Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1 | |
Jerry Ge | d6a0461 | 2023-12-15 22:45:39 +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 "type_conversion.h" |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 17 | #include "arith_util.h" |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 18 | #include "float_utils.h" |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 19 | #include "half.hpp" |
| 20 | #include "quant_util.h" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 21 | #include "template_types.h" |
| 22 | #include <cmath> |
| 23 | |
| 24 | using namespace TosaReference; |
| 25 | using namespace Eigen; |
| 26 | using namespace tosa; |
| 27 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 28 | using fp16 = tosa::reference::internal::float_t<int16_t, 5, true, true, true>; |
| 29 | using bf16 = tosa::reference::internal::float_t<int16_t, 8, true, true, true>; |
| 30 | using fp32 = tosa::reference::internal::float_t<int32_t, 8, true, true, true>; |
| 31 | using fp8e4m3 = tosa::reference::internal::float_t<int8_t, 4, true, true, false>; |
| 32 | using fp8e5m2 = tosa::reference::internal::float_t<int8_t, 5, true, true, true>; |
| 33 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 34 | template <int Rank, TOSA_REF_TYPE InDtype, TOSA_REF_TYPE OutDtype> |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 35 | OpRescale<Rank, InDtype, OutDtype>::OpRescale(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_) |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 36 | : GraphNode(sgt_, Op_RESCALE, id_) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 37 | { |
| 38 | setRequiredOperands(1, 1); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 39 | INIT_ATTRIBUTE(Rescale); |
| 40 | } |
| 41 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 42 | template <int Rank, TOSA_REF_TYPE InDtype, TOSA_REF_TYPE OutDtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 43 | OpRescale<Rank, InDtype, OutDtype>::~OpRescale() |
| 44 | { |
| 45 | if (attribute) |
| 46 | delete attribute; |
| 47 | } |
| 48 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 49 | template <int Rank, TOSA_REF_TYPE InDtype, TOSA_REF_TYPE OutDtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 50 | int OpRescale<Rank, InDtype, OutDtype>::checkTensorAttributes() |
| 51 | { |
Jerry Ge | a793f46 | 2023-04-11 00:05:02 +0000 | [diff] [blame] | 52 | // Check Tosa Level |
| 53 | auto tosa_level = g_func_config.tosa_level; |
| 54 | LEVEL_CHECK(Rank <= tosa_level.MAX_RANK, "Rank should be smaller than or equal to MAX_RANK"); |
| 55 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 56 | if (validateRequiredOperands()) |
| 57 | return 1; |
| 58 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 59 | // output and input must be the same rank and size |
| 60 | if (inputs[0]->matchRankSize(*outputs[0])) |
| 61 | { |
| 62 | printNodeValidationError("OpRescale: input and output rank/size must match"); |
| 63 | return 1; |
| 64 | } |
| 65 | |
| 66 | in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| 67 | out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
| 68 | |
| 69 | ASSERT_MEM(in && out); |
| 70 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 71 | if ((InDtype != TOSA_REF_TYPE_INT8) && (InDtype != TOSA_REF_TYPE_UINT8) && (InDtype != TOSA_REF_TYPE_UINT16) && |
| 72 | (attribute->input_zp() != 0)) |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 73 | { |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 74 | printNodeValidationError("OpRescale: Input TOSA_REF_TYPE not INT8/UINT8/UINT16 and zero point not 0"); |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 75 | return 1; |
| 76 | } |
| 77 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 78 | if ((OutDtype != TOSA_REF_TYPE_INT8) && (OutDtype != TOSA_REF_TYPE_UINT8) && (OutDtype != TOSA_REF_TYPE_UINT16) && |
| 79 | (attribute->output_zp() != 0)) |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 80 | { |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 81 | printNodeValidationError("OpRescale: Output TOSA_REF_TYPE not INT8/UINT8/UINT16 and zero point not 0"); |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 82 | return 1; |
| 83 | } |
| 84 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 85 | if ((InDtype == TOSA_REF_TYPE_UINT16) && ((attribute->input_zp() != 0) && (attribute->input_zp() != 32768))) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 86 | { |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 87 | printNodeValidationError("OpRescale: Input TOSA_REF_TYPE UINT16 and zero point not 0 or 32768"); |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 88 | return 1; |
| 89 | } |
| 90 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 91 | if ((OutDtype == TOSA_REF_TYPE_UINT16) && ((attribute->output_zp() != 0) && (attribute->output_zp() != 32768))) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 92 | { |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 93 | printNodeValidationError("OpRescale: Output TOSA_REF_TYPE UINT16 and zero point not 0 or 32768"); |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 94 | return 1; |
| 95 | } |
| 96 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 97 | if (attribute->scale32() && (InDtype == TOSA_REF_TYPE_INT48)) |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 98 | { |
| 99 | printNodeValidationError("OpRescale: Scale set to true but input type is INT48"); |
| 100 | return 1; |
| 101 | } |
| 102 | |
| 103 | if ((!attribute->scale32()) && attribute->double_round()) |
| 104 | { |
| 105 | printNodeValidationError("OpRescale: Scale set to false but double round set to true"); |
| 106 | return 1; |
| 107 | } |
| 108 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 109 | return 0; |
| 110 | } |
| 111 | |
Eric Kunze | a8098c0 | 2023-09-07 00:31:54 +0000 | [diff] [blame] | 112 | // helpers to convert types |
| 113 | static int64_t zero_extend(int8_t val) |
| 114 | { |
| 115 | uint8_t* rval = reinterpret_cast<uint8_t*>(&val); |
| 116 | return static_cast<int64_t>(*rval); |
| 117 | } |
| 118 | static int64_t zero_extend(int16_t val) |
| 119 | { |
| 120 | uint16_t* rval = reinterpret_cast<uint16_t*>(&val); |
| 121 | return static_cast<int64_t>(*rval); |
| 122 | } |
| 123 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 124 | template <int Rank, TOSA_REF_TYPE InDtype, TOSA_REF_TYPE OutDtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 125 | int OpRescale<Rank, InDtype, OutDtype>::eval() |
| 126 | { |
| 127 | int32_t input_zp = attribute->input_zp(); |
| 128 | int32_t output_zp = attribute->output_zp(); |
| 129 | std::vector<int32_t> multiplier = attribute->multiplier(); |
| 130 | std::vector<int32_t> shift = attribute->shift(); |
Kevin Cheng | 0f87c95 | 2021-03-18 17:41:39 -0700 | [diff] [blame] | 131 | bool scale32 = attribute->scale32(); |
| 132 | bool double_round = attribute->double_round(); |
| 133 | bool per_channel = attribute->per_channel(); |
Eric Kunze | a8098c0 | 2023-09-07 00:31:54 +0000 | [diff] [blame] | 134 | bool input_unsigned = attribute->input_unsigned(); |
| 135 | bool output_unsigned = attribute->output_unsigned(); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 136 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 137 | // reshape [d0, d1, ..., dn] into [d0 * d1 ..., dn] |
| 138 | Eigen::array<Eigen::Index, 2> shape_2d; |
| 139 | shape_2d[0] = 1; |
| 140 | if (Rank > 0) |
| 141 | { |
| 142 | for (int i = 0; i < Rank - 1; i++) |
| 143 | { |
| 144 | shape_2d[0] *= this->in->getShape()[i]; |
| 145 | } |
| 146 | shape_2d[1] = this->in->getShape()[Rank - 1]; |
| 147 | } |
| 148 | else |
| 149 | { |
| 150 | shape_2d[1] = 1; |
| 151 | } |
| 152 | ETensor2<InEigenType> input_reshaped = this->in->getTensor().reshape(shape_2d); |
| 153 | |
| 154 | ETensor2<OutEigenType> output_2d(shape_2d); |
| 155 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 156 | if (per_channel) |
| 157 | { |
| 158 | ETensor2<InEigenType> curr_channel_slice_prescaled; |
| 159 | ETensor2<OutEigenType> curr_channel_slice_postscaled; |
| 160 | int32_t channel_multiplier, channel_shift; |
| 161 | Eigen::array<Eigen::Index, 2> begin, size; |
| 162 | size = Eigen::array<Eigen::Index, 2>({ shape_2d[0], 1 }); |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 163 | try |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 164 | { |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 165 | for (int32_t i = 0; i < shape_2d[1]; i++) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 166 | { |
Eric Kunze | a8098c0 | 2023-09-07 00:31:54 +0000 | [diff] [blame] | 167 | begin = Eigen::array<Eigen::Index, 2>({ 0, i }); |
| 168 | curr_channel_slice_prescaled = input_reshaped.slice(begin, size); |
| 169 | channel_multiplier = multiplier[i]; |
| 170 | channel_shift = shift[i]; |
| 171 | curr_channel_slice_postscaled = curr_channel_slice_prescaled.unaryExpr( |
| 172 | [input_zp, output_zp, channel_multiplier, channel_shift, double_round, scale32, input_unsigned, |
| 173 | output_unsigned](InEigenType in_val) -> OutEigenType { |
| 174 | int64_t input_zp_shifted; |
| 175 | if (input_unsigned) |
| 176 | { |
| 177 | int64_t in_val64; |
| 178 | int64_t in_zp64; |
| 179 | switch (GetNumBits<InDtype>::value) |
| 180 | { |
| 181 | case 8: |
| 182 | in_val64 = zero_extend(static_cast<int8_t>(in_val)); |
| 183 | in_zp64 = zero_extend(static_cast<int8_t>(input_zp)); |
| 184 | break; |
| 185 | case 16: |
| 186 | in_val64 = zero_extend(static_cast<int16_t>(in_val)); |
| 187 | in_zp64 = zero_extend(static_cast<int16_t>(input_zp)); |
| 188 | break; |
| 189 | default: |
| 190 | in_val64 = static_cast<int64_t>(in_val); |
| 191 | in_zp64 = static_cast<int64_t>(input_zp); |
| 192 | break; |
| 193 | } |
| 194 | input_zp_shifted = in_val64 - in_zp64; |
| 195 | } |
| 196 | else |
| 197 | { |
| 198 | input_zp_shifted = in_val - input_zp; |
| 199 | } |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 200 | int32_t scaled; |
| 201 | if (scale32) |
Eric Kunze | a8098c0 | 2023-09-07 00:31:54 +0000 | [diff] [blame] | 202 | scaled = TosaReference::QuantUtil::apply_scale_32(static_cast<int32_t>(input_zp_shifted), |
| 203 | channel_multiplier, channel_shift, |
| 204 | double_round); |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 205 | else |
| 206 | scaled = TosaReference::QuantUtil::apply_scale_16(input_zp_shifted, channel_multiplier, |
| 207 | channel_shift); |
Eric Kunze | a8098c0 | 2023-09-07 00:31:54 +0000 | [diff] [blame] | 208 | int64_t output_zp_extended; |
| 209 | if (output_unsigned) |
| 210 | { |
| 211 | switch (GetNumBits<OutDtype>::value) |
| 212 | { |
| 213 | case 8: |
| 214 | output_zp_extended = zero_extend(static_cast<int8_t>(output_zp)); |
| 215 | break; |
| 216 | case 16: |
| 217 | output_zp_extended = zero_extend(static_cast<int16_t>(output_zp)); |
| 218 | break; |
| 219 | default: |
| 220 | output_zp_extended = static_cast<int64_t>(output_zp); |
| 221 | break; |
| 222 | } |
| 223 | } |
| 224 | else |
| 225 | { |
| 226 | output_zp_extended = static_cast<int64_t>(output_zp); |
| 227 | } |
| 228 | int64_t res_in_64 = static_cast<int64_t>(scaled) + output_zp_extended; |
Jeremy Johnson | df628d4 | 2023-01-10 14:40:54 +0000 | [diff] [blame] | 229 | int64_t i32_max_in_64 = static_cast<int64_t>(std::numeric_limits<int32_t>::max()); |
| 230 | int64_t i32_min_in_64 = static_cast<int64_t>(std::numeric_limits<int32_t>::min()); |
| 231 | if (res_in_64 > i32_max_in_64 || res_in_64 < i32_min_in_64) |
| 232 | { |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 233 | std::string desc = "scaling result [" + std::to_string(scaled) + "] plus output_zp [" + |
| 234 | std::to_string(output_zp) + "] not in i32 range"; |
Jeremy Johnson | df628d4 | 2023-01-10 14:40:54 +0000 | [diff] [blame] | 235 | throw desc; |
| 236 | } |
| 237 | OutEigenType out_val = static_cast<OutEigenType>(res_in_64); |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 238 | out_val = std::max<OutEigenType>(out_val, QMin); |
| 239 | out_val = std::min<OutEigenType>(out_val, QMax); |
| 240 | return out_val; |
| 241 | }); |
| 242 | |
| 243 | for (int32_t j = 0; j < shape_2d[0]; j++) |
| 244 | { |
| 245 | output_2d(j, i) = curr_channel_slice_postscaled(j, 0); |
| 246 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 247 | } |
| 248 | } |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 249 | catch (std::string desc) |
| 250 | { |
Jeremy Johnson | df628d4 | 2023-01-10 14:40:54 +0000 | [diff] [blame] | 251 | REQUIRE(false, "OpRescale failure: %s.", desc.c_str()); |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 252 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 253 | } |
| 254 | else |
| 255 | { |
| 256 | int32_t tensor_multiplier = multiplier[0]; |
| 257 | int32_t tensor_shift = shift[0]; |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 258 | try |
| 259 | { |
Eric Kunze | a8098c0 | 2023-09-07 00:31:54 +0000 | [diff] [blame] | 260 | output_2d = |
| 261 | input_reshaped.unaryExpr([input_zp, output_zp, tensor_multiplier, tensor_shift, double_round, scale32, |
| 262 | input_unsigned, output_unsigned](InEigenType in_val) -> OutEigenType { |
| 263 | int64_t input_zp_shifted; |
| 264 | if (input_unsigned) |
| 265 | { |
| 266 | int64_t in_val64; |
| 267 | int64_t in_zp64; |
| 268 | switch (GetNumBits<InDtype>::value) |
| 269 | { |
| 270 | case 8: |
| 271 | in_val64 = zero_extend(static_cast<int8_t>(in_val)); |
| 272 | in_zp64 = zero_extend(static_cast<int8_t>(input_zp)); |
| 273 | break; |
| 274 | case 16: |
| 275 | in_val64 = zero_extend(static_cast<int16_t>(in_val)); |
| 276 | in_zp64 = zero_extend(static_cast<int16_t>(input_zp)); |
| 277 | break; |
| 278 | default: |
| 279 | in_val64 = static_cast<int64_t>(in_val); |
| 280 | in_zp64 = static_cast<int64_t>(input_zp); |
| 281 | break; |
| 282 | } |
| 283 | input_zp_shifted = in_val64 - in_zp64; |
| 284 | } |
| 285 | else |
| 286 | { |
| 287 | input_zp_shifted = in_val - input_zp; |
| 288 | } |
| 289 | int32_t scaled; |
| 290 | if (scale32) |
| 291 | scaled = TosaReference::QuantUtil::apply_scale_32(input_zp_shifted, tensor_multiplier, |
| 292 | tensor_shift, double_round); |
| 293 | else |
| 294 | scaled = |
| 295 | TosaReference::QuantUtil::apply_scale_16(input_zp_shifted, tensor_multiplier, tensor_shift); |
Jeremy Johnson | df628d4 | 2023-01-10 14:40:54 +0000 | [diff] [blame] | 296 | |
Eric Kunze | a8098c0 | 2023-09-07 00:31:54 +0000 | [diff] [blame] | 297 | int64_t output_zp_extended; |
| 298 | if (output_unsigned) |
| 299 | { |
| 300 | switch (GetNumBits<OutDtype>::value) |
| 301 | { |
| 302 | case 8: |
| 303 | output_zp_extended = zero_extend(static_cast<int8_t>(output_zp)); |
| 304 | break; |
| 305 | case 16: |
| 306 | output_zp_extended = zero_extend(static_cast<int16_t>(output_zp)); |
| 307 | break; |
| 308 | default: |
| 309 | output_zp_extended = static_cast<int64_t>(output_zp); |
| 310 | break; |
| 311 | } |
| 312 | } |
| 313 | else |
| 314 | { |
| 315 | output_zp_extended = static_cast<int64_t>(output_zp); |
| 316 | } |
| 317 | int64_t res_in_64 = static_cast<int64_t>(scaled) + output_zp_extended; |
| 318 | int64_t i32_max_in_64 = static_cast<int64_t>(std::numeric_limits<int32_t>::max()); |
| 319 | int64_t i32_min_in_64 = static_cast<int64_t>(std::numeric_limits<int32_t>::min()); |
| 320 | if (res_in_64 > i32_max_in_64 || res_in_64 < i32_min_in_64) |
| 321 | { |
| 322 | std::string desc = "scaling result [" + std::to_string(scaled) + "] plus output_zp [" + |
| 323 | std::to_string(output_zp) + "] not in i32 range"; |
| 324 | throw desc; |
| 325 | } |
| 326 | |
| 327 | OutEigenType out_val = static_cast<OutEigenType>(res_in_64); |
| 328 | out_val = std::max<OutEigenType>(out_val, QMin); |
| 329 | out_val = std::min<OutEigenType>(out_val, QMax); |
| 330 | return out_val; |
| 331 | }); |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 332 | } |
| 333 | catch (std::string desc) |
| 334 | { |
Jeremy Johnson | df628d4 | 2023-01-10 14:40:54 +0000 | [diff] [blame] | 335 | REQUIRE(false, "OpRescale failure: %s.", desc.c_str()); |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 336 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 337 | } |
| 338 | |
| 339 | // reshape [d0 * d1 ..., dn] back to [d0, d1, ..., dn] |
| 340 | Eigen::array<Eigen::Index, Rank> output_shape; |
| 341 | for (int i = 0; i < Rank; i++) |
| 342 | { |
| 343 | output_shape[i] = this->out->getShape()[i]; |
| 344 | } |
| 345 | this->out->getTensor() = output_2d.reshape(output_shape); |
| 346 | |
| 347 | return GraphNode::eval(); |
| 348 | } |
| 349 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 350 | template <int Rank, TOSA_REF_TYPE InDtype, TOSA_REF_TYPE OutDtype> |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 351 | OpCast<Rank, InDtype, OutDtype>::OpCast(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_) |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 352 | : GraphNode(sgt_, Op_CAST, id_) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 353 | { |
| 354 | setRequiredOperands(1, 1); |
| 355 | setRequiredRank(0, 6); |
| 356 | } |
| 357 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 358 | template <int Rank, TOSA_REF_TYPE InDtype, TOSA_REF_TYPE OutDtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 359 | OpCast<Rank, InDtype, OutDtype>::~OpCast() |
| 360 | {} |
| 361 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 362 | template <int Rank, TOSA_REF_TYPE InDtype, TOSA_REF_TYPE OutDtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 363 | int OpCast<Rank, InDtype, OutDtype>::checkTensorAttributes() |
| 364 | { |
Jerry Ge | a793f46 | 2023-04-11 00:05:02 +0000 | [diff] [blame] | 365 | // Check Tosa Level |
| 366 | auto tosa_level = g_func_config.tosa_level; |
| 367 | LEVEL_CHECK(Rank <= tosa_level.MAX_RANK, "Rank should be smaller than or equal to MAX_RANK"); |
| 368 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 369 | if (validateRequiredOperands()) |
| 370 | return 1; |
| 371 | |
| 372 | if (validateRequiredRank(inputs[0]) || validateRequiredRank(outputs[0])) |
| 373 | { |
| 374 | return 1; |
| 375 | } |
| 376 | |
| 377 | // output and input must be the same rank and size |
| 378 | if (inputs[0]->matchRankSize(*outputs[0])) |
| 379 | { |
| 380 | printNodeValidationError("OpCast: input and output rank/size must match"); |
| 381 | return 1; |
| 382 | } |
| 383 | |
| 384 | in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| 385 | out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
| 386 | |
| 387 | ASSERT_MEM(in && out); |
| 388 | |
| 389 | return 0; |
| 390 | } |
| 391 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 392 | template <int Rank, TOSA_REF_TYPE InDtype, TOSA_REF_TYPE OutDtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 393 | int OpCast<Rank, InDtype, OutDtype>::eval() |
| 394 | { |
| 395 | this->out->getTensor() = this->in->getTensor().unaryExpr(cast_helper.get_fcn()); |
| 396 | |
| 397 | return GraphNode::eval(); |
| 398 | } |
| 399 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 400 | template <TOSA_REF_TYPE InDtype, TOSA_REF_TYPE OutDtype> |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 401 | CastHelper<InDtype, OutDtype>::CastHelper() |
| 402 | { |
| 403 | fcn = [](InEigenType in) -> OutEigenType { |
| 404 | OutEigenType out = (OutEigenType)in; // implicit sign_extend() if sizeof(out_t) >= sizeof(in_t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 405 | return out; |
| 406 | }; |
| 407 | } |
| 408 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 409 | template <TOSA_REF_TYPE InDtype> |
| 410 | CastHelper<InDtype, TOSA_REF_TYPE_BOOL>::CastHelper() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 411 | { |
| 412 | fcn = [](InEigenType in) -> bool { return (in != 0) ? true : false; }; |
| 413 | } |
| 414 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 415 | template <TOSA_REF_TYPE OutDtype> |
| 416 | CastHelper<TOSA_REF_TYPE_BOOL, OutDtype>::CastHelper() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 417 | { |
| 418 | fcn = [](bool in) -> OutEigenType { |
| 419 | OutEigenType out = in ? (OutEigenType)1 : (OutEigenType)0; |
| 420 | return out; |
| 421 | }; |
| 422 | } |
| 423 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 424 | template <TOSA_REF_TYPE InDtype> |
| 425 | CastHelper<InDtype, TOSA_REF_TYPE_FP16>::CastHelper() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 426 | { |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 427 | // Integer data converted to fp16 (stored as fp32) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 428 | fcn = [](InEigenType in) -> float { |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 429 | half_float::half h = half_float::half(in); |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 430 | float out = half_float::half_cast<float, half_float::half>(h); |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 431 | return out; |
| 432 | }; |
| 433 | } |
| 434 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 435 | CastHelper<TOSA_REF_TYPE_FP32, TOSA_REF_TYPE_FP16>::CastHelper() |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 436 | { |
| 437 | // fp32 data converted to fp16 (stored as fp32) |
| 438 | fcn = [](float in) -> float { |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 439 | float out = fpTrunc<TOSA_REF_TYPE_FP16>(in); // truncate required for conversion from higher precision |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 440 | return out; |
| 441 | }; |
| 442 | } |
| 443 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 444 | template <TOSA_REF_TYPE InDtype> |
| 445 | CastHelper<InDtype, TOSA_REF_TYPE_BF16>::CastHelper() |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 446 | { |
| 447 | // Integer data converted to bf16 (stored as fp32) |
| 448 | fcn = [](InEigenType in) -> float { |
| 449 | float out = (float)in; // default cast to float is round_to_nearest_float() |
| 450 | return out; |
| 451 | }; |
| 452 | } |
| 453 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 454 | CastHelper<TOSA_REF_TYPE_FP32, TOSA_REF_TYPE_BF16>::CastHelper() |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 455 | { |
| 456 | // fp32 data converted to bf16 (stored as fp32) |
| 457 | fcn = [](float in) -> float { |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 458 | return fpTrunc<TOSA_REF_TYPE_BF16>(in); // truncate required for conversions from higher precision |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 459 | }; |
| 460 | } |
| 461 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 462 | template <TOSA_REF_TYPE OutDtype> |
| 463 | CastHelper<TOSA_REF_TYPE_FP16, OutDtype>::CastHelper() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 464 | { |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 465 | // fp16 data (stored as fp32) converted to integer |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 466 | fcn = [](float in) -> OutEigenType { |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 467 | // Cast from float representation back to half_float before rounding |
| 468 | half_float::half h = half_float::half(in); |
Jerry Ge | d6a0461 | 2023-12-15 22:45:39 +0000 | [diff] [blame] | 469 | if (h >= half_float::half(float(OutMax))) |
| 470 | return OutMax; |
| 471 | |
| 472 | if (h <= half_float::half(float(OutMin))) |
| 473 | return OutMin; |
| 474 | |
| 475 | h = std::rint(h); |
| 476 | OutEigenType out = half_float::half_cast<OutEigenType, half_float::half>(h); |
| 477 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 478 | return out; |
| 479 | }; |
| 480 | } |
| 481 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 482 | CastHelper<TOSA_REF_TYPE_FP16, TOSA_REF_TYPE_FP32>::CastHelper() |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 483 | { |
| 484 | // No-op since fp16 values treated internally as their fp32 representation |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 485 | fcn = [](float in) -> OutEigenType { return in; }; |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 486 | } |
| 487 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 488 | template <TOSA_REF_TYPE OutDtype> |
| 489 | CastHelper<TOSA_REF_TYPE_BF16, OutDtype>::CastHelper() |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 490 | { |
| 491 | // bf16 data (stored as fp32) converted to integer |
| 492 | fcn = [](float in) -> OutEigenType { |
Jerry Ge | d6a0461 | 2023-12-15 22:45:39 +0000 | [diff] [blame] | 493 | if (in >= float(OutMax)) |
| 494 | return OutMax; |
| 495 | |
| 496 | if (in <= float(OutMin)) |
| 497 | return OutMin; |
| 498 | |
| 499 | OutEigenType out = std::rint(in); |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 500 | return out; |
| 501 | }; |
| 502 | } |
| 503 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 504 | CastHelper<TOSA_REF_TYPE_BF16, TOSA_REF_TYPE_FP32>::CastHelper() |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 505 | { |
| 506 | // No-op since bf16 values treated as truncated fp32 internally |
Jerry Ge | 9c9c8da | 2023-07-19 23:08:16 +0000 | [diff] [blame] | 507 | fcn = [](InEigenType in) -> OutEigenType { return in; }; |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 508 | } |
| 509 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 510 | template <TOSA_REF_TYPE InDtype> |
| 511 | CastHelper<InDtype, TOSA_REF_TYPE_FP32>::CastHelper() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 512 | { |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 513 | // Integer data converted to fp32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 514 | fcn = [](InEigenType in) -> float { |
| 515 | float out = (OutEigenType)in; // default cast to float is round_to_nearest_float() |
| 516 | return out; |
| 517 | }; |
| 518 | } |
| 519 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 520 | template <TOSA_REF_TYPE OutDtype> |
| 521 | CastHelper<TOSA_REF_TYPE_FP32, OutDtype>::CastHelper() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 522 | { |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 523 | // fp32 data converted to integer |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 524 | fcn = [](float in) -> OutEigenType { |
Jerry Ge | 44827be | 2023-12-15 00:05:37 +0000 | [diff] [blame] | 525 | if (in >= float(OutMax)) |
| 526 | return OutMax; |
| 527 | |
| 528 | if (in <= float(OutMin)) |
| 529 | return OutMin; |
| 530 | |
Eric Kunze | 57bc079 | 2023-01-25 10:05:51 -0800 | [diff] [blame] | 531 | OutEigenType out = std::rint(in); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 532 | return out; |
| 533 | }; |
| 534 | } |
| 535 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 536 | template <TOSA_REF_TYPE OutDtype> |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 537 | CastHelper<TOSA_REF_TYPE_FP8E4M3, OutDtype>::CastHelper() |
| 538 | { |
| 539 | // fp8e4m3 data (stored as fp32) converted to integer |
| 540 | fcn = [](float in) -> OutEigenType { |
| 541 | if (in >= float(OutMax)) |
| 542 | return OutMax; |
| 543 | if (in <= float(OutMin)) |
| 544 | return OutMin; |
| 545 | |
| 546 | OutEigenType out = std::rint(in); |
| 547 | return out; |
| 548 | }; |
| 549 | } |
| 550 | |
| 551 | CastHelper<TOSA_REF_TYPE_FP8E4M3, TOSA_REF_TYPE_FP16>::CastHelper() |
| 552 | { |
| 553 | // fp8e4m3 data (stored as fp32) converted to fp16 (stored as fp32) |
| 554 | fcn = [](float in) -> float { |
| 555 | half_float::half h = half_float::half(in); |
| 556 | float out = half_float::half_cast<half_float::half, float>(h); |
| 557 | return out; |
| 558 | }; |
| 559 | } |
| 560 | |
| 561 | CastHelper<TOSA_REF_TYPE_FP8E4M3, TOSA_REF_TYPE_BF16>::CastHelper() |
| 562 | { |
| 563 | // fp8e4m3 data (stored as fp32) converted to bf16 (stored as fp32) |
| 564 | fcn = [](float in) -> float { return (float)in; }; |
| 565 | } |
| 566 | |
| 567 | CastHelper<TOSA_REF_TYPE_FP8E4M3, TOSA_REF_TYPE_FP32>::CastHelper() |
| 568 | { |
| 569 | // fp8e4m3 data (stored as fp32) converted to fp32 |
| 570 | fcn = [](InEigenType in) -> OutEigenType { return in; }; |
| 571 | } |
| 572 | |
| 573 | template <TOSA_REF_TYPE OutDtype> |
| 574 | CastHelper<TOSA_REF_TYPE_FP8E5M2, OutDtype>::CastHelper() |
| 575 | { |
| 576 | // fp8e5m2 data (stored as fp32) converted to integer |
| 577 | fcn = [](float in) -> OutEigenType { |
| 578 | if (in >= float(OutMax)) |
| 579 | return OutMax; |
| 580 | if (in <= float(OutMin)) |
| 581 | return OutMin; |
| 582 | |
| 583 | OutEigenType out = std::rint(in); |
| 584 | return out; |
| 585 | }; |
| 586 | } |
| 587 | |
| 588 | CastHelper<TOSA_REF_TYPE_FP8E5M2, TOSA_REF_TYPE_FP16>::CastHelper() |
| 589 | { |
| 590 | // fp8e5m2 data (stored as fp32) converted to fp16 (stored as fp32) |
| 591 | fcn = [](float in) -> float { |
| 592 | half_float::half h = half_float::half(in); |
| 593 | float out = half_float::half_cast<half_float::half, float>(h); |
| 594 | return out; |
| 595 | }; |
| 596 | } |
| 597 | |
| 598 | CastHelper<TOSA_REF_TYPE_FP8E5M2, TOSA_REF_TYPE_BF16>::CastHelper() |
| 599 | { |
| 600 | // fp8e5m2 data (stored as fp32) converted to bf16 (stored as fp32) |
| 601 | fcn = [](float in) -> float { return (float)in; }; |
| 602 | } |
| 603 | |
| 604 | CastHelper<TOSA_REF_TYPE_FP8E5M2, TOSA_REF_TYPE_FP32>::CastHelper() |
| 605 | { |
| 606 | // fp8e5m2 data (stored as fp32) converted to fp32 |
| 607 | fcn = [](InEigenType in) -> OutEigenType { return in; }; |
| 608 | } |
| 609 | |
| 610 | template <TOSA_REF_TYPE InDtype> |
| 611 | CastHelper<InDtype, TOSA_REF_TYPE_FP8E4M3>::CastHelper() |
| 612 | { |
| 613 | // Integer data converted to fp8e4m3 (stored as fp32) |
| 614 | fcn = [](InEigenType in) -> float { |
| 615 | auto f = static_cast<fp32>(static_cast<fp8e4m3>(float(in))); |
| 616 | float out = static_cast<float>(f); |
| 617 | return out; |
| 618 | }; |
| 619 | } |
| 620 | |
| 621 | CastHelper<TOSA_REF_TYPE_FP16, TOSA_REF_TYPE_FP8E4M3>::CastHelper() |
| 622 | { |
| 623 | // fp16 data (stored as fp32) converted to fp8e4m3 (stored as fp32) |
| 624 | fcn = [](float in) -> float { |
| 625 | auto f = static_cast<fp32>(static_cast<fp8e4m3>(in)); |
| 626 | float out = static_cast<float>(f); |
| 627 | return out; |
| 628 | }; |
| 629 | } |
| 630 | |
| 631 | CastHelper<TOSA_REF_TYPE_BF16, TOSA_REF_TYPE_FP8E4M3>::CastHelper() |
| 632 | { |
| 633 | // bf16 data (stored as fp32) converted to fp8e4m3 (stored as fp32) |
| 634 | fcn = [](float in) -> float { |
| 635 | auto f = static_cast<fp32>(static_cast<fp8e4m3>(in)); |
| 636 | float out = static_cast<float>(f); |
| 637 | return out; |
| 638 | }; |
| 639 | } |
| 640 | |
| 641 | CastHelper<TOSA_REF_TYPE_FP32, TOSA_REF_TYPE_FP8E4M3>::CastHelper() |
| 642 | { |
| 643 | // fp32 data converted to fp8e4m3 (stored as fp32) |
| 644 | fcn = [](float in) -> float { |
| 645 | auto f = static_cast<fp32>(static_cast<fp8e4m3>(in)); |
| 646 | float out = static_cast<float>(f); |
| 647 | return out; |
| 648 | }; |
| 649 | } |
| 650 | |
| 651 | template <TOSA_REF_TYPE InDtype> |
| 652 | CastHelper<InDtype, TOSA_REF_TYPE_FP8E5M2>::CastHelper() |
| 653 | { |
| 654 | // Integer data converted to fp8e5m2 (stored as fp32) |
| 655 | fcn = [](InEigenType in) -> float { |
| 656 | auto f = static_cast<fp32>(static_cast<fp8e5m2>(float(in))); |
| 657 | float out = static_cast<float>(f); |
| 658 | return out; |
| 659 | }; |
| 660 | } |
| 661 | |
| 662 | CastHelper<TOSA_REF_TYPE_FP16, TOSA_REF_TYPE_FP8E5M2>::CastHelper() |
| 663 | { |
| 664 | // fp16 data (stored as fp32) converted to fp8e5m2 (stored as fp32) |
| 665 | fcn = [](float in) -> float { |
| 666 | auto f = static_cast<fp32>(static_cast<fp8e5m2>(in)); |
| 667 | float out = static_cast<float>(f); |
| 668 | return out; |
| 669 | }; |
| 670 | } |
| 671 | |
| 672 | CastHelper<TOSA_REF_TYPE_BF16, TOSA_REF_TYPE_FP8E5M2>::CastHelper() |
| 673 | { |
| 674 | // bf16 data (stored as fp32) converted to fp8e5m2 (stored as fp32) |
| 675 | fcn = [](float in) -> float { |
| 676 | auto f = static_cast<fp32>(static_cast<fp8e5m2>(in)); |
| 677 | float out = static_cast<float>(f); |
| 678 | return out; |
| 679 | }; |
| 680 | } |
| 681 | |
| 682 | CastHelper<TOSA_REF_TYPE_FP32, TOSA_REF_TYPE_FP8E5M2>::CastHelper() |
| 683 | { |
| 684 | // fp32 data converted to fp8e5m2 (stored as fp32) |
| 685 | fcn = [](float in) -> float { |
| 686 | auto f = static_cast<fp32>(static_cast<fp8e5m2>(in)); |
| 687 | float out = static_cast<float>(f); |
| 688 | return out; |
| 689 | }; |
| 690 | } |
| 691 | |
| 692 | template <TOSA_REF_TYPE OutDtype> |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 693 | CastHelper<TOSA_REF_TYPE_FP64, OutDtype>::CastHelper() |
| 694 | { |
| 695 | switch (OutDtype) |
| 696 | { |
| 697 | case TOSA_REF_TYPE_INT8: |
| 698 | case TOSA_REF_TYPE_INT16: |
| 699 | case TOSA_REF_TYPE_INT32: |
| 700 | // fp64 data converted to integer |
| 701 | fcn = [](InEigenType in) -> OutEigenType { |
Jerry Ge | d6a0461 | 2023-12-15 22:45:39 +0000 | [diff] [blame] | 702 | if (in >= double(OutMax)) |
| 703 | return OutMax; |
| 704 | |
| 705 | if (in <= double(OutMin)) |
| 706 | return OutMin; |
| 707 | |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 708 | OutEigenType out = std::rint(in); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 709 | return out; |
| 710 | }; |
| 711 | break; |
| 712 | case TOSA_REF_TYPE_FP64: |
| 713 | // no op |
| 714 | fcn = [](InEigenType in) -> OutEigenType { return in; }; |
| 715 | break; |
| 716 | default: |
| 717 | ASSERT_MSG(false, "unsupported TOSA_REF_TYPE %s", EnumNameTOSAREFTYPE(OutDtype)); |
| 718 | } |
| 719 | } |
| 720 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 721 | // template explicit instantiation |
| 722 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, BOOL, INT8); |
| 723 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, BOOL, INT16); |
| 724 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, BOOL, INT32); |
| 725 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT8, BOOL); |
| 726 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT8, INT16); |
| 727 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT8, INT32); |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 728 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT8, FP16); |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 729 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT8, BF16); |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 730 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT8, FP32); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 731 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT16, BOOL); |
| 732 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT16, INT8); |
| 733 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT16, INT32); |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 734 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT16, FP16); |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 735 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT16, BF16); |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 736 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT16, FP32); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 737 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT32, BOOL); |
| 738 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT32, INT8); |
| 739 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT32, INT16); |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 740 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT32, FP16); |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 741 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT32, BF16); |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 742 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT32, FP32); |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 743 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP16, INT8); |
| 744 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP16, INT16); |
| 745 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP16, INT32); |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 746 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP16, FP32); |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 747 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, BF16, INT8); |
| 748 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, BF16, INT16); |
| 749 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, BF16, INT32); |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 750 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, BF16, FP32); |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 751 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP32, INT8); |
| 752 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP32, INT16); |
| 753 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP32, INT32); |
James Ward | 736fd1a | 2023-01-23 17:13:37 +0000 | [diff] [blame] | 754 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP32, FP16); |
| 755 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP32, BF16); |
Tai Ly | a4d748b | 2023-03-28 22:06:56 +0000 | [diff] [blame] | 756 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP64, INT8); |
| 757 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP64, INT16); |
| 758 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP64, INT32); |
| 759 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP64, FP64); |
| 760 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT8, FP64); |
| 761 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT16, FP64); |
| 762 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, INT32, FP64); |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 763 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, BF16, FP8E4M3); |
| 764 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, BF16, FP8E5M2); |
| 765 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP8E4M3, FP16); |
| 766 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP8E4M3, BF16); |
| 767 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP8E4M3, FP32); |
| 768 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP8E5M2, FP16); |
| 769 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP8E5M2, BF16); |
| 770 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP8E5M2, FP32); |
| 771 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP16, FP8E4M3); |
| 772 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP16, FP8E5M2); |
| 773 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP32, FP8E4M3); |
| 774 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpCast, FP32, FP8E5M2); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 775 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 776 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT8, INT8); |
| 777 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT8, INT16); |
| 778 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT8, INT32); |
| 779 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT16, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 780 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT16, INT16); |
| 781 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT16, INT32); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 782 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT32, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 783 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT32, INT16); |
| 784 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT32, INT32); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 785 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT48, INT8); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 786 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT48, INT16); |
| 787 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT48, INT32); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 788 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, UINT8, INT8); |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 789 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, UINT8, INT16); |
| 790 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, UINT16, INT16); |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 791 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT8, UINT8); |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 792 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT16, UINT8); |
| 793 | DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpRescale, INT16, UINT16); |