng | 478101b | 2021-10-04 10:43:14 -0700 | [diff] [blame] | 75 | printNodeValidationError(err.c_str()); |
| 76 | return 1; |
| 77 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 78 | |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 79 | ERROR_IF(outputs[0]->getDtype() != OutDtype, "Binary operator type doesn't match"); |
| 80 | |
Kevin Cheng | c42addc | 2021-09-28 15:41:57 -0700 | [diff] [blame] | 81 | a = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| 82 | b = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[1]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 83 | result = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
| 84 | |
Kevin Cheng | c42addc | 2021-09-28 15:41:57 -0700 | [diff] [blame] | 85 | ASSERT_MEM(a && b && result); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 86 | |
| 87 | return 0; |
| 88 | } |
| 89 | |
| 90 | template <int Rank, DType InDtype, DType OutDtype> |
| 91 | int BinaryNodeBase<Rank, InDtype, OutDtype>::broadcast() |
| 92 | { |
Kevin Cheng | 1c3c847 | 2021-11-08 11:19:10 -0800 | [diff] [blame^] | 93 | const std::vector<int>& a_shape = a->getShape(); |
| 94 | const std::vector<int>& b_shape = b->getShape(); |
| 95 | const std::vector<int>& output_shape = result->getShape(); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 96 | |
Kevin Cheng | 1c3c847 | 2021-11-08 11:19:10 -0800 | [diff] [blame^] | 97 | for (int i = 0; i < Rank; i++) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 98 | { |
Kevin Cheng | 1c3c847 | 2021-11-08 11:19:10 -0800 | [diff] [blame^] | 99 | bcast_a[i] = (a_shape[i] != output_shape[i] && a_shape[i] == 1) ? output_shape[i] : 1; |
| 100 | bcast_b[i] = (b_shape[i] != output_shape[i] && b_shape[i] == 1) ? output_shape[i] : 1; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 101 | } |
| 102 | |
| 103 | return 0; |
| 104 | } |
| 105 | |
| 106 | template <int Rank, DType InDtype, DType OutDtype> |
| 107 | int BinaryNode<Rank, InDtype, OutDtype>::eval() |
| 108 | { |
| 109 | this->broadcast(); |
| 110 | |
| 111 | Eigen::array<int, Rank> reshaper; |
| 112 | reshaper.fill(1); |
| 113 | TIn ia, ib; |
| 114 | |
Kevin Cheng | c42addc | 2021-09-28 15:41:57 -0700 | [diff] [blame] | 115 | ia = this->a->getTensor().broadcast(this->bcast_a); |
| 116 | ib = this->b->getTensor().broadcast(this->bcast_b); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 117 | |
| 118 | this->result->getTensor() = ia.binaryExpr(ib, this->fcn); |
| 119 | |
| 120 | return GraphNode::eval(); |
| 121 | } |
| 122 | |
| 123 | // still need to partial specialize this, or Eigen will throw static assertion |
| 124 | template <DType InDtype, DType OutDtype> |
| 125 | int BinaryNode<0, InDtype, OutDtype>::eval() |
| 126 | { |
| 127 | this->result->getTensor() = this->a->getTensor().binaryExpr(this->b->getTensor(), this->fcn); |
| 128 | |
| 129 | return GraphNode::eval(); |
| 130 | } |
| 131 | |
| 132 | template <int Rank, DType Dtype> |
| 133 | int OpAdd<Rank, Dtype>::register_fcn() |
| 134 | { |
| 135 | switch (InDtype) |
| 136 | { |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 137 | case DType_INT32: |
Jeremy Johnson | 9034747 | 2021-09-06 12:04:07 +0100 | [diff] [blame] | 138 | this->fcn = [this](InEigenType a, InEigenType b) -> OutEigenType { |
| 139 | int64_t res_in_64 = static_cast<int64_t>(a) + b; |
| 140 | int64_t i32_max_in_64 = static_cast<int64_t>(std::numeric_limits<InEigenType>::max()); |
| 141 | int64_t i32_min_in_64 = static_cast<int64_t>(std::numeric_limits<InEigenType>::min()); |
| 142 | REQUIRE(res_in_64 <= i32_max_in_64 && res_in_64 >= i32_min_in_64, "OpAdd: result not in i32 range"); |
| 143 | return static_cast<InEigenType>(res_in_64); |
| 144 | }; |
| 145 | break; |
| 146 | case DType_FLOAT: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 147 | this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a + b; }; |
| 148 | break; |
| 149 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 150 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[InDtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 151 | } |
| 152 | |
| 153 | return 0; |
| 154 | } |
| 155 | |
| 156 | template <int Rank, DType Dtype> |
| 157 | int OpArithmeticRightShift<Rank, Dtype>::register_fcn() |
| 158 | { |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 159 | bool round = attribute->round(); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 160 | int32_t num_bits = 0; |
| 161 | switch (Dtype) |
| 162 | { |
| 163 | case DType_INT8: |
| 164 | num_bits = 8; |
| 165 | break; |
| 166 | case DType_INT16: |
| 167 | num_bits = 16; |
| 168 | break; |
| 169 | case DType_INT32: |
| 170 | num_bits = 32; |
| 171 | break; |
| 172 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 173 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 174 | } |
| 175 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 176 | this->fcn = [this, round, num_bits](InEigenType a, InEigenType b) -> OutEigenType { |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 177 | REQUIRE(b >= 0 && b < num_bits, "OpArithmeticRightShift: shift value %d is out of valid range [0, %d]", |
| 178 | (int32_t)b, num_bits); |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 179 | |
| 180 | InEigenType acc = a >> b; |
| 181 | |
| 182 | if (round && b > 0 && (a >> (b - 1) & 1) != 0) |
| 183 | { |
| 184 | acc++; |
| 185 | } |
| 186 | |
| 187 | return acc; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 188 | }; |
| 189 | |
| 190 | return 0; |
| 191 | } |
| 192 | |
| 193 | template <int Rank, DType Dtype> |
| 194 | int OpBitwiseAnd<Rank, Dtype>::register_fcn() |
| 195 | { |
| 196 | switch (Dtype) |
| 197 | { |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 198 | case DType_INT8: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 199 | case DType_INT16: |
| 200 | case DType_INT32: |
| 201 | this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a & b; }; |
| 202 | break; |
| 203 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 204 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 205 | } |
| 206 | |
| 207 | return 0; |
| 208 | } |
| 209 | |
| 210 | template <int Rank, DType Dtype> |
| 211 | int OpBitwiseOr<Rank, Dtype>::register_fcn() |
| 212 | { |
| 213 | switch (Dtype) |
| 214 | { |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 215 | case DType_INT8: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 216 | case DType_INT16: |
| 217 | case DType_INT32: |
| 218 | this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a | b; }; |
| 219 | break; |
| 220 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 221 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 222 | } |
| 223 | |
| 224 | return 0; |
| 225 | } |
| 226 | |
| 227 | template <int Rank, DType Dtype> |
| 228 | int OpBitwiseXor<Rank, Dtype>::register_fcn() |
| 229 | { |
| 230 | switch (Dtype) |
| 231 | { |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 232 | case DType_INT8: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 233 | case DType_INT16: |
| 234 | case DType_INT32: |
| 235 | this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a ^ b; }; |
| 236 | break; |
| 237 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 238 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 239 | } |
| 240 | |
| 241 | return 0; |
| 242 | } |
| 243 | |
| 244 | template <int Rank, DType Dtype> |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 245 | int OpIntdiv<Rank, Dtype>::register_fcn() |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 246 | { |
| 247 | switch (InDtype) |
| 248 | { |
| 249 | case DType_INT32: |
| 250 | this->fcn = [this](InEigenType a, InEigenType b) -> OutEigenType { |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 251 | REQUIRE(b != 0, "OpIntDiv: divisor must be non-zero value"); |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 252 | int64_t res_in_64 = static_cast<int64_t>(a) / b; |
| 253 | int64_t i32_max_in_64 = static_cast<int64_t>(std::numeric_limits<InEigenType>::max()); |
Jeremy Johnson | 9034747 | 2021-09-06 12:04:07 +0100 | [diff] [blame] | 254 | int64_t i32_min_in_64 = static_cast<int64_t>(std::numeric_limits<InEigenType>::min()); |
| 255 | REQUIRE(res_in_64 <= i32_max_in_64 && res_in_64 >= i32_min_in_64, "OpIntDiv: result not in i32 range"); |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 256 | return static_cast<InEigenType>(res_in_64); |
| 257 | }; |
| 258 | break; |
| 259 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 260 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[InDtype]); |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 261 | } |
| 262 | |
| 263 | return 0; |
| 264 | } |
| 265 | |
| 266 | template <int Rank, DType Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 267 | int OpLogicalAnd<Rank, Dtype>::register_fcn() |
| 268 | { |
| 269 | switch (Dtype) |
| 270 | { |
| 271 | case DType_BOOL: |
| 272 | this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a && b; }; |
| 273 | break; |
| 274 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 275 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 276 | } |
| 277 | |
| 278 | return 0; |
| 279 | } |
| 280 | |
| 281 | template <int Rank, DType Dtype> |
| 282 | int OpLogicalLeftShift<Rank, Dtype>::register_fcn() |
| 283 | { |
| 284 | switch (Dtype) |
| 285 | { |
| 286 | case DType_INT8: |
| 287 | case DType_INT16: |
| 288 | case DType_INT32: |
| 289 | this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a << b; }; |
| 290 | break; |
| 291 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 292 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 293 | } |
| 294 | |
| 295 | return 0; |
| 296 | } |
| 297 | |
| 298 | template <int Rank, DType Dtype> |
| 299 | int OpLogicalRightShift<Rank, Dtype>::register_fcn() |
| 300 | { |
| 301 | int32_t num_bits = 0; |
| 302 | switch (Dtype) |
| 303 | { |
| 304 | case DType_INT8: |
| 305 | num_bits = 8; |
| 306 | break; |
| 307 | case DType_INT16: |
| 308 | num_bits = 16; |
| 309 | break; |
| 310 | case DType_INT32: |
| 311 | num_bits = 32; |
| 312 | break; |
| 313 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 314 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 315 | } |
| 316 | |
| 317 | this->fcn = [num_bits](InEigenType a, InEigenType b) -> OutEigenType { |
| 318 | uint32_t mask = ONES_MASK(num_bits) >> b; |
| 319 | return (a >> b) & mask; |
| 320 | }; |
| 321 | |
| 322 | return 0; |
| 323 | } |
| 324 | |
| 325 | template <int Rank, DType Dtype> |
| 326 | int OpLogicalOr<Rank, Dtype>::register_fcn() |
| 327 | { |
| 328 | switch (Dtype) |
| 329 | { |
| 330 | case DType_BOOL: |
| 331 | this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a || b; }; |
| 332 | break; |
| 333 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 334 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 335 | } |
| 336 | |
| 337 | return 0; |
| 338 | } |
| 339 | |
| 340 | template <int Rank, DType Dtype> |
| 341 | int OpLogicalXor<Rank, Dtype>::register_fcn() |
| 342 | { |
| 343 | switch (Dtype) |
| 344 | { |
| 345 | case DType_BOOL: |
| 346 | this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a ^ b; }; |
| 347 | break; |
| 348 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 349 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 350 | } |
| 351 | |
| 352 | return 0; |
| 353 | } |
| 354 | |
| 355 | template <int Rank, DType Dtype> |
| 356 | int OpMaximum<Rank, Dtype>::register_fcn() |
| 357 | { |
| 358 | switch (Dtype) |
| 359 | { |
| 360 | case DType_FLOAT: |
| 361 | case DType_INT32: |
| 362 | this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a > b ? a : b; }; |
| 363 | break; |
| 364 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 365 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 366 | } |
| 367 | |
| 368 | return 0; |
| 369 | } |
| 370 | |
| 371 | template <int Rank, DType Dtype> |
| 372 | int OpMinimum<Rank, Dtype>::register_fcn() |
| 373 | { |
| 374 | switch (Dtype) |
| 375 | { |
| 376 | case DType_FLOAT: |
| 377 | case DType_INT32: |
| 378 | this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a < b ? a : b; }; |
| 379 | break; |
| 380 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 381 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 382 | } |
| 383 | |
| 384 | return 0; |
| 385 | } |
| 386 | |
| 387 | template <int Rank, DType InDtype, DType OutDtype> |
| 388 | int OpMul<Rank, InDtype, OutDtype>::register_fcn() |
| 389 | { |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 390 | int32_t shift = attribute->shift(); |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 391 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 392 | switch (InDtype) |
| 393 | { |
| 394 | case DType_FLOAT: |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 395 | this->fcn = [shift](InEigenType a, InEigenType b) -> OutEigenType { return a * b; }; |
| 396 | break; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 397 | case DType_INT32: |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 398 | this->fcn = [this, shift](InEigenType a, InEigenType b) -> OutEigenType { |
| 399 | int64_t result; |
| 400 | if (shift > 0) |
| 401 | { |
| 402 | int64_t round = 1L << (shift - 1); |
Kevin Cheng | 9257fd5 | 2021-04-14 15:55:31 -0700 | [diff] [blame] | 403 | result = static_cast<int64_t>(a) * static_cast<int64_t>(b) + round; |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 404 | result = result >> shift; |
| 405 | |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 406 | REQUIRE(result >= QMin && result <= QMax, "OpMul: result %ld exceeds valid range [%ld, %ld]", |
| 407 | result, QMin, QMax); |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 408 | } |
| 409 | else |
| 410 | { |
Kevin Cheng | c42addc | 2021-09-28 15:41:57 -0700 | [diff] [blame] | 411 | result = static_cast<int64_t>(a) * b; |
Jeremy Johnson | 9034747 | 2021-09-06 12:04:07 +0100 | [diff] [blame] | 412 | int64_t i32_max_in_64 = static_cast<int64_t>(std::numeric_limits<InEigenType>::max()); |
| 413 | int64_t i32_min_in_64 = static_cast<int64_t>(std::numeric_limits<InEigenType>::min()); |
| 414 | REQUIRE(result <= i32_max_in_64 && result >= i32_min_in_64, "OpMul: result not in i32 range"); |
| 415 | return static_cast<InEigenType>(result); |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 416 | } |
| 417 | |
| 418 | return static_cast<OutEigenType>(result); |
| 419 | }; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 420 | break; |
| 421 | case DType_INT8: |
| 422 | case DType_INT16: |
| 423 | this->fcn = [this](InEigenType lhs, InEigenType rhs) -> OutEigenType { |
| 424 | OutEigenType raw_output = (OutEigenType)lhs * (OutEigenType)rhs; |
| 425 | |
| 426 | OutEigenType clamped_output = std::min<OutEigenType>(QMax, std::max<OutEigenType>(raw_output, QMin)); |
| 427 | |
| 428 | return clamped_output; |
| 429 | }; |
| 430 | break; |
| 431 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 432 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[InDtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 433 | } |
| 434 | |
| 435 | return 0; |
| 436 | } |
| 437 | |
| 438 | template <int Rank, DType Dtype> |
| 439 | int OpPow<Rank, Dtype>::register_fcn() |
| 440 | { |
| 441 | switch (Dtype) |
| 442 | { |
| 443 | case DType_FLOAT: |
| 444 | this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return powf(a, b); }; |
| 445 | break; |
| 446 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 447 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 448 | } |
| 449 | |
| 450 | return 0; |
| 451 | } |
| 452 | |
| 453 | template <int Rank, DType Dtype> |
| 454 | int OpSub<Rank, Dtype>::register_fcn() |
| 455 | { |
| 456 | switch (InDtype) |
| 457 | { |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 458 | case DType_INT32: |
Jeremy Johnson | 9034747 | 2021-09-06 12:04:07 +0100 | [diff] [blame] | 459 | this->fcn = [this](InEigenType a, InEigenType b) -> OutEigenType { |
| 460 | int64_t res_in_64 = static_cast<int64_t>(a) - b; |
| 461 | int64_t i32_max_in_64 = static_cast<int64_t>(std::numeric_limits<InEigenType>::max()); |
| 462 | int64_t i32_min_in_64 = static_cast<int64_t>(std::numeric_limits<InEigenType>::min()); |
| 463 | REQUIRE(res_in_64 <= i32_max_in_64 && res_in_64 >= i32_min_in_64, "OpSub: result not in i32 range"); |
| 464 | return static_cast<InEigenType>(res_in_64); |
| 465 | }; |
| 466 | break; |
| 467 | case DType_FLOAT: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 468 | this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a - b; }; |
| 469 | break; |
| 470 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 471 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[InDtype]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 472 | } |
| 473 | |
| 474 | return 0; |
| 475 | } |
| 476 | |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 477 | template <int Rank, DType InDtype> |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 478 | OpTable<Rank, InDtype>::OpTable(SubgraphTraverser* sgt_, |
| 479 | TosaAttributeBase* attribute_, |
| 480 | TosaQuantInfoBase* qinfo_, |
| 481 | uint64_t id_) |
| 482 | : GraphNode(sgt_, Op_TABLE, id_) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 483 | { |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 484 | setRequiredOperands(1, 1); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 485 | setRequiredRank(0, 6); |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 486 | |
| 487 | INIT_ATTRIBUTE(Table); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 488 | } |
| 489 | |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 490 | template <int Rank, DType InDtype> |
| 491 | OpTable<Rank, InDtype>::~OpTable() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 492 | {} |
| 493 | |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 494 | template <int Rank, DType InDtype> |
| 495 | int OpTable<Rank, InDtype>::checkTensorAttributes() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 496 | { |
| 497 | if (validateRequiredOperands()) |
| 498 | return 1; |
| 499 | |
| 500 | if (validateRequiredRank(inputs[0]) || validateRequiredRank(outputs[0])) |
| 501 | { |
| 502 | return 1; |
| 503 | } |
| 504 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 505 | ERROR_IF(inputs[0]->getDtype() != InDtype, "OpTable: Unexpected input type"); |
Kevin Cheng | f3e016f | 2021-11-02 01:15:50 +0000 | [diff] [blame] | 506 | ERROR_IF(outputs[0]->getDtype() != OutDtype, "OpTable: Unexpected output type"); |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 507 | ERROR_IF(attribute->table().size() != TableNumEntries, "OpTable: table attribute size must be %u", TableNumEntries); |
| 508 | |
| 509 | for (uint32_t i = 0; i < TableNumEntries; i++) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 510 | { |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 511 | table[i] = (TableEigenType)attribute->table()[i]; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 512 | } |
| 513 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 514 | in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| 515 | out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 516 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 517 | ASSERT_MEM(in && out); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 518 | |
| 519 | return 0; |
| 520 | } |
| 521 | |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 522 | template <int Rank, DType InDtype> |
| 523 | int OpTable<Rank, InDtype>::eval() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 524 | { |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 525 | switch (InDtype) |
| 526 | { |
| 527 | case DType_INT8: |
| 528 | this->out->getTensor() = this->in->getTensor().unaryExpr([this](InEigenType in) -> OutEigenType { |
| 529 | int32_t input_truncated = std::min<int32_t>(std::max<int32_t>(in, QInMin), QInMax); |
| 530 | int32_t index = input_truncated - QInMin; |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 531 | int32_t value = table[index]; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 532 | |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 533 | return value; |
| 534 | }); |
| 535 | break; |
| 536 | case DType_INT16: |
| 537 | this->out->getTensor() = this->in->getTensor().unaryExpr([this](InEigenType in) -> OutEigenType { |
| 538 | // 1. make sure input is int16 range |
| 539 | int32_t input_truncated = std::min<int32_t>(std::max<int32_t>(in, QInMin), QInMax); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 540 | |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 541 | // 2. calculate index and interpolation fraction |
| 542 | int32_t index = (input_truncated >> FractionBits) + (1 << (IntegerBits - 1)); |
| 543 | index = std::min<int32_t>(std::max<int32_t>(index, 0), NumTableEntries - 1); // 9-bit index |
| 544 | int32_t frac = (input_truncated)&0x7F; // 7-bit fraction |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 545 | |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 546 | // 3. interpolate, generate 16.7 (23-bit) output |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 547 | int32_t base = table[index]; |
| 548 | int32_t next = table[index + 1]; |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 549 | int32_t value = (base << 7) + (next - base) * frac; |
| 550 | |
| 551 | return value; |
| 552 | }); |
| 553 | break; |
| 554 | default: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 555 | ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[InDtype]); |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 556 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 557 | |
| 558 | return GraphNode::eval(); |
| 559 | } |
| 560 | |
| 561 | // template explicit instantiation |
| 562 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpAdd, FLOAT); |
| 563 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpAdd, INT32); |
| 564 | |
| 565 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpArithmeticRightShift, INT8); |
| 566 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpArithmeticRightShift, INT16); |
| 567 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpArithmeticRightShift, INT32); |
| 568 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 569 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseAnd, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 570 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseAnd, INT16); |
| 571 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseAnd, INT32); |
| 572 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 573 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseOr, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 574 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseOr, INT16); |
| 575 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseOr, INT32); |
| 576 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 577 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseXor, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 578 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseXor, INT16); |
| 579 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseXor, INT32); |
| 580 | |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 581 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpIntdiv, INT32); |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 582 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 583 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalAnd, BOOL); |
| 584 | |
| 585 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalLeftShift, INT8); |
| 586 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalLeftShift, INT16); |
| 587 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalLeftShift, INT32); |
| 588 | |
| 589 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalRightShift, INT8); |
| 590 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalRightShift, INT16); |
| 591 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalRightShift, INT32); |
| 592 | |
| 593 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalOr, BOOL); |
| 594 | |
| 595 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalXor, BOOL); |
| 596 | |
| 597 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpMaximum, FLOAT); |
| 598 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpMaximum, INT32); |
| 599 | |
| 600 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpMinimum, FLOAT); |
| 601 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpMinimum, INT32); |
| 602 | |
| 603 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpMul, FLOAT, FLOAT); |
| 604 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpMul, INT8, INT32); |
| 605 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpMul, INT16, INT32); |
| 606 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpMul, INT32, INT32); |
| 607 | |
| 608 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpPow, FLOAT); |
| 609 | |
| 610 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpSub, FLOAT); |
| 611 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpSub, INT32); |
| 612 | |
Kevin Cheng | 571f718 | 2021-05-24 17:20:01 -0700 | [diff] [blame] | 613 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpTable, INT8); |
| 614 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpTable, INT16); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 615 | |
| 616 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(BinaryNode, FLOAT, BOOL); |
| 617 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(BinaryNode, INT32, BOOL); |