Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 2 | // Copyright (c) 2020-2023, 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 "reduction.h" |
| 17 | #include "quant_util.h" |
| 18 | |
| 19 | using namespace TosaReference; |
| 20 | using namespace Eigen; |
| 21 | using namespace tosa; |
| 22 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 23 | template <int Rank, TOSA_REF_TYPE Dtype> |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 24 | ReduceNode<Rank, Dtype>::ReduceNode(SubgraphTraverser* sgt_, const Op& op_, TosaAttributeBase* attribute_, uint64_t id_) |
| 25 | : GraphNode(sgt_, op_, id_) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 26 | { |
| 27 | setRequiredOperands(1, 1); |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 28 | setRequiredRank(1, 4); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 29 | |
| 30 | INIT_ATTRIBUTE(Axis); |
| 31 | } |
| 32 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 33 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 34 | ReduceNode<Rank, Dtype>::~ReduceNode() |
| 35 | { |
| 36 | if (attribute) |
| 37 | delete attribute; |
| 38 | } |
| 39 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 40 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 41 | int ReduceNode<Rank, Dtype>::checkTensorAttributes() |
| 42 | { |
| 43 | if (validateRequiredOperands()) |
| 44 | return 1; |
| 45 | |
| 46 | if (validateRequiredRank(inputs[0]) || validateRequiredRank(outputs[0])) |
| 47 | { |
| 48 | return 1; |
| 49 | } |
| 50 | |
| 51 | if (attribute->axis() < 0 || attribute->axis() >= inputs[0]->getRank()) |
| 52 | { |
Kevin Cheng | ec5586c | 2021-10-06 14:37:37 -0700 | [diff] [blame] | 53 | printNodeValidationError("ReduceOp: axis must between [0, input_rank - 1]"); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 54 | return 1; |
| 55 | } |
| 56 | |
Kevin Cheng | ec5586c | 2021-10-06 14:37:37 -0700 | [diff] [blame] | 57 | if (inputs[0]->matchRankType(*outputs[0])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 58 | { |
Kevin Cheng | ec5586c | 2021-10-06 14:37:37 -0700 | [diff] [blame] | 59 | printNodeValidationError("ReduceOp: Input and output tensor ranks must match"); |
| 60 | return 1; |
| 61 | } |
| 62 | |
| 63 | if (outputs[0]->getShape()[attribute->axis()] != 1) |
| 64 | { |
| 65 | printNodeValidationError("ReduceOp: Output tensor shape[axis] needs to be 1."); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 66 | return 1; |
| 67 | } |
| 68 | |
| 69 | in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| 70 | out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
| 71 | |
Kevin Cheng | ec5586c | 2021-10-06 14:37:37 -0700 | [diff] [blame] | 72 | if ((!in) || (!out)) |
| 73 | { |
| 74 | printNodeValidationError("ReduceOp: Input or output fail to cast to Eigen tensor since rank/type not expected"); |
| 75 | return 1; |
| 76 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 77 | |
| 78 | dims[0] = this->attribute->axis(); |
| 79 | |
| 80 | return 0; |
| 81 | } |
| 82 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 83 | // These 2 reducers are to overcome a bug introduced in Eigen between 3.3.7 and 3.4.0 |
| 84 | // The in-built .any and .all operations now fail on an assert in TensorMorphing.h:150 |
| 85 | // which seems to be due to incorrect data being passed internally as m_impl |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 86 | struct AllReducer |
| 87 | { |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 88 | static const bool PacketAccess = false; |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 89 | void reduce(const bool val, bool* accum) |
| 90 | { |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 91 | *accum = *accum && val; |
| 92 | } |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 93 | bool initialize() const |
| 94 | { |
| 95 | return true; |
| 96 | } |
| 97 | bool finalize(const bool accum) const |
| 98 | { |
| 99 | return accum; |
| 100 | } |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 101 | }; |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 102 | struct AnyReducer |
| 103 | { |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 104 | static const bool PacketAccess = false; |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 105 | void reduce(const bool val, bool* accum) |
| 106 | { |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 107 | *accum = *accum || val; |
| 108 | } |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 109 | bool initialize() const |
| 110 | { |
| 111 | return false; |
| 112 | } |
| 113 | bool finalize(const bool accum) const |
| 114 | { |
| 115 | return accum; |
| 116 | } |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 117 | }; |
| 118 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 119 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 120 | int OpReduceAll<Rank, Dtype>::eval() |
| 121 | { |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 122 | this->out->getTensor() = |
| 123 | this->in->getTensor().reduce(this->dims, AllReducer()).reshape(this->out->getTensor().dimensions()); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 124 | |
| 125 | return GraphNode::eval(); |
| 126 | } |
| 127 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 128 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 129 | int OpReduceAny<Rank, Dtype>::eval() |
| 130 | { |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 131 | this->out->getTensor() = |
| 132 | this->in->getTensor().reduce(this->dims, AnyReducer()).reshape(this->out->getTensor().dimensions()); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 133 | |
| 134 | return GraphNode::eval(); |
| 135 | } |
| 136 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 137 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 138 | int OpReduceMax<Rank, Dtype>::eval() |
| 139 | { |
| 140 | this->out->getTensor() = this->in->getTensor().maximum(this->dims).reshape(this->out->getTensor().dimensions()); |
| 141 | |
| 142 | return GraphNode::eval(); |
| 143 | } |
| 144 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 145 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 146 | int OpReduceMin<Rank, Dtype>::eval() |
| 147 | { |
| 148 | this->out->getTensor() = this->in->getTensor().minimum(this->dims).reshape(this->out->getTensor().dimensions()); |
| 149 | |
| 150 | return GraphNode::eval(); |
| 151 | } |
| 152 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 153 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 154 | int OpReduceProduct<Rank, Dtype>::eval() |
| 155 | { |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 156 | switch (Dtype) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 157 | { |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 158 | case TOSA_REF_TYPE_FP16: |
| 159 | case TOSA_REF_TYPE_BF16: |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 160 | this->out->getTensor() = this->in->getTensor() |
| 161 | .prod(this->dims) |
| 162 | .reshape(this->out->getTensor().dimensions()) |
| 163 | .unaryExpr([](float f) { return fpTrunc<Dtype>(f); }); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 164 | break; |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 165 | case TOSA_REF_TYPE_FP32: |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 166 | this->out->getTensor() = |
| 167 | this->in->getTensor().prod(this->dims).reshape(this->out->getTensor().dimensions()); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 168 | break; |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 169 | default: |
| 170 | ERROR_IF(true, "unsupported TOSA_REF_TYPE %s", EnumNameTOSAREFTYPE(Dtype)); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 171 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 172 | |
| 173 | return GraphNode::eval(); |
| 174 | } |
| 175 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 176 | struct ProductDoubleReducer |
| 177 | { |
| 178 | static const bool PacketAccess = false; |
| 179 | void reduce(const double val, double* accum) |
| 180 | { |
| 181 | *accum *= val; |
| 182 | } |
| 183 | double initialize() const |
| 184 | { |
| 185 | return 1.0; |
| 186 | } |
| 187 | double finalize(const double accum) const |
| 188 | { |
| 189 | return accum; |
| 190 | } |
| 191 | }; |
| 192 | |
| 193 | template <int Rank, TOSA_REF_TYPE Dtype> |
| 194 | int OpReduceProductDouble<Rank, Dtype>::eval() |
| 195 | { |
| 196 | switch (Dtype) |
| 197 | { |
| 198 | case TOSA_REF_TYPE_FP64: |
| 199 | this->out->getTensor() = this->in->getTensor() |
| 200 | .reduce(this->dims, ProductDoubleReducer()) |
| 201 | .reshape(this->out->getTensor().dimensions()); |
| 202 | break; |
| 203 | default: |
| 204 | ERROR_IF(true, "unsupported TOSA_REF_TYPE %s", EnumNameTOSAREFTYPE(Dtype)); |
| 205 | } |
| 206 | |
| 207 | return GraphNode::eval(); |
| 208 | } |
| 209 | |
| 210 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 211 | int OpReduceSum<Rank, Dtype>::eval() |
| 212 | { |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 213 | switch (Dtype) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 214 | { |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 215 | case TOSA_REF_TYPE_FP16: |
| 216 | case TOSA_REF_TYPE_BF16: |
Tai Ly | 307392a | 2023-05-12 21:42:19 +0000 | [diff] [blame] | 217 | this->out->getTensor() = this->in->getTensor() |
| 218 | .sum(this->dims) |
| 219 | .reshape(this->out->getTensor().dimensions()) |
| 220 | .unaryExpr([](float f) { return fpTrunc<Dtype>(f); }); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 221 | break; |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 222 | case TOSA_REF_TYPE_FP32: |
| 223 | case TOSA_REF_TYPE_INT32: |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 224 | this->out->getTensor() = this->in->getTensor().sum(this->dims).reshape(this->out->getTensor().dimensions()); |
| 225 | break; |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 226 | default: |
| 227 | ERROR_IF(true, "unsupported TOSA_REF_TYPE %s", EnumNameTOSAREFTYPE(Dtype)); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 228 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 229 | |
| 230 | return GraphNode::eval(); |
| 231 | } |
| 232 | |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 233 | struct SumRequiresReducer |
| 234 | { |
Jeremy Johnson | 7de9b45 | 2022-04-05 14:31:37 +0100 | [diff] [blame] | 235 | static const bool PacketAccess = false; |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 236 | SumRequiresReducer(SubgraphTraverser* parent_sgt) |
| 237 | : parent_sgt(parent_sgt) |
| 238 | {} |
| 239 | void reduce(const int32_t val, int32_t* accum) |
| 240 | { |
Jeremy Johnson | 7de9b45 | 2022-04-05 14:31:37 +0100 | [diff] [blame] | 241 | int64_t res_in_64 = static_cast<int64_t>(*accum) + val; |
| 242 | int64_t i32_max_in_64 = static_cast<int64_t>(std::numeric_limits<int32_t>::max()); |
| 243 | int64_t i32_min_in_64 = static_cast<int64_t>(std::numeric_limits<int32_t>::min()); |
| 244 | REQUIRE(res_in_64 <= i32_max_in_64 && res_in_64 >= i32_min_in_64, "OpReduceSum: result not in i32 range"); |
| 245 | *accum = static_cast<int32_t>(res_in_64); |
| 246 | } |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 247 | int32_t initialize() const |
| 248 | { |
| 249 | return 0; |
| 250 | } |
| 251 | int32_t finalize(const int32_t accum) const |
| 252 | { |
| 253 | return accum; |
| 254 | } |
Jeremy Johnson | 7de9b45 | 2022-04-05 14:31:37 +0100 | [diff] [blame] | 255 | |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 256 | private: |
Jeremy Johnson | 7de9b45 | 2022-04-05 14:31:37 +0100 | [diff] [blame] | 257 | SubgraphTraverser* parent_sgt; |
| 258 | }; |
| 259 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 260 | template <int Rank, TOSA_REF_TYPE Dtype> |
Jeremy Johnson | 7de9b45 | 2022-04-05 14:31:37 +0100 | [diff] [blame] | 261 | int OpReduceSumInt<Rank, Dtype>::eval() |
| 262 | { |
Tai Ly | 307392a | 2023-05-12 21:42:19 +0000 | [diff] [blame] | 263 | this->out->getTensor() = this->in->getTensor() |
| 264 | .reduce(this->dims, SumRequiresReducer(this->parent_sgt)) |
| 265 | .reshape(this->out->getTensor().dimensions()); |
Jeremy Johnson | 7de9b45 | 2022-04-05 14:31:37 +0100 | [diff] [blame] | 266 | |
| 267 | return GraphNode::eval(); |
| 268 | } |
| 269 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 270 | struct SumDoubleReducer |
| 271 | { |
| 272 | static const bool PacketAccess = false; |
| 273 | void reduce(const double val, double* accum) |
| 274 | { |
| 275 | *accum += val; |
| 276 | } |
| 277 | double initialize() const |
| 278 | { |
| 279 | return 0.0; |
| 280 | } |
| 281 | double finalize(const double accum) const |
| 282 | { |
| 283 | return accum; |
| 284 | } |
| 285 | }; |
| 286 | |
| 287 | template <int Rank, TOSA_REF_TYPE Dtype> |
| 288 | int OpReduceSumDouble<Rank, Dtype>::eval() |
| 289 | { |
Tai Ly | 307392a | 2023-05-12 21:42:19 +0000 | [diff] [blame] | 290 | typename ReduceNode<Rank, Dtype>::TIn in_val = this->in->getTensor(); |
| 291 | if (g_func_config.abs_mode) |
| 292 | { |
| 293 | // in abs_mode: take abs values of in value |
| 294 | in_val = in_val.abs(); |
| 295 | } |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 296 | switch (Dtype) |
| 297 | { |
| 298 | case TOSA_REF_TYPE_FP64: |
Tai Ly | 307392a | 2023-05-12 21:42:19 +0000 | [diff] [blame] | 299 | this->out->getTensor() = |
| 300 | in_val.reduce(this->dims, SumDoubleReducer()).reshape(this->out->getTensor().dimensions()); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 301 | break; |
| 302 | default: |
| 303 | ERROR_IF(true, "unsupported TOSA_REF_TYPE %s", EnumNameTOSAREFTYPE(Dtype)); |
| 304 | } |
| 305 | |
| 306 | return GraphNode::eval(); |
| 307 | } |
| 308 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 309 | // template explicit instantiation |
| 310 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceAll, BOOL); |
| 311 | |
| 312 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceAny, BOOL); |
| 313 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 314 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMax, FP16); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 315 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMax, BF16); |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 316 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMax, FP32); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 317 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMax, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 318 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMax, INT16); |
| 319 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMax, INT32); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 320 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMax, FP64); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 321 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 322 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMin, FP16); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 323 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMin, BF16); |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 324 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMin, FP32); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 325 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMin, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 326 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMin, INT16); |
| 327 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMin, INT32); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 328 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceMin, FP64); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 329 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 330 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceProduct, FP16); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 331 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceProduct, BF16); |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 332 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceProduct, FP32); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 333 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceProductDouble, FP64); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 334 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 335 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceSum, FP16); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 336 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceSum, BF16); |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 337 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceSum, FP32); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 338 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceSumDouble, FP64); |
Jeremy Johnson | 7de9b45 | 2022-04-05 14:31:37 +0100 | [diff] [blame] | 339 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReduceSumInt, INT32); |
Eric Kunze | edac6ab | 2023-06-28 13:29:38 -0700 | [diff] [blame] | 340 | |
| 341 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(ReduceNode, BOOL); |
| 342 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(ReduceNode, INT8); |
| 343 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(ReduceNode, INT16); |
| 344 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(ReduceNode, INT32); |
| 345 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(ReduceNode, FP16); |
| 346 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(ReduceNode, BF16); |
| 347 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(ReduceNode, FP32); |
| 348 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(ReduceNode, FP64); |