Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2 | // Copyright (c) 2020-2024, 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 "data_layout.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> |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 24 | OpConcat<Rank, Dtype>::OpConcat(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_) |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 25 | : GraphNode(sgt_, Op_CONCAT, id_) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 26 | { |
Kevin Cheng | ad15dfa | 2021-03-04 15:15:03 -0800 | [diff] [blame] | 27 | setRequiredOperands(-1, 1); |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 28 | setRequiredRank(1); |
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 | OpConcat<Rank, Dtype>::~OpConcat() |
| 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 OpConcat<Rank, Dtype>::checkTensorAttributes() |
| 42 | { |
Jerry Ge | a793f46 | 2023-04-11 00:05:02 +0000 | [diff] [blame] | 43 | // Check Tosa Level |
| 44 | auto tosa_level = g_func_config.tosa_level; |
| 45 | LEVEL_CHECK(Rank <= tosa_level.MAX_RANK, "Rank should be smaller than or equal to MAX_RANK"); |
| 46 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 47 | if (validateRequiredOperands()) |
| 48 | return 1; |
| 49 | |
Kevin Cheng | ad15dfa | 2021-03-04 15:15:03 -0800 | [diff] [blame] | 50 | if (inputs.empty()) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 51 | { |
Kevin Cheng | ad15dfa | 2021-03-04 15:15:03 -0800 | [diff] [blame] | 52 | printNodeValidationError("Concat operator must have at least one input tensor"); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 53 | return 1; |
| 54 | } |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 55 | |
| 56 | int32_t num_inputs = inputs.size(); |
| 57 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 58 | // output and input must be the same types and rank |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 59 | for (int32_t i = 0; i < num_inputs; i++) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 60 | { |
Kevin Cheng | ad15dfa | 2021-03-04 15:15:03 -0800 | [diff] [blame] | 61 | if (inputs[i]->matchRankType(*outputs[0])) |
| 62 | { |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 63 | printNodeValidationError("OpConcat: input ranks and types must match"); |
Kevin Cheng | ad15dfa | 2021-03-04 15:15:03 -0800 | [diff] [blame] | 64 | return 1; |
| 65 | } |
| 66 | ins.push_back(dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[i])); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 67 | } |
| 68 | |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 69 | if (attribute->axis() < 0 || (size_t)attribute->axis() >= Rank) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 70 | { |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 71 | printNodeValidationError("OpConcat: axis is beyond output tensor rank"); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 72 | return 1; |
| 73 | } |
| 74 | |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 75 | int32_t output_dim_on_axis = 0; |
| 76 | for (int32_t j = 0; j < num_inputs; j++) |
| 77 | { |
| 78 | for (int32_t i = 0; i < Rank; i++) |
| 79 | { |
| 80 | int32_t input_dim = inputs[j]->getShape()[i]; |
| 81 | if (i == attribute->axis()) |
| 82 | { |
| 83 | output_dim_on_axis += input_dim; |
| 84 | } |
| 85 | else if (input_dim != outputs[0]->getShape()[i]) |
| 86 | { |
| 87 | printNodeValidationError("OpConcat: input dimension not matching output dimension"); |
| 88 | return 1; |
| 89 | } |
| 90 | } |
| 91 | } |
| 92 | |
Kevin Cheng | 6e52866 | 2021-10-20 17:35:33 +0000 | [diff] [blame] | 93 | ERROR_IF(output_dim_on_axis != outputs[0]->getShape()[attribute->axis()], |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 94 | "OpConcat: sum of input dimension on axis not equal to output dimension on axis"); |
| 95 | |
| 96 | out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
| 97 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 98 | return 0; |
| 99 | } |
| 100 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 101 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 102 | int OpConcat<Rank, Dtype>::eval() |
| 103 | { |
| 104 | |
| 105 | int32_t reversed_axis = Rank - 1 - attribute->axis(); |
| 106 | |
| 107 | for (int32_t d = 0; d < Rank; d++) |
| 108 | { |
| 109 | reverser[d] = Rank - 1 - d; |
| 110 | } |
| 111 | |
Kevin Cheng | ad15dfa | 2021-03-04 15:15:03 -0800 | [diff] [blame] | 112 | TIn result = ins[0]->getTensor().shuffle(reverser); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 113 | |
Kevin Cheng | ad15dfa | 2021-03-04 15:15:03 -0800 | [diff] [blame] | 114 | for (size_t i = 1; i < ins.size(); i++) |
| 115 | { |
| 116 | TIn in_reversed = ins[i]->getTensor().shuffle(reverser); |
| 117 | TIn temp = result.concatenate(in_reversed, reversed_axis); |
| 118 | result = temp; |
| 119 | } |
| 120 | out->getTensor() = result.shuffle(reverser); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 121 | |
| 122 | return GraphNode::eval(); |
| 123 | } |
| 124 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 125 | template <int Rank, TOSA_REF_TYPE Dtype> |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 126 | OpPad<Rank, Dtype>::OpPad(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_) |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 127 | : GraphNode(sgt_, Op_PAD, id_) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 128 | { |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 129 | setRequiredOperands(2, 1); |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 130 | setRequiredRank(1); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 131 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 132 | INIT_ATTRIBUTE(Pad); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 133 | } |
| 134 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 135 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 136 | OpPad<Rank, Dtype>::~OpPad() |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 137 | {} |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 138 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 139 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 140 | int OpPad<Rank, Dtype>::checkTensorAttributes() |
| 141 | { |
Jerry Ge | a793f46 | 2023-04-11 00:05:02 +0000 | [diff] [blame] | 142 | // Check Tosa Level |
| 143 | auto tosa_level = g_func_config.tosa_level; |
| 144 | LEVEL_CHECK(Rank <= tosa_level.MAX_RANK, "Rank should be smaller than or equal to MAX_RANK"); |
| 145 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 146 | if (validateRequiredOperands()) |
| 147 | return 1; |
| 148 | |
| 149 | if (validateRequiredRank(inputs[0]) || validateRequiredRank(outputs[0])) |
| 150 | { |
| 151 | return 1; |
| 152 | } |
| 153 | |
| 154 | // output and input must be the same types |
| 155 | if (inputs[0]->matchRankType(*outputs[0])) |
| 156 | { |
| 157 | printNodeValidationError("Failure to match input and output type and rank"); |
| 158 | return 1; |
| 159 | } |
| 160 | |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 161 | in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| 162 | padding = dynamic_cast<TosaReference::TensorTemplate<TPadding>*>(inputs[1]); |
| 163 | out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 164 | ASSERT_MEM(in && out); |
| 165 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 166 | return 0; |
| 167 | } |
| 168 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 169 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 170 | int OpPad<Rank, Dtype>::eval() |
| 171 | { |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 172 | InEigenType pad_value = 0; |
| 173 | |
| 174 | switch (Dtype) |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 175 | { |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 176 | case TOSA_REF_TYPE_BOOL: |
| 177 | case TOSA_REF_TYPE_INT8: |
| 178 | case TOSA_REF_TYPE_INT16: |
| 179 | case TOSA_REF_TYPE_INT32: |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 180 | pad_value = (InEigenType)attribute->pad_const_int(); |
| 181 | break; |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 182 | case TOSA_REF_TYPE_FP16: |
| 183 | case TOSA_REF_TYPE_BF16: |
| 184 | case TOSA_REF_TYPE_FP32: |
| 185 | case TOSA_REF_TYPE_FP64: |
Won Jeon | 3195a66 | 2024-02-27 17:52:45 +0000 | [diff] [blame] | 186 | case TOSA_REF_TYPE_FP8E4M3: |
| 187 | case TOSA_REF_TYPE_FP8E5M2: |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 188 | pad_value = (InEigenType)attribute->pad_const_fp(); |
| 189 | break; |
TatWai Chong | 86c403b | 2022-06-06 20:46:01 -0700 | [diff] [blame] | 190 | default: |
Won Jeon | 3195a66 | 2024-02-27 17:52:45 +0000 | [diff] [blame] | 191 | ASSERT_MSG(false, "TOSA_REF_TYPE %s is not supported.", EnumNameTOSAREFTYPE(Dtype)); |
TatWai Chong | 86c403b | 2022-06-06 20:46:01 -0700 | [diff] [blame] | 192 | break; |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 193 | } |
| 194 | |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 195 | // padding is an 1D array of [Rank * 2], with ordering: |
| 196 | // [Rank0_front, Rank0_back, Rank1_front, Rank1_back, ..., Rank(N-1)_front, Rank(N-1)_back] |
| 197 | TPadding padding_val = this->padding->getTensor(); |
| 198 | ERROR_IF(padding_val.size() != (Rank * 2), "OpPad: padding length needs to be (rank(input1) * 2)"); |
| 199 | for (int i = 0; i < Rank; i++) |
| 200 | { |
| 201 | auto pad_front = padding_val(2 * i); |
| 202 | auto pad_back = padding_val(2 * i + 1); |
| 203 | ERROR_IF((pad_front < 0) || (pad_back < 0), "OpPad: padding can't be smaller than 0"); |
| 204 | ERROR_IF(out->getShape()[i] != pad_front + in->getShape()[i] + pad_back, |
| 205 | "OpPad: output shape not equal to input plus padding"); |
| 206 | paddings_array[i] = std::make_pair(pad_front, pad_back); |
| 207 | } |
| 208 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 209 | this->out->getTensor() = this->in->getTensor().pad(this->paddings_array, pad_value); |
| 210 | |
| 211 | return GraphNode::eval(); |
| 212 | } |
| 213 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 214 | template <int Rank, TOSA_REF_TYPE Dtype> |
| 215 | OpDim<Rank, Dtype>::OpDim(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_) |
| 216 | : GraphNode(sgt_, Op_DIM, id_) |
| 217 | { |
| 218 | setRequiredOperands(1, 1); |
| 219 | |
| 220 | INIT_ATTRIBUTE(Axis); |
| 221 | } |
| 222 | |
| 223 | template <int Rank, TOSA_REF_TYPE Dtype> |
| 224 | OpDim<Rank, Dtype>::~OpDim() |
| 225 | { |
| 226 | if (attribute) |
| 227 | delete attribute; |
| 228 | } |
| 229 | |
| 230 | template <int Rank, TOSA_REF_TYPE Dtype> |
| 231 | int OpDim<Rank, Dtype>::checkTensorAttributes() |
| 232 | { |
| 233 | // Check Tosa Level |
| 234 | auto tosa_level = g_func_config.tosa_level; |
| 235 | LEVEL_CHECK(Rank <= tosa_level.MAX_RANK, "Rank should be smaller than or equal to MAX_RANK"); |
| 236 | |
| 237 | if (validateRequiredOperands()) |
| 238 | return 1; |
| 239 | |
| 240 | if (validateRequiredRank(inputs[0])) |
| 241 | return 1; |
| 242 | |
| 243 | if (attribute->axis() < 0 || (size_t)attribute->axis() >= Rank) |
| 244 | { |
| 245 | printNodeValidationError("OpDim: axis must between [0, input_rank - 1]"); |
| 246 | return 1; |
| 247 | } |
| 248 | |
| 249 | in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| 250 | out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
| 251 | |
| 252 | ASSERT_MEM(in && out); |
| 253 | |
| 254 | return 0; |
| 255 | } |
| 256 | |
| 257 | template <int Rank, TOSA_REF_TYPE Dtype> |
| 258 | int OpDim<Rank, Dtype>::eval() |
| 259 | { |
| 260 | int32_t axis = attribute->axis(); |
| 261 | int64_t out_val = in->getShape()[axis]; |
| 262 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 263 | this->out->getTensor().setValues({ out_val }); |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 264 | |
| 265 | return GraphNode::eval(); |
| 266 | } |
| 267 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 268 | template <int InRank, int OutRank, TOSA_REF_TYPE Dtype> |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 269 | OpReshape<InRank, OutRank, Dtype>::OpReshape(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_) |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 270 | : GraphNode(sgt_, Op_RESHAPE, id_) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 271 | { |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 272 | setRequiredOperands(2, 1); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 273 | } |
| 274 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 275 | template <int InRank, int OutRank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 276 | OpReshape<InRank, OutRank, Dtype>::~OpReshape() |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 277 | {} |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 278 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 279 | template <int InRank, int OutRank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 280 | int OpReshape<InRank, OutRank, Dtype>::checkTensorAttributes() |
| 281 | { |
Jerry Ge | a793f46 | 2023-04-11 00:05:02 +0000 | [diff] [blame] | 282 | // Check Tosa Level |
| 283 | auto tosa_level = g_func_config.tosa_level; |
| 284 | LEVEL_CHECK(InRank <= tosa_level.MAX_RANK, "InRank should be smaller than or equal to MAX_RANK"); |
| 285 | LEVEL_CHECK(OutRank <= tosa_level.MAX_RANK, "OutRank should be smaller than or equal to MAX_RANK"); |
| 286 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 287 | if (validateRequiredOperands()) |
| 288 | return 1; |
| 289 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 290 | // output and input must be the same types |
| 291 | if (inputs[0]->matchType(*outputs[0])) |
| 292 | { |
| 293 | printNodeValidationError("OpReshape: Input and output types must match"); |
| 294 | return 1; |
| 295 | } |
| 296 | |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 297 | ERROR_IF(inputs[0]->getElementCount() != outputs[0]->getElementCount(), |
| 298 | "Input tensor size does not match output tensor size"); |
| 299 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 300 | in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| 301 | out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
| 302 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 303 | // note: do not assert mem on shape input, because it may be {} for reshape to scalar |
| 304 | // and also, because the shape input is not actually used in eval() |
| 305 | |
| 306 | ASSERT_MEM(in && out) |
| 307 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 308 | return 0; |
| 309 | } |
| 310 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 311 | template <int InRank, int OutRank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 312 | int OpReshape<InRank, OutRank, Dtype>::eval() |
| 313 | { |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 314 | for (int32_t d = 0; d < OutRank; d++) |
| 315 | { |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 316 | array_shape[d] = getOutputs()[0]->getShape()[OutRank - 1 - d]; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 317 | out_reverser[d] = OutRank - 1 - d; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 318 | } |
| 319 | |
| 320 | for (int32_t d = 0; d < InRank; d++) |
| 321 | { |
| 322 | in_reverser[d] = InRank - 1 - d; |
| 323 | } |
| 324 | |
| 325 | // Eigen Tensor is col-major, and we're referencing row-major result |
| 326 | // need to reverse it to row-major before reshape, and perform another reverse afterward |
| 327 | |
| 328 | // input tensor rank 0 can't do .shuffle(), need to be handled otherwise |
| 329 | TIn in_reversed; |
| 330 | if (InRank > 1) |
| 331 | { |
| 332 | in_reversed = in->getTensor().shuffle(in_reverser); |
| 333 | } |
| 334 | else |
| 335 | { |
| 336 | in_reversed = in->getTensor(); |
| 337 | } |
| 338 | |
| 339 | TOut in_reshaped = in_reversed.reshape(array_shape); |
| 340 | |
| 341 | // output tensor can be rank 0, .reshape() and .shuffle() don't work, need to be handled otherwise |
| 342 | if (OutRank > 1) |
| 343 | { |
| 344 | out->getTensor() = in_reshaped.shuffle(out_reverser); |
| 345 | } |
| 346 | else |
| 347 | { |
| 348 | out->getTensor() = in_reshaped; |
| 349 | } |
| 350 | |
| 351 | return GraphNode::eval(); |
| 352 | } |
| 353 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 354 | template <int Rank, TOSA_REF_TYPE Dtype> |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 355 | OpReverse<Rank, Dtype>::OpReverse(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_) |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 356 | : GraphNode(sgt_, Op_REVERSE, id_) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 357 | { |
| 358 | setRequiredOperands(1, 1); |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 359 | setRequiredRank(1); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 360 | |
| 361 | INIT_ATTRIBUTE(Axis); |
| 362 | } |
| 363 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 364 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 365 | OpReverse<Rank, Dtype>::~OpReverse() |
| 366 | { |
| 367 | if (attribute) |
| 368 | delete attribute; |
| 369 | } |
| 370 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 371 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 372 | int OpReverse<Rank, Dtype>::checkTensorAttributes() |
| 373 | { |
Jerry Ge | a793f46 | 2023-04-11 00:05:02 +0000 | [diff] [blame] | 374 | // Check Tosa Level |
| 375 | auto tosa_level = g_func_config.tosa_level; |
| 376 | LEVEL_CHECK(Rank <= tosa_level.MAX_RANK, "Rank should be smaller than or equal to MAX_RANK"); |
| 377 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 378 | if (validateRequiredOperands()) |
| 379 | return 1; |
| 380 | |
| 381 | if (validateRequiredRank(inputs[0]) || validateRequiredRank(outputs[0])) |
| 382 | { |
| 383 | return 1; |
| 384 | } |
| 385 | |
| 386 | // output and input must be the same types |
| 387 | if (inputs[0]->matchRankTypeShape(*outputs[0])) |
| 388 | { |
| 389 | printNodeValidationError("Failure to match input and output rank/type/shape"); |
| 390 | return 1; |
| 391 | } |
| 392 | |
| 393 | in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| 394 | out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
| 395 | |
| 396 | ASSERT_MEM(in && out); |
| 397 | |
| 398 | if (attribute->axis() < 0 || attribute->axis() >= inputs[0]->getRank()) |
| 399 | { |
| 400 | printNodeValidationError("Reverse axis must between [0, input_rank - 1]"); |
| 401 | return 1; |
| 402 | } |
| 403 | |
| 404 | // transform list of axis into true or false list |
| 405 | // e.g. rank=4, axis=[1,2], reverse array would be [false, true, true, false] |
| 406 | for (int i = 0; i < Rank; i++) |
| 407 | { |
| 408 | reverse_array[i] = false; |
| 409 | } |
| 410 | reverse_array[attribute->axis()] = true; |
| 411 | |
| 412 | return 0; |
| 413 | } |
| 414 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 415 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 416 | int OpReverse<Rank, Dtype>::eval() |
| 417 | { |
| 418 | out->getTensor() = in->getTensor().reverse(reverse_array); |
| 419 | |
| 420 | return GraphNode::eval(); |
| 421 | } |
| 422 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 423 | template <int Rank, TOSA_REF_TYPE Dtype> |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 424 | OpSlice<Rank, Dtype>::OpSlice(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_) |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 425 | : GraphNode(sgt_, Op_SLICE, id_) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 426 | { |
TatWai Chong | 01f937a | 2024-01-24 22:57:07 -0800 | [diff] [blame] | 427 | setRequiredOperands(3, 1); |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 428 | setRequiredRank(1); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 429 | } |
| 430 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 431 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 432 | OpSlice<Rank, Dtype>::~OpSlice() |
TatWai Chong | 01f937a | 2024-01-24 22:57:07 -0800 | [diff] [blame] | 433 | {} |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 434 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 435 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 436 | int OpSlice<Rank, Dtype>::checkTensorAttributes() |
| 437 | { |
Jerry Ge | a793f46 | 2023-04-11 00:05:02 +0000 | [diff] [blame] | 438 | // Check Tosa Level |
| 439 | auto tosa_level = g_func_config.tosa_level; |
| 440 | LEVEL_CHECK(Rank <= tosa_level.MAX_RANK, "Rank should be smaller than or equal to MAX_RANK"); |
| 441 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 442 | if (validateRequiredOperands()) |
| 443 | return 1; |
| 444 | |
| 445 | if (validateRequiredRank(inputs[0]) || validateRequiredRank(outputs[0])) |
| 446 | { |
| 447 | return 1; |
| 448 | } |
| 449 | |
| 450 | // output and input must be the same types |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 451 | if (inputs[0]->matchRankType(*outputs[0])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 452 | { |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 453 | printNodeValidationError("Failure to match input and output rank or type"); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 454 | return 1; |
| 455 | } |
| 456 | |
TatWai Chong | 01f937a | 2024-01-24 22:57:07 -0800 | [diff] [blame] | 457 | in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
TatWai Chong | 97f1c0e | 2024-02-05 11:56:46 -0800 | [diff] [blame] | 458 | start = dynamic_cast<TosaReference::TensorTemplate<TSlicing>*>(inputs[1]); |
| 459 | size = dynamic_cast<TosaReference::TensorTemplate<TSlicing>*>(inputs[2]); |
TatWai Chong | 01f937a | 2024-01-24 22:57:07 -0800 | [diff] [blame] | 460 | out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 461 | |
TatWai Chong | 97f1c0e | 2024-02-05 11:56:46 -0800 | [diff] [blame] | 462 | ASSERT_MEM(in && out && start && size); |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 463 | |
TatWai Chong | 01f937a | 2024-01-24 22:57:07 -0800 | [diff] [blame] | 464 | return 0; |
| 465 | } |
| 466 | |
| 467 | template <int Rank, TOSA_REF_TYPE Dtype> |
| 468 | int OpSlice<Rank, Dtype>::eval() |
| 469 | { |
TatWai Chong | 97f1c0e | 2024-02-05 11:56:46 -0800 | [diff] [blame] | 470 | TSlicing start_tensor = start->getTensor(); |
| 471 | TSlicing size_tensor = size->getTensor(); |
| 472 | |
| 473 | // According to https://eigen.tuxfamily.org/dox/unsupported/eigen_tensors.html |
| 474 | // The type of size() is <Tensor-Type>::Index, but can always handily use it like an int. |
| 475 | // However, apply explicit cast to int32_t is preferred. |
| 476 | ERROR_IF(static_cast<int32_t>(start_tensor.size()) != in->getRank(), |
| 477 | "OpSlice: start array length needs to be rank(input)"); |
| 478 | ERROR_IF(static_cast<int32_t>(size_tensor.size()) != in->getRank(), |
| 479 | "OpSlice: size array length needs to be rank(input)"); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 480 | |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 481 | for (int32_t i = 0; i < in->getRank(); i++) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 482 | { |
TatWai Chong | 97f1c0e | 2024-02-05 11:56:46 -0800 | [diff] [blame] | 483 | int32_t b = start_tensor(i); |
| 484 | int32_t s = size_tensor(i); |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 485 | ERROR_IF(b < 0 || b >= in->getShape()[i], "OpSlice: start out of boundary"); |
| 486 | ERROR_IF((b + s) < 0 || (b + s) > in->getShape()[i], "OpSlice: (start+size) out of boundary"); |
| 487 | ERROR_IF(s <= 0, "OpSlice: output must be positive"); |
| 488 | ERROR_IF(s != out->getShape()[i], "OpSlice: size doesn't match output tensor dimension"); |
| 489 | begin_array[i] = b; |
| 490 | size_array[i] = s; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 491 | } |
| 492 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 493 | out->getTensor() = in->getTensor().slice(begin_array, size_array); |
| 494 | |
| 495 | return GraphNode::eval(); |
| 496 | } |
| 497 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 498 | template <int Rank, TOSA_REF_TYPE Dtype> |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 499 | OpTileBase<Rank, Dtype>::OpTileBase(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_) |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 500 | : GraphNode(sgt_, Op_TILE, id_) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 501 | { |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 502 | setRequiredOperands(2, 1); |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 503 | setRequiredRank(1); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 504 | } |
| 505 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 506 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 507 | OpTileBase<Rank, Dtype>::~OpTileBase() |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 508 | {} |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 509 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 510 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 511 | int OpTileBase<Rank, Dtype>::checkTensorAttributes() |
| 512 | { |
Jerry Ge | a793f46 | 2023-04-11 00:05:02 +0000 | [diff] [blame] | 513 | // Check Tosa Level |
| 514 | auto tosa_level = g_func_config.tosa_level; |
| 515 | LEVEL_CHECK(Rank <= tosa_level.MAX_RANK, "Rank should be smaller than or equal to MAX_RANK"); |
| 516 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 517 | if (validateRequiredOperands()) |
| 518 | return 1; |
| 519 | |
| 520 | if (validateRequiredRank(inputs[0]) || validateRequiredRank(outputs[0])) |
| 521 | { |
| 522 | return 1; |
| 523 | } |
| 524 | |
| 525 | // output and input must be the same ranks and types |
| 526 | if (inputs[0]->matchRankType(*outputs[0])) |
| 527 | { |
| 528 | printNodeValidationError("Failure to match input and output rank or type"); |
| 529 | return 1; |
| 530 | } |
| 531 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 532 | in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| 533 | multiples = dynamic_cast<TosaReference::TensorTemplate<TInMultiples>*>(inputs[1]); |
| 534 | out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 535 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 536 | ASSERT_MEM(in && multiples && out); |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 537 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 538 | if (multiples->getElementCount() != Rank) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 539 | { |
| 540 | printNodeValidationError("1D list 'multiples' must have size equal to input rank"); |
| 541 | return 1; |
| 542 | } |
| 543 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 544 | return 0; |
| 545 | } |
| 546 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 547 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 548 | int OpTile<Rank, Dtype>::eval() |
| 549 | { |
| 550 | // primary template shouldn't be called |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 551 | FATAL_ERROR("OpTile rank=%i, dtype=%s: not implemented yet", Rank, EnumNameTOSAREFTYPE(Dtype)); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 552 | } |
| 553 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 554 | template <TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 555 | int OpTile<1, Dtype>::eval() |
| 556 | { |
| 557 | for (int32_t od0 = 0; od0 < this->out->getShape()[0]; od0++) |
| 558 | { |
| 559 | int32_t id0 = od0 % this->in->getShape()[0]; |
| 560 | this->out->getTensor()(od0) = this->in->getTensor()(id0); |
| 561 | } |
| 562 | |
| 563 | return GraphNode::eval(); |
| 564 | } |
| 565 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 566 | template <TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 567 | int OpTile<2, Dtype>::eval() |
| 568 | { |
| 569 | for (int32_t od0 = 0; od0 < this->out->getShape()[0]; od0++) |
| 570 | { |
| 571 | int32_t id0 = od0 % this->in->getShape()[0]; |
| 572 | for (int32_t od1 = 0; od1 < this->out->getShape()[1]; od1++) |
| 573 | { |
| 574 | int32_t id1 = od1 % this->in->getShape()[1]; |
| 575 | this->out->getTensor()(od0, od1) = this->in->getTensor()(id0, id1); |
| 576 | } |
| 577 | } |
| 578 | |
| 579 | return GraphNode::eval(); |
| 580 | } |
| 581 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 582 | template <TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 583 | int OpTile<3, Dtype>::eval() |
| 584 | { |
| 585 | for (int32_t od0 = 0; od0 < this->out->getShape()[0]; od0++) |
| 586 | { |
| 587 | int32_t id0 = od0 % this->in->getShape()[0]; |
| 588 | for (int32_t od1 = 0; od1 < this->out->getShape()[1]; od1++) |
| 589 | { |
| 590 | int32_t id1 = od1 % this->in->getShape()[1]; |
| 591 | for (int32_t od2 = 0; od2 < this->out->getShape()[2]; od2++) |
| 592 | { |
| 593 | int32_t id2 = od2 % this->in->getShape()[2]; |
| 594 | this->out->getTensor()(od0, od1, od2) = this->in->getTensor()(id0, id1, id2); |
| 595 | } |
| 596 | } |
| 597 | } |
| 598 | |
| 599 | return GraphNode::eval(); |
| 600 | } |
| 601 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 602 | template <TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 603 | int OpTile<4, Dtype>::eval() |
| 604 | { |
| 605 | for (int32_t od0 = 0; od0 < this->out->getShape()[0]; od0++) |
| 606 | { |
| 607 | int32_t id0 = od0 % this->in->getShape()[0]; |
| 608 | for (int32_t od1 = 0; od1 < this->out->getShape()[1]; od1++) |
| 609 | { |
| 610 | int32_t id1 = od1 % this->in->getShape()[1]; |
| 611 | for (int32_t od2 = 0; od2 < this->out->getShape()[2]; od2++) |
| 612 | { |
| 613 | int32_t id2 = od2 % this->in->getShape()[2]; |
| 614 | for (int32_t od3 = 0; od3 < this->out->getShape()[3]; od3++) |
| 615 | { |
| 616 | int32_t id3 = od3 % this->in->getShape()[3]; |
| 617 | this->out->getTensor()(od0, od1, od2, od3) = this->in->getTensor()(id0, id1, id2, id3); |
| 618 | } |
| 619 | } |
| 620 | } |
| 621 | } |
| 622 | |
| 623 | return GraphNode::eval(); |
| 624 | } |
| 625 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 626 | template <TOSA_REF_TYPE Dtype> |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 627 | int OpTile<5, Dtype>::eval() |
| 628 | { |
| 629 | for (int32_t od0 = 0; od0 < this->out->getShape()[0]; od0++) |
| 630 | { |
| 631 | int32_t id0 = od0 % this->in->getShape()[0]; |
| 632 | for (int32_t od1 = 0; od1 < this->out->getShape()[1]; od1++) |
| 633 | { |
| 634 | int32_t id1 = od1 % this->in->getShape()[1]; |
| 635 | for (int32_t od2 = 0; od2 < this->out->getShape()[2]; od2++) |
| 636 | { |
| 637 | int32_t id2 = od2 % this->in->getShape()[2]; |
| 638 | for (int32_t od3 = 0; od3 < this->out->getShape()[3]; od3++) |
| 639 | { |
| 640 | int32_t id3 = od3 % this->in->getShape()[3]; |
| 641 | for (int32_t od4 = 0; od4 < this->out->getShape()[4]; od4++) |
| 642 | { |
| 643 | int32_t id4 = od4 % this->in->getShape()[4]; |
| 644 | this->out->getTensor()(od0, od1, od2, od3, od4) = |
| 645 | this->in->getTensor()(id0, id1, id2, id3, id4); |
| 646 | } |
| 647 | } |
| 648 | } |
| 649 | } |
| 650 | } |
| 651 | |
| 652 | return GraphNode::eval(); |
| 653 | } |
| 654 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 655 | template <TOSA_REF_TYPE Dtype> |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 656 | int OpTile<6, Dtype>::eval() |
| 657 | { |
| 658 | for (int32_t od0 = 0; od0 < this->out->getShape()[0]; od0++) |
| 659 | { |
| 660 | int32_t id0 = od0 % this->in->getShape()[0]; |
| 661 | for (int32_t od1 = 0; od1 < this->out->getShape()[1]; od1++) |
| 662 | { |
| 663 | int32_t id1 = od1 % this->in->getShape()[1]; |
| 664 | for (int32_t od2 = 0; od2 < this->out->getShape()[2]; od2++) |
| 665 | { |
| 666 | int32_t id2 = od2 % this->in->getShape()[2]; |
| 667 | for (int32_t od3 = 0; od3 < this->out->getShape()[3]; od3++) |
| 668 | { |
| 669 | int32_t id3 = od3 % this->in->getShape()[3]; |
| 670 | for (int32_t od4 = 0; od4 < this->out->getShape()[4]; od4++) |
| 671 | { |
| 672 | int32_t id4 = od4 % this->in->getShape()[4]; |
| 673 | for (int32_t od5 = 0; od5 < this->out->getShape()[5]; od5++) |
| 674 | { |
| 675 | int32_t id5 = od5 % this->in->getShape()[5]; |
| 676 | this->out->getTensor()(od0, od1, od2, od3, od4, od5) = |
| 677 | this->in->getTensor()(id0, id1, id2, id3, id4, id5); |
| 678 | } |
| 679 | } |
| 680 | } |
| 681 | } |
| 682 | } |
| 683 | } |
| 684 | |
| 685 | return GraphNode::eval(); |
| 686 | } |
| 687 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 688 | template <int Rank, TOSA_REF_TYPE Dtype> |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 689 | OpTranspose<Rank, Dtype>::OpTranspose(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_) |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 690 | : GraphNode(sgt_, Op_TRANSPOSE, id_) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 691 | { |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 692 | setRequiredOperands(1, 1); |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 693 | setRequiredRank(1); |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 694 | |
| 695 | INIT_ATTRIBUTE(Transpose); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 696 | } |
| 697 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 698 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 699 | OpTranspose<Rank, Dtype>::~OpTranspose() |
Jerry Ge | a682749 | 2022-11-16 10:41:55 -0800 | [diff] [blame] | 700 | { |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 701 | if (attribute) |
| 702 | delete attribute; |
Jerry Ge | a682749 | 2022-11-16 10:41:55 -0800 | [diff] [blame] | 703 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 704 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 705 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 706 | int OpTranspose<Rank, Dtype>::checkTensorAttributes() |
| 707 | { |
Jerry Ge | a793f46 | 2023-04-11 00:05:02 +0000 | [diff] [blame] | 708 | // Check Tosa Level |
| 709 | auto tosa_level = g_func_config.tosa_level; |
| 710 | LEVEL_CHECK(Rank <= tosa_level.MAX_RANK, "Rank should be smaller than or equal to MAX_RANK"); |
| 711 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 712 | if (validateRequiredOperands()) |
| 713 | return 1; |
| 714 | |
| 715 | if (validateRequiredRank(inputs[0]) || validateRequiredRank(outputs[0])) |
| 716 | { |
| 717 | return 1; |
| 718 | } |
| 719 | |
| 720 | // output and input must be the same types |
| 721 | if (inputs[0]->matchRankType(*outputs[0])) |
| 722 | { |
| 723 | printNodeValidationError("Failure to match input and output rank and type"); |
| 724 | return 1; |
| 725 | } |
| 726 | |
| 727 | if (inputs[0]->getElementCount() != outputs[0]->getElementCount()) |
| 728 | { |
| 729 | printNodeValidationError("Failure to match input and output total element count"); |
| 730 | return 1; |
| 731 | } |
| 732 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 733 | in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| 734 | out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
| 735 | |
| 736 | ASSERT_MEM(in && out); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 737 | |
TatWai Chong | 86c403b | 2022-06-06 20:46:01 -0700 | [diff] [blame] | 738 | ERROR_IF(attribute->perms().size() != Rank, "OpTranspose: perms array size needs to match rank(input)"); |
Kevin Cheng | f3e016f | 2021-11-02 01:15:50 +0000 | [diff] [blame] | 739 | |
| 740 | std::array<bool, Rank> index_used; |
| 741 | index_used.fill(false); |
| 742 | for (int32_t d = 0; d < Rank; d++) |
| 743 | { |
TatWai Chong | 86c403b | 2022-06-06 20:46:01 -0700 | [diff] [blame] | 744 | int32_t index = attribute->perms()[d]; |
Kevin Cheng | f3e016f | 2021-11-02 01:15:50 +0000 | [diff] [blame] | 745 | ERROR_IF(index < 0 or index >= Rank, "OpTranspose: index out of boundary"); |
| 746 | ERROR_IF(index_used[index], "OpTranspose: index duplicated in perm attribute"); |
| 747 | index_used[index] = true; |
| 748 | ERROR_IF(in->getShape()[index] != out->getShape()[d], "OpTranspose: input output shape mismatch"); |
| 749 | perm_array[d] = index; |
| 750 | } |
| 751 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 752 | return 0; |
| 753 | } |
| 754 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 755 | template <int Rank, TOSA_REF_TYPE Dtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 756 | int OpTranspose<Rank, Dtype>::eval() |
| 757 | { |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 758 | out->getTensor() = in->getTensor().shuffle(perm_array); |
| 759 | |
| 760 | return GraphNode::eval(); |
| 761 | } |
| 762 | |
| 763 | // template explicit instantiation |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 764 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, FP16) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 765 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, BF16) |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 766 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, FP32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 767 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, INT8) |
| 768 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, INT16) |
| 769 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, INT32) |
| 770 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, BOOL) |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 771 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, FP64) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 772 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, FP8E4M3); |
| 773 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpConcat, FP8E5M2); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 774 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 775 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, FP16); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 776 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, BF16); |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 777 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, FP32); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 778 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, INT8); |
| 779 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, INT16); |
| 780 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, INT32); |
| 781 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, BOOL); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 782 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, FP64); |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 783 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, FP8E4M3); |
| 784 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, FP8E5M2); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 785 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 786 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, FP16); |
| 787 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, BF16); |
| 788 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, FP32); |
| 789 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, INT8); |
| 790 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, INT16); |
| 791 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, INT32); |
| 792 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, BOOL); |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 793 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, FP8E4M3); |
| 794 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, FP8E5M2); |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 795 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 796 | DEF_INSTANTIATE_RESHAPE(OpReshape, FP16); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 797 | DEF_INSTANTIATE_RESHAPE(OpReshape, BF16); |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 798 | DEF_INSTANTIATE_RESHAPE(OpReshape, FP32); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 799 | DEF_INSTANTIATE_RESHAPE(OpReshape, INT8); |
| 800 | DEF_INSTANTIATE_RESHAPE(OpReshape, INT16); |
| 801 | DEF_INSTANTIATE_RESHAPE(OpReshape, INT32); |
| 802 | DEF_INSTANTIATE_RESHAPE(OpReshape, BOOL); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 803 | DEF_INSTANTIATE_RESHAPE(OpReshape, FP64); |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 804 | DEF_INSTANTIATE_RESHAPE(OpReshape, FP8E4M3); |
| 805 | DEF_INSTANTIATE_RESHAPE(OpReshape, FP8E5M2); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 806 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 807 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, FP16); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 808 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, BF16); |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 809 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, FP32); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 810 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, INT8); |
| 811 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, INT16); |
| 812 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, INT32); |
| 813 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, BOOL); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 814 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, FP64); |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 815 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, FP8E4M3); |
| 816 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpReverse, FP8E5M2); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 817 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 818 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpSlice, FP16); |
| 819 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpSlice, BF16); |
| 820 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpSlice, FP32); |
| 821 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpSlice, INT8); |
| 822 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpSlice, INT16); |
| 823 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpSlice, INT32); |
| 824 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpSlice, BOOL); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 825 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpSlice, FP64); |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 826 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpSlice, FP8E4M3); |
| 827 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpSlice, FP8E5M2); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 828 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 829 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTileBase, FP16); |
| 830 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTileBase, BF16); |
| 831 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTileBase, FP32); |
| 832 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTileBase, INT8); |
| 833 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTileBase, INT16); |
| 834 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTileBase, INT32); |
| 835 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTileBase, BOOL); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 836 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTileBase, FP64); |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 837 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTileBase, FP8E4M3); |
| 838 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTileBase, FP8E5M2); |
Jared Smolens | 98c281f | 2022-12-20 15:09:25 -0800 | [diff] [blame] | 839 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 840 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTile, FP16); |
| 841 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTile, BF16); |
| 842 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTile, FP32); |
| 843 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTile, INT8); |
| 844 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTile, INT16); |
| 845 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTile, INT32); |
| 846 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTile, BOOL); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 847 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTile, FP64); |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 848 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTile, FP8E4M3); |
| 849 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTile, FP8E5M2); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 850 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 851 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTranspose, FP16); |
| 852 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTranspose, BF16); |
| 853 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTranspose, FP32); |
| 854 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTranspose, INT8); |
| 855 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTranspose, INT16); |
| 856 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTranspose, INT32); |
| 857 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTranspose, BOOL); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 858 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTranspose, FP64); |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 859 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTranspose, FP8E4M3); |
| 860 | DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpTranspose, FP8E5M2); |