Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1 | # Copyright (c) 2020-2023, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 3 | import json |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4 | import os |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 5 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 6 | from datetime import datetime |
| 7 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 8 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 9 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 10 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 11 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 12 | from generator.tosa_arg_gen import TosaArgGen |
| 13 | from generator.tosa_arg_gen import TosaQuantGen |
| 14 | from generator.tosa_arg_gen import TosaTensorGen |
| 15 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 16 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 17 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 18 | from generator.tosa_error_if import TosaErrorValidator |
| 19 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 20 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 21 | from tosa.DType import DType |
| 22 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 23 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 24 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 25 | // SPDX-License-Identifier: Apache-2.0 |
| 26 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 27 | """ |
| 28 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 29 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 30 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 31 | # Maximum rank of tensor supported by test generator. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 32 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 33 | TOSA_TENSOR_MAX_RANK = 6 |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 34 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 35 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 36 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 37 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 38 | # Main compliance dot product statistical test range |
| 39 | TOSA_MI_DOT_PRODUCT_TEST_SETS = range(0, 6) |
| 40 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 41 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 42 | def __init__(self, args): |
| 43 | self.args = args |
| 44 | self.basePath = args.output_dir |
| 45 | self.random_seed = args.random_seed |
| 46 | self.ser = None |
| 47 | self.rng = np.random.default_rng(self.random_seed) |
| 48 | self.createDynamicOpLists() |
| 49 | self.initOpListDefaults() |
| 50 | self.quantGen = TosaQuantGen() |
| 51 | # Force makeShape to do a specific starting shape |
| 52 | self.targetted_shape = None |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 53 | # Work out floating point range |
| 54 | self.random_fp_low = min(args.tensor_fp_value_range) |
| 55 | self.random_fp_high = max(args.tensor_fp_value_range) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 56 | # JSON schema validation |
| 57 | self.descSchemaValidator = TestDescSchemaValidator() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 58 | |
| 59 | def createSerializer(self, opName, testPath): |
| 60 | self.testPath = os.path.join(opName, testPath) |
| 61 | |
| 62 | fullPath = os.path.join(self.basePath, self.testPath) |
| 63 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 64 | # Embed const data in the flatbuffer |
| 65 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 66 | if self.args.lazy_data_gen: |
| 67 | # Lazy data generation - so make constants files |
| 68 | constMode = ts.ConstMode.INPUTS |
| 69 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 70 | constMode = ts.ConstMode.EMBED_DUMP |
| 71 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 72 | |
| 73 | def getSerializer(self): |
| 74 | return self.ser |
| 75 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 76 | def serialize(self, testName, metaData=None): |
| 77 | path = Path(self.basePath) / self.testPath |
| 78 | |
| 79 | # Write out TOSA flatbuffer binary |
| 80 | path_fb = path / f"{testName}.tosa" |
| 81 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 82 | fd.write(self.ser.serialize()) |
| 83 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 84 | # Get JSON descriptor from serializer |
| 85 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 86 | |
| 87 | if metaData: |
| 88 | # Add extra meta data to desc.json |
| 89 | desc["meta"] = metaData |
| 90 | |
| 91 | # Validate desc.json before we output it |
| 92 | self.descSchemaValidator.validate_config(desc) |
| 93 | |
| 94 | if metaData: |
| 95 | if self.args.lazy_data_gen and "data_gen" in metaData: |
| 96 | # Output datagen meta data as CPP data |
| 97 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 98 | with path_md.open("w") as fd: |
| 99 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 100 | fd.write("// Test meta data for data generation setup\n\n") |
| 101 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 102 | json.dump(metaData["data_gen"], fd) |
| 103 | fd.write(')";\n\n') |
| 104 | if "compliance" in metaData: |
| 105 | # Output datagen meta data as CPP data |
| 106 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 107 | with path_md.open("w") as fd: |
| 108 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 109 | fd.write("// Test meta data for compliance validation\n\n") |
| 110 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 111 | json.dump(metaData["compliance"], fd) |
| 112 | fd.write(')";\n\n') |
| 113 | |
| 114 | # Write desc.json |
| 115 | path_desc = path / "desc.json" |
| 116 | with path_desc.open("w") as fd: |
| 117 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 118 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 119 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 120 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 121 | seed = self.random_seed + 1 |
| 122 | self.rng = np.random.default_rng(seed) |
| 123 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 124 | def getDTypeRange(self, dtype, high_inclusive=False): |
| 125 | # Returns dtype value range boundaries (low, high) |
| 126 | # The high boundary is excluded in the range |
| 127 | # unless high_inclusive is True |
| 128 | |
| 129 | if dtype in (DType.FP32, DType.FP16, DType.BF16): |
| 130 | return (self.random_fp_low, self.random_fp_high) |
| 131 | elif dtype == DType.BOOL: |
| 132 | rng = (0, 2) |
| 133 | elif dtype == DType.UINT8: |
| 134 | rng = (0, 256) |
| 135 | elif dtype == DType.UINT16: |
| 136 | rng = (0, 65536) |
| 137 | elif dtype == DType.INT4: |
| 138 | # TOSA specific INT4 weight range from -7 to 7 |
| 139 | rng = (-7, 8) |
| 140 | elif dtype == DType.INT8: |
| 141 | rng = (-128, 128) |
| 142 | elif dtype == DType.INT16: |
| 143 | rng = (-32768, 32768) |
| 144 | elif dtype in (DType.INT32, DType.SHAPE): |
| 145 | # restricting too large value for SHAPE |
| 146 | rng = (-(1 << 31), (1 << 31)) |
| 147 | elif dtype == DType.INT48: |
| 148 | rng = (-(1 << 47), (1 << 47)) |
| 149 | else: |
| 150 | raise Exception("Unknown dtype: {}".format(dtype)) |
| 151 | |
| 152 | if not high_inclusive: |
| 153 | # Exclusive high: low <= range < high |
| 154 | return rng |
| 155 | else: |
| 156 | # Inclusive range: low <= range <= high |
| 157 | return (rng[0], rng[1] - 1) |
| 158 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 159 | def getRandTensor(self, shape, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 160 | low, high = self.getDTypeRange(dtype) |
| 161 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 162 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 163 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 164 | elif dtype == DType.INT48: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 165 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
| 166 | elif dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 167 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 168 | |
| 169 | if dtype == DType.FP16: |
| 170 | return np.float16(f_tensor) |
| 171 | else: |
| 172 | f32_tensor = np.float32(f_tensor) |
| 173 | if dtype == DType.BF16: |
| 174 | # Floor the last 16 bits of each f32 value |
| 175 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
| 176 | else: |
| 177 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 178 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 179 | # All other integer types |
| 180 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 181 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 182 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 183 | placeholders = [] |
| 184 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 185 | assert len(shape_list) == len(dtype_list) |
| 186 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 187 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 188 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 189 | if not self.args.lazy_data_gen: |
| 190 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 191 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 192 | |
| 193 | return placeholders |
| 194 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 195 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 196 | consts = [] |
| 197 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 198 | assert len(shape_list) == len(dtype_list) |
| 199 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 200 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 201 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 202 | if not self.args.lazy_data_gen: |
| 203 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 204 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 205 | |
| 206 | return consts |
| 207 | |
| 208 | def makeShape(self, rank): |
| 209 | if self.targetted_shape: |
| 210 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 211 | return np.int32( |
| 212 | self.rng.integers( |
| 213 | low=self.args.tensor_shape_range[0], |
| 214 | high=self.args.tensor_shape_range[1], |
| 215 | size=rank, |
| 216 | ) |
| 217 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 218 | |
| 219 | def setTargetShape(self, shape): |
| 220 | self.targetted_shape = shape |
| 221 | |
| 222 | def randInt(self, low=0, high=256): |
| 223 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 224 | |
| 225 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 226 | low, high = self.getDTypeRange(dtype) |
| 227 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 228 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 229 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 230 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 231 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 232 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 233 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 234 | return gtu.vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 235 | elif dtype == DType.BOOL: |
| 236 | return self.rng.choice([False, True]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 237 | elif dtype == DType.INT48: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 238 | # Special size |
| 239 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 240 | |
| 241 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 242 | |
| 243 | def shapeStr(self, shape): |
| 244 | |
| 245 | sStr = [] |
| 246 | # Convert to strings |
| 247 | for i in shape: |
| 248 | sStr.append(str(i)) |
| 249 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 250 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 251 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 252 | def typeStr(self, dtype): |
| 253 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 254 | assert len(dtype) >= 2 |
| 255 | strs = [self.typeStr(t) for t in dtype] |
| 256 | # Limit types to the first 2 as the 3rd is the accumulator |
| 257 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 258 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 259 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 260 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 261 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 262 | raise Exception( |
| 263 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 264 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 265 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 266 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 267 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 268 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 269 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 270 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 271 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 272 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 273 | def constrictBatchSize(self, shape): |
| 274 | # Limit the batch size unless an explicit target shape set |
| 275 | if self.args.max_batch_size and not self.args.target_shapes: |
| 276 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 277 | return shape |
| 278 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 279 | def makeDimension(self): |
| 280 | return self.randInt( |
| 281 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 282 | ) |
| 283 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 284 | def tensorComplianceMetaData(self, op, argsDict, outputTensor, errorName): |
| 285 | if errorName: |
| 286 | # No compliance for error tests |
| 287 | return None |
| 288 | # Create compliance meta data for expected output tensor |
| 289 | compliance_tens = {"mode": None} |
| 290 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 291 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 292 | compliance_tens["dot_product_info"] = { |
| 293 | "s": argsDict["s"], |
| 294 | "ks": argsDict["ks"], |
| 295 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 296 | } |
| 297 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 298 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 299 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 300 | mode = gtu.ComplianceMode.ULP |
| 301 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
| 302 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 303 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
| 304 | else: |
| 305 | mode = gtu.ComplianceMode.EXACT |
| 306 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 307 | |
| 308 | return compliance_tens |
| 309 | |
| 310 | # Build Op functions |
| 311 | # Create the output tensor (calling OutputShaper as needed) |
| 312 | # Do final tweaks to attributes (if necessary for errorIf) |
| 313 | # Add Op into graph |
| 314 | # Return resulting tensor information or BuildInfo |
| 315 | |
| 316 | class BuildInfo: |
| 317 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 318 | |
| 319 | def __init__(self, resultTensor, complianceDict): |
| 320 | self.resultTensor = resultTensor |
| 321 | self.complianceDict = complianceDict |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 322 | |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 323 | def build_unary(self, op, a, validator_fcns=None, error_name=None, qinfo=None): |
| 324 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 325 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 326 | # build_placeholder returns an int, ABS/other ops does not |
| 327 | if isinstance(op, int): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 328 | self.ser.addOperator(op, a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 329 | return result_tens |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 330 | elif op["op"] == Op.IDENTITY: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 331 | self.ser.addOperator(op["op"], a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 332 | return result_tens |
| 333 | |
| 334 | # Ensure new output type has correct qinfo |
| 335 | if error_name == ErrorIf.WrongOutputType: |
| 336 | if result_tens.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 337 | qinfo = [ |
| 338 | TosaQuantGen.getZeroPoint(self, a.dtype), |
| 339 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 340 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 341 | |
| 342 | # Invalidate Input/Output list for error if checks. |
| 343 | input_list = [a.name] |
| 344 | output_list = [result_tens.name] |
| 345 | pCount, cCount = op["operands"] |
| 346 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 347 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 348 | self, error_name, input_list, output_list |
| 349 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 350 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 351 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 352 | self.ser, |
| 353 | validator_fcns, |
| 354 | error_name, |
| 355 | op=op, |
| 356 | input_dtype=a.dtype, |
| 357 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 358 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 359 | result_tensors=[result_tens], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 360 | input_list=input_list, |
| 361 | output_list=output_list, |
| 362 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 363 | ): |
| 364 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 365 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 366 | attr = None |
| 367 | if op["op"] == Op.NEGATE: |
| 368 | attr = ts.TosaSerializerAttribute() |
| 369 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 370 | |
| 371 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 372 | return result_tens |
| 373 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 374 | def build_binary_broadcast(self, op, a, b, validator_fcns, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 375 | result_tens = OutputShaper.binaryBroadcastOp( |
| 376 | self.ser, self.rng, a, b, error_name |
| 377 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 378 | |
| 379 | # Invalidate Input/Output list for error if checks. |
| 380 | input_list = [a.name, b.name] |
| 381 | output_list = [result_tens.name] |
| 382 | pCount, cCount = op["operands"] |
| 383 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 384 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 385 | self, error_name, input_list, output_list |
| 386 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 387 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 388 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 389 | self.ser, |
| 390 | validator_fcns, |
| 391 | error_name, |
| 392 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 393 | input1=a, |
| 394 | input2=b, |
| 395 | input_dtype=a.dtype, |
| 396 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 397 | result_tensors=[result_tens], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 398 | input_list=input_list, |
| 399 | output_list=output_list, |
| 400 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 401 | ): |
| 402 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 403 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 404 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 405 | return result_tens |
| 406 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 407 | def build_binary_nonbroadcast(self, op, a, b, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 408 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 409 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 410 | return result_tens |
| 411 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 412 | def build_arithmetic_right_shift( |
| 413 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 414 | ): |
| 415 | result_tens = OutputShaper.binaryBroadcastOp( |
| 416 | self.ser, self.rng, a, b, error_name |
| 417 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 418 | |
| 419 | # Invalidate Input/Output list for error if checks. |
| 420 | input_list = [a.name, b.name] |
| 421 | output_list = [result_tens.name] |
| 422 | pCount, cCount = op["operands"] |
| 423 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 424 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 425 | self, error_name, input_list, output_list |
| 426 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 427 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 428 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 429 | self.ser, |
| 430 | validator_fcns, |
| 431 | error_name, |
| 432 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 433 | input1=a, |
| 434 | input2=b, |
| 435 | input_dtype=a.dtype, |
| 436 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 437 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 438 | input_list=input_list, |
| 439 | output_list=output_list, |
| 440 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 441 | ): |
| 442 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 443 | |
| 444 | attr = ts.TosaSerializerAttribute() |
| 445 | attr.ArithmeticRightShiftAttribute(round) |
| 446 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 447 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 448 | return result_tens |
| 449 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 450 | def build_mul(self, op, a, b, shift, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 451 | result_tens = OutputShaper.binaryBroadcastOp( |
| 452 | self.ser, self.rng, a, b, error_name |
| 453 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 454 | |
| 455 | # Special for multiply: |
| 456 | # Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 457 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 458 | result_tens.setDtype(DType.INT32) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 459 | if error_name == ErrorIf.WrongOutputType: |
| 460 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 461 | outputDType = self.rng.choice(all_dtypes) |
| 462 | result_tens.setDtype(outputDType) |
| 463 | |
| 464 | # Invalidate Input/Output list for error if checks. |
| 465 | input_list = [a.name, b.name] |
| 466 | output_list = [result_tens.name] |
| 467 | pCount, cCount = op["operands"] |
| 468 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 469 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 470 | self, error_name, input_list, output_list |
| 471 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 472 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 473 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 474 | self.ser, |
| 475 | validator_fcns, |
| 476 | error_name, |
| 477 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 478 | input1=a, |
| 479 | input2=b, |
| 480 | input_dtype=a.dtype, |
| 481 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 482 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 483 | input_list=input_list, |
| 484 | output_list=output_list, |
| 485 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 486 | ): |
| 487 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 488 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 489 | attr = ts.TosaSerializerAttribute() |
| 490 | attr.MulAttribute(shift) |
| 491 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 492 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 493 | return result_tens |
| 494 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 495 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 496 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 497 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 498 | attr = ts.TosaSerializerAttribute() |
| 499 | attr.TableAttribute(table) |
| 500 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 501 | # Invalidate Input/Output list for error if checks. |
| 502 | input_list = [a.name] |
| 503 | output_list = [result_tens.name] |
| 504 | pCount, cCount = op["operands"] |
| 505 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 506 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 507 | self, error_name, input_list, output_list |
| 508 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 509 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 510 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 511 | self.ser, |
| 512 | validator_fcns, |
| 513 | error_name, |
| 514 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 515 | input_shape=a.shape, |
| 516 | input_dtype=a.dtype, |
| 517 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 518 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 519 | input_list=input_list, |
| 520 | output_list=output_list, |
| 521 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 522 | ): |
| 523 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 524 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 525 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 526 | |
| 527 | return result_tens |
| 528 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 529 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 530 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 531 | |
| 532 | # Invalidate Input/Output list for error if checks. |
| 533 | input_list = [cond.name, a.name, b.name] |
| 534 | output_list = [result_tens.name] |
| 535 | pCount, cCount = op["operands"] |
| 536 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 537 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 538 | self, error_name, input_list, output_list |
| 539 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 540 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 541 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 542 | self.ser, |
| 543 | validator_fcns, |
| 544 | error_name, |
| 545 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 546 | input1=cond, |
| 547 | input2=a, |
| 548 | input3=b, |
| 549 | input_shape=a.shape, |
| 550 | input_dtype=a.dtype, |
| 551 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 552 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 553 | input_list=input_list, |
| 554 | output_list=output_list, |
| 555 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 556 | ): |
| 557 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 558 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 559 | self.ser.addOperator( |
| 560 | op["op"], |
| 561 | input_list, |
| 562 | output_list, |
| 563 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 564 | return result_tens |
| 565 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 566 | def build_comparison(self, op, a, b, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 567 | result_tens = OutputShaper.binaryComparisonOp( |
| 568 | self.ser, self.rng, a, b, error_name |
| 569 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 570 | |
| 571 | # Invalidate Input/Output list for error if checks. |
| 572 | input_list = [a.name, b.name] |
| 573 | output_list = [result_tens.name] |
| 574 | pCount, cCount = op["operands"] |
| 575 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 576 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 577 | self, error_name, input_list, output_list |
| 578 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 579 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 580 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 581 | self.ser, |
| 582 | validator_fcns, |
| 583 | error_name, |
| 584 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 585 | input1=a, |
| 586 | input2=b, |
| 587 | input_shape=a.shape, |
| 588 | input_dtype=a.dtype, |
| 589 | output_shape=result_tens.shape, |
| 590 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 591 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 592 | input_list=input_list, |
| 593 | output_list=output_list, |
| 594 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 595 | ): |
| 596 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 597 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 598 | self.ser.addOperator( |
| 599 | op["op"], |
| 600 | input_list, |
| 601 | output_list, |
| 602 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 603 | return result_tens |
| 604 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 605 | def build_argmax(self, op, a, axis, validator_fcns, error_name): |
| 606 | result_tens = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
| 607 | |
| 608 | # Invalidate Input/Output list for error if checks. |
| 609 | input_list = [a.name] |
| 610 | output_list = [result_tens.name] |
| 611 | pCount, cCount = op["operands"] |
| 612 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 613 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 614 | self, error_name, input_list, output_list |
| 615 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 616 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 617 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 618 | self.ser, |
| 619 | validator_fcns, |
| 620 | error_name, |
| 621 | op=op, |
| 622 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 623 | input_shape=a.shape, |
| 624 | input_dtype=a.dtype, |
| 625 | output_shape=result_tens.shape, |
| 626 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 627 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 628 | input_list=input_list, |
| 629 | output_list=output_list, |
| 630 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 631 | ): |
| 632 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 633 | |
| 634 | attr = ts.TosaSerializerAttribute() |
| 635 | attr.AxisAttribute(axis) |
| 636 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 637 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 638 | return result_tens |
| 639 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 640 | def build_pool2d( |
| 641 | self, |
| 642 | op, |
| 643 | input, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 644 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 645 | stride, |
| 646 | pad, |
| 647 | kernel, |
| 648 | validator_fcns=None, |
| 649 | error_name=None, |
| 650 | qinfo=None, |
| 651 | ): |
| 652 | result_tens = OutputShaper.pool2dOp( |
| 653 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 654 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 655 | |
| 656 | # Ensure new output type has correct qinfo |
| 657 | if error_name == ErrorIf.WrongInputType: |
| 658 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 659 | qinfo = [ |
| 660 | TosaQuantGen.getZeroPoint(self, input.dtype), |
| 661 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 662 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 663 | |
| 664 | # Invalidate Input/Output list for error if checks. |
| 665 | input_list = [input.name] |
| 666 | output_list = [result_tens.name] |
| 667 | pCount, cCount = op["operands"] |
| 668 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 669 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 670 | self, error_name, input_list, output_list |
| 671 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 672 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 673 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 674 | self.ser, |
| 675 | validator_fcns, |
| 676 | error_name, |
| 677 | op=op, |
| 678 | input_shape=input.shape, |
| 679 | input_dtype=input.dtype, |
| 680 | output_shape=result_tens.shape, |
| 681 | output_dtype=result_tens.dtype, |
| 682 | kernel=kernel, |
| 683 | stride=stride, |
| 684 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 685 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 686 | result_tensors=[result_tens], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 687 | input_list=input_list, |
| 688 | output_list=output_list, |
| 689 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 690 | ): |
| 691 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 692 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 693 | if qinfo is None: |
| 694 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 695 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 696 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 697 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 698 | |
| 699 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 700 | return result_tens |
| 701 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 702 | def build_maxpool2d( |
| 703 | self, |
| 704 | op, |
| 705 | input, |
| 706 | stride, |
| 707 | pad, |
| 708 | kernel, |
| 709 | validator_fcns=None, |
| 710 | error_name=None, |
| 711 | qinfo=None, |
| 712 | ): |
| 713 | # Same as build_pool2d but manually sets accum_dtype value |
| 714 | # (maxpool has no accum_dtype) |
| 715 | return self.build_pool2d( |
| 716 | op, |
| 717 | input, |
| 718 | DType.UNKNOWN, |
| 719 | stride, |
| 720 | pad, |
| 721 | kernel, |
| 722 | validator_fcns, |
| 723 | error_name, |
| 724 | qinfo, |
| 725 | ) |
| 726 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 727 | def build_conv2d( |
| 728 | self, |
| 729 | op, |
| 730 | ifm, |
| 731 | filter, |
| 732 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 733 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 734 | strides, |
| 735 | padding, |
| 736 | dilations, |
| 737 | validator_fcns=None, |
| 738 | error_name=None, |
| 739 | qinfo=None, |
| 740 | ): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 741 | assert len(padding) == 4 |
| 742 | result_tens = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 743 | self.ser, |
| 744 | self.rng, |
| 745 | ifm, |
| 746 | filter, |
| 747 | accum_dtype, |
| 748 | strides, |
| 749 | padding, |
| 750 | dilations, |
| 751 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 752 | ) |
| 753 | |
| 754 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 755 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 756 | DType.INT8, |
| 757 | DType.UINT8, |
| 758 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 759 | qinfo = [ |
| 760 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 761 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 762 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 763 | |
| 764 | # Invalidate Input/Output list for error_if checks. |
| 765 | input_list = [ifm.name, filter.name, bias.name] |
| 766 | output_list = [result_tens.name] |
| 767 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 768 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 769 | self, error_name, input_list, output_list |
| 770 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 771 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 772 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 773 | self.ser, |
| 774 | validator_fcns, |
| 775 | error_name, |
| 776 | op=op, |
| 777 | input_dtype=ifm.dtype, |
| 778 | weight_dtype=filter.dtype, |
| 779 | output_dtype=result_tens.dtype, |
| 780 | qinfo=qinfo, |
| 781 | input_list=input_list, |
| 782 | num_operands=num_operands, |
| 783 | output_list=output_list, |
| 784 | pad=padding, |
| 785 | stride=strides, |
| 786 | dilation=dilations, |
| 787 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 788 | weight_shape=filter.shape, |
| 789 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 790 | ): |
| 791 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 792 | |
| 793 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 794 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 795 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 796 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 797 | return result_tens |
| 798 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 799 | def build_conv3d( |
| 800 | self, |
| 801 | op, |
| 802 | ifm, |
| 803 | filter, |
| 804 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 805 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 806 | strides, |
| 807 | padding, |
| 808 | dilations, |
| 809 | validator_fcns=None, |
| 810 | error_name=None, |
| 811 | qinfo=None, |
| 812 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 813 | assert len(padding) == 6 |
| 814 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 815 | self.ser, |
| 816 | self.rng, |
| 817 | ifm, |
| 818 | filter, |
| 819 | accum_dtype, |
| 820 | strides, |
| 821 | padding, |
| 822 | dilations, |
| 823 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 824 | ) |
| 825 | |
| 826 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 827 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 828 | DType.INT8, |
| 829 | DType.UINT8, |
| 830 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 831 | qinfo = [ |
| 832 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 833 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 834 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 835 | |
| 836 | # Invalidate Input/Output list for error_if checks. |
| 837 | input_list = [ifm.name, filter.name, bias.name] |
| 838 | output_list = [result_tens.name] |
| 839 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 840 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 841 | self, error_name, input_list, output_list |
| 842 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 843 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 844 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 845 | self.ser, |
| 846 | validator_fcns, |
| 847 | error_name, |
| 848 | op=op, |
| 849 | input_dtype=ifm.dtype, |
| 850 | weight_dtype=filter.dtype, |
| 851 | output_dtype=result_tens.dtype, |
| 852 | qinfo=qinfo, |
| 853 | input_list=input_list, |
| 854 | num_operands=num_operands, |
| 855 | output_list=output_list, |
| 856 | pad=padding, |
| 857 | stride=strides, |
| 858 | dilation=dilations, |
| 859 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 860 | weight_shape=filter.shape, |
| 861 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 862 | ): |
| 863 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 864 | |
| 865 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 866 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 867 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 868 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 869 | return result_tens |
| 870 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 871 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 872 | self, |
| 873 | op, |
| 874 | ifm, |
| 875 | filter, |
| 876 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 877 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 878 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 879 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 880 | output_shape, |
| 881 | validator_fcns=None, |
| 882 | error_name=None, |
| 883 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 884 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 885 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 886 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 887 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 888 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 889 | |
| 890 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 891 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 892 | DType.INT8, |
| 893 | DType.UINT8, |
| 894 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 895 | qinfo = [ |
| 896 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 897 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 898 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 899 | |
| 900 | # Invalidate Input/Output list for error_if checks. |
| 901 | input_list = [ifm.name, filter.name, bias.name] |
| 902 | output_list = [result_tens.name] |
| 903 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 904 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 905 | self, error_name, input_list, output_list |
| 906 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 907 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 908 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 909 | self.ser, |
| 910 | validator_fcns, |
| 911 | error_name, |
| 912 | op=op, |
| 913 | input_dtype=ifm.dtype, |
| 914 | weight_dtype=filter.dtype, |
| 915 | output_dtype=result_tens.dtype, |
| 916 | qinfo=qinfo, |
| 917 | input_list=input_list, |
| 918 | num_operands=num_operands, |
| 919 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 920 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 921 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 922 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 923 | weight_shape=filter.shape, |
| 924 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 925 | ): |
| 926 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 927 | |
| 928 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 929 | attr.TransposeConvAttribute(out_pad, stride, output_shape, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 930 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 931 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 932 | return result_tens |
| 933 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 934 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 935 | self, |
| 936 | op, |
| 937 | ifm, |
| 938 | filter, |
| 939 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 940 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 941 | strides, |
| 942 | padding, |
| 943 | dilations, |
| 944 | validator_fcns=None, |
| 945 | error_name=None, |
| 946 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 947 | ): |
| 948 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 949 | self.ser, |
| 950 | self.rng, |
| 951 | ifm, |
| 952 | filter, |
| 953 | accum_dtype, |
| 954 | strides, |
| 955 | padding, |
| 956 | dilations, |
| 957 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 958 | ) |
| 959 | |
| 960 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 961 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 962 | DType.INT8, |
| 963 | DType.UINT8, |
| 964 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 965 | qinfo = [ |
| 966 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 967 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 968 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 969 | |
| 970 | # Invalidate Input/Output list for error_if checks. |
| 971 | input_list = [ifm.name, filter.name, bias.name] |
| 972 | output_list = [result_tens.name] |
| 973 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 974 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 975 | self, error_name, input_list, output_list |
| 976 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 977 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 978 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 979 | self.ser, |
| 980 | validator_fcns, |
| 981 | error_name, |
| 982 | op=op, |
| 983 | input_dtype=ifm.dtype, |
| 984 | weight_dtype=filter.dtype, |
| 985 | output_dtype=result_tens.dtype, |
| 986 | qinfo=qinfo, |
| 987 | input_list=input_list, |
| 988 | num_operands=num_operands, |
| 989 | output_list=output_list, |
| 990 | pad=padding, |
| 991 | stride=strides, |
| 992 | dilation=dilations, |
| 993 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 994 | weight_shape=filter.shape, |
| 995 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 996 | ): |
| 997 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 998 | |
| 999 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1000 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1001 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1002 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1003 | return result_tens |
| 1004 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1005 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1006 | self, |
| 1007 | op, |
| 1008 | ifm, |
| 1009 | filter, |
| 1010 | bias, |
| 1011 | accum_dtype, |
| 1012 | validator_fcns=None, |
| 1013 | error_name=None, |
| 1014 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1015 | ): |
| 1016 | result_tens = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1017 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1018 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1019 | |
| 1020 | # Invalidate Input/Output list for error if checks. |
| 1021 | input_list = [ifm.name, filter.name, bias.name] |
| 1022 | output_list = [result_tens.name] |
| 1023 | pCount, cCount = op["operands"] |
| 1024 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1025 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1026 | self, error_name, input_list, output_list |
| 1027 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1028 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1029 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1030 | self.ser, |
| 1031 | validator_fcns, |
| 1032 | error_name, |
| 1033 | op=op, |
| 1034 | input_shape=ifm.shape, |
| 1035 | input_dtype=ifm.dtype, |
| 1036 | weight_dtype=filter.dtype, |
| 1037 | output_shape=result_tens.shape, |
| 1038 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1039 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1040 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1041 | input_list=input_list, |
| 1042 | output_list=output_list, |
| 1043 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1044 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1045 | ): |
| 1046 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1047 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1048 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1049 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1050 | |
| 1051 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1052 | return result_tens |
| 1053 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1054 | def build_matmul( |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 1055 | self, op, a, b, args_dict, validator_fcns=None, error_name=None, qinfo=None |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1056 | ): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 1057 | accum_dtype = args_dict["acc_type"] |
| 1058 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1059 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1060 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1061 | |
| 1062 | # Invalidate Input/Output list for error if checks. |
| 1063 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 1064 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1065 | pCount, cCount = op["operands"] |
| 1066 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1067 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1068 | self, error_name, input_list, output_list |
| 1069 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1070 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1071 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1072 | self.ser, |
| 1073 | validator_fcns, |
| 1074 | error_name, |
| 1075 | op=op, |
| 1076 | input_shape=a.shape, |
| 1077 | input_dtype=a.dtype, |
| 1078 | input2_shape=b.shape, |
| 1079 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 1080 | output_shape=result_tensor.shape, |
| 1081 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1082 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 1083 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1084 | input_list=input_list, |
| 1085 | output_list=output_list, |
| 1086 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1087 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1088 | ): |
| 1089 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1090 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1091 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1092 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1093 | |
| 1094 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 1095 | |
| 1096 | compliance = self.tensorComplianceMetaData( |
| 1097 | op, args_dict, result_tensor, error_name |
| 1098 | ) |
| 1099 | |
| 1100 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1101 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1102 | def build_reduce(self, op, a, axis, validator_fcns, error_name=None): |
| 1103 | result_tens = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
| 1104 | |
| 1105 | # Invalidate Input/Output list for error if checks. |
| 1106 | input_list = [a.name] |
| 1107 | output_list = [result_tens.name] |
| 1108 | pCount, cCount = op["operands"] |
| 1109 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1110 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1111 | self, error_name, input_list, output_list |
| 1112 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1113 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1114 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1115 | self.ser, |
| 1116 | validator_fcns, |
| 1117 | error_name, |
| 1118 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1119 | axis=axis, |
| 1120 | input_shape=a.shape, |
| 1121 | output_shape=result_tens.shape, |
| 1122 | input_dtype=a.dtype, |
| 1123 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1124 | result_tensors=[result_tens], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1125 | input_list=input_list, |
| 1126 | output_list=output_list, |
| 1127 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1128 | ): |
| 1129 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1130 | |
| 1131 | attr = ts.TosaSerializerAttribute() |
| 1132 | attr.AxisAttribute(axis) |
| 1133 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1134 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1135 | return result_tens |
| 1136 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1137 | def build_clamp(self, op, a, validator_fcns=None, error_name=None): |
| 1138 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1139 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1140 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1141 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1142 | if error_name == ErrorIf.MaxSmallerMin: |
| 1143 | # Make sure the numbers are different to invoke this error |
| 1144 | while v[0] == v[1]: |
| 1145 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1146 | max_val = min(v) |
| 1147 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1148 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1149 | max_val = max(v) |
| 1150 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1151 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1152 | # Invalidate Input/Output list for error if checks. |
| 1153 | input_list = [a.name] |
| 1154 | output_list = [result_tens.name] |
| 1155 | pCount, cCount = op["operands"] |
| 1156 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1157 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1158 | self, error_name, input_list, output_list |
| 1159 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1160 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1161 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1162 | self.ser, |
| 1163 | validator_fcns, |
| 1164 | error_name, |
| 1165 | op=op, |
| 1166 | max_val=max_val, |
| 1167 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1168 | input_shape=a.shape, |
| 1169 | output_shape=result_tens.shape, |
| 1170 | input_dtype=a.dtype, |
| 1171 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1172 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1173 | input_list=input_list, |
| 1174 | output_list=output_list, |
| 1175 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1176 | ): |
| 1177 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1178 | |
| 1179 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1180 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1181 | if a.dtype == DType.FP16: |
| 1182 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1183 | min_val = min_val.astype(np.float32) |
| 1184 | max_val = max_val.astype(np.float32) |
| 1185 | |
| 1186 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1187 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1188 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1189 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1190 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1191 | return result_tens |
| 1192 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1193 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1194 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1195 | attr = ts.TosaSerializerAttribute() |
| 1196 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1197 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1198 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1199 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1200 | return result_tens |
| 1201 | |
| 1202 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1203 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1204 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1205 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1206 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1207 | return result_tens |
| 1208 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1209 | def build_sigmoid(self, op, a, validator_fcns=None, error_name=None): |
| 1210 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1211 | |
| 1212 | # Invalidate Input/Output list for error if checks. |
| 1213 | input_list = [a.name] |
| 1214 | output_list = [result_tens.name] |
| 1215 | pCount, cCount = op["operands"] |
| 1216 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1217 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1218 | self, error_name, input_list, output_list |
| 1219 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1220 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1221 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1222 | self.ser, |
| 1223 | validator_fcns, |
| 1224 | error_name, |
| 1225 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1226 | input_shape=a.shape, |
| 1227 | output_shape=result_tens.shape, |
| 1228 | input_dtype=a.dtype, |
| 1229 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1230 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1231 | input_list=input_list, |
| 1232 | output_list=output_list, |
| 1233 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1234 | ): |
| 1235 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1236 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1237 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1238 | return result_tens |
| 1239 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1240 | def build_tanh(self, op, a, validator_fcns=None, error_name=None): |
| 1241 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1242 | |
| 1243 | # Invalidate Input/Output list for error if checks. |
| 1244 | input_list = [a.name] |
| 1245 | output_list = [result_tens.name] |
| 1246 | pCount, cCount = op["operands"] |
| 1247 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1248 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1249 | self, error_name, input_list, output_list |
| 1250 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1251 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1252 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1253 | self.ser, |
| 1254 | validator_fcns, |
| 1255 | error_name, |
| 1256 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1257 | input_shape=a.shape, |
| 1258 | output_shape=result_tens.shape, |
| 1259 | input_dtype=a.dtype, |
| 1260 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1261 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1262 | input_list=input_list, |
| 1263 | output_list=output_list, |
| 1264 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1265 | ): |
| 1266 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1267 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1268 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1269 | return result_tens |
| 1270 | |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1271 | def build_erf(self, op, a, validator_fcns=None, error_name=None): |
| 1272 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1273 | |
| 1274 | # Invalidate Input/Output list for error if checks. |
| 1275 | input_list = [a.name] |
| 1276 | output_list = [result_tens.name] |
| 1277 | pCount, cCount = op["operands"] |
| 1278 | num_operands = pCount + cCount |
| 1279 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1280 | self, error_name, input_list, output_list |
| 1281 | ) |
| 1282 | |
| 1283 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1284 | self.ser, |
| 1285 | validator_fcns, |
| 1286 | error_name, |
| 1287 | op=op, |
| 1288 | input_shape=a.shape, |
| 1289 | output_shape=result_tens.shape, |
| 1290 | input_dtype=a.dtype, |
| 1291 | output_dtype=result_tens.dtype, |
| 1292 | result_tensors=[result_tens], |
| 1293 | input_list=input_list, |
| 1294 | output_list=output_list, |
| 1295 | num_operands=num_operands, |
| 1296 | ): |
| 1297 | return None |
| 1298 | |
| 1299 | self.ser.addOperator(op["op"], input_list, output_list) |
| 1300 | return result_tens |
| 1301 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1302 | def build_concat(self, op, *a, validator_fcns=None, error_name=None): |
| 1303 | if error_name != ErrorIf.WrongInputType: |
| 1304 | assert type(a[-1]) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1305 | |
| 1306 | # To store variable length list of input tensors we need to store axis along with it |
| 1307 | axis = a[-1] |
| 1308 | a = a[:-1] |
| 1309 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1310 | result_tens = OutputShaper.concatOp( |
| 1311 | self.ser, self.rng, axis, *a, error_name=error_name |
| 1312 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1313 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1314 | input_tensor_names = [] |
| 1315 | for tensor in a: |
| 1316 | input_tensor_names.append(tensor.name) |
| 1317 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1318 | # Invalidate Input/Output list for error if checks. |
| 1319 | input_list = input_tensor_names |
| 1320 | output_list = [result_tens.name] |
| 1321 | pCount, cCount = op["operands"] |
| 1322 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1323 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1324 | self, error_name, input_list, output_list |
| 1325 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1326 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1327 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1328 | self.ser, |
| 1329 | validator_fcns, |
| 1330 | error_name, |
| 1331 | op=op, |
| 1332 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1333 | input_shape=a[0].shape, |
| 1334 | output_shape=result_tens.shape, |
| 1335 | input_dtype=a[0].dtype, |
| 1336 | output_dtype=result_tens.dtype, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1337 | inputs=a, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1338 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1339 | input_list=input_list, |
| 1340 | output_list=output_list, |
| 1341 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1342 | ): |
| 1343 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1344 | |
| 1345 | attr = ts.TosaSerializerAttribute() |
| 1346 | attr.AxisAttribute(axis) |
| 1347 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1348 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1349 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1350 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1351 | def build_pad( |
| 1352 | self, |
| 1353 | op, |
| 1354 | a, |
| 1355 | padding, |
| 1356 | pad_const_int, |
| 1357 | pad_const_float, |
| 1358 | validator_fcns=None, |
| 1359 | error_name=None, |
| 1360 | qinfo=None, |
| 1361 | ): |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1362 | result_tens = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1363 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1364 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1365 | attr.PadAttribute( |
| 1366 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1367 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1368 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1369 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1370 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1371 | output_list = [result_tens.name] |
| 1372 | pCount, cCount = op["operands"] |
| 1373 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1374 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1375 | self, error_name, input_list, output_list |
| 1376 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1377 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1378 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1379 | self.ser, |
| 1380 | validator_fcns, |
| 1381 | error_name, |
| 1382 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1383 | input_shape=a.shape, |
| 1384 | output_shape=result_tens.shape, |
| 1385 | input_dtype=a.dtype, |
| 1386 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1387 | pad=padding, |
| 1388 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1389 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1390 | input_list=input_list, |
| 1391 | output_list=output_list, |
| 1392 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1393 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1394 | ): |
| 1395 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1396 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1397 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1398 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1399 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1400 | def build_dim( |
| 1401 | self, |
| 1402 | op, |
| 1403 | a, |
| 1404 | axis, |
| 1405 | validator_fcns=None, |
| 1406 | error_name=None, |
| 1407 | qinfo=None, |
| 1408 | ): |
| 1409 | result_tens = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
| 1410 | |
| 1411 | # Invalidate Input/Output list for error if checks. |
| 1412 | input_list = [a.name] |
| 1413 | output_list = [result_tens.name] |
| 1414 | pCount, cCount = op["operands"] |
| 1415 | num_operands = pCount + cCount |
| 1416 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1417 | self, error_name, input_list, output_list |
| 1418 | ) |
| 1419 | |
| 1420 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1421 | self.ser, |
| 1422 | validator_fcns, |
| 1423 | error_name, |
| 1424 | op=op, |
| 1425 | axis=axis, |
| 1426 | input_shape=a.shape, |
| 1427 | input_dtype=a.dtype, |
| 1428 | output_shape=result_tens.shape, |
| 1429 | output_dtype=result_tens.dtype, |
| 1430 | result_tensors=[result_tens], |
| 1431 | input_list=input_list, |
| 1432 | output_list=output_list, |
| 1433 | num_operands=num_operands, |
| 1434 | ): |
| 1435 | return None |
| 1436 | |
| 1437 | attr = ts.TosaSerializerAttribute() |
| 1438 | attr.AxisAttribute(axis) |
| 1439 | |
| 1440 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
| 1441 | return result_tens |
| 1442 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1443 | def build_reshape(self, op, a, newShape, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1444 | result_tens = OutputShaper.reshapeOp( |
| 1445 | self.ser, self.rng, a, newShape, error_name |
| 1446 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1447 | |
| 1448 | # Invalidate Input/Output list for error if checks. |
| 1449 | input_list = [a.name] |
| 1450 | output_list = [result_tens.name] |
| 1451 | pCount, cCount = op["operands"] |
| 1452 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1453 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1454 | self, error_name, input_list, output_list |
| 1455 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1456 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1457 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1458 | self.ser, |
| 1459 | validator_fcns, |
| 1460 | error_name, |
| 1461 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1462 | input_shape=a.shape, |
| 1463 | output_shape=result_tens.shape, |
| 1464 | input_dtype=a.dtype, |
| 1465 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1466 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1467 | input_list=input_list, |
| 1468 | output_list=output_list, |
| 1469 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1470 | ): |
| 1471 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1472 | |
| 1473 | attr = ts.TosaSerializerAttribute() |
| 1474 | attr.ReshapeAttribute(newShape) |
| 1475 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1476 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1477 | return result_tens |
| 1478 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1479 | def build_reverse(self, op, a, axis, validator_fcns=None, error_name=None): |
| 1480 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1481 | |
| 1482 | # Invalidate Input/Output list for error if checks. |
| 1483 | input_list = [a.name] |
| 1484 | output_list = [result_tens.name] |
| 1485 | pCount, cCount = op["operands"] |
| 1486 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1487 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1488 | self, error_name, input_list, output_list |
| 1489 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1490 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1491 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1492 | self.ser, |
| 1493 | validator_fcns, |
| 1494 | error_name, |
| 1495 | op=op, |
| 1496 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1497 | input_shape=a.shape, |
| 1498 | output_shape=result_tens.shape, |
| 1499 | input_dtype=a.dtype, |
| 1500 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1501 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1502 | input_list=input_list, |
| 1503 | output_list=output_list, |
| 1504 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1505 | ): |
| 1506 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1507 | |
| 1508 | attr = ts.TosaSerializerAttribute() |
| 1509 | attr.AxisAttribute(axis) |
| 1510 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1511 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1512 | return result_tens |
| 1513 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1514 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1515 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1516 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1517 | attr = ts.TosaSerializerAttribute() |
| 1518 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1519 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1520 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1521 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1522 | output_list = [result_tens.name] |
| 1523 | pCount, cCount = op["operands"] |
| 1524 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1525 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1526 | self, error_name, input_list, output_list |
| 1527 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1528 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1529 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1530 | self.ser, |
| 1531 | validator_fcns, |
| 1532 | error_name, |
| 1533 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1534 | input_shape=a.shape, |
| 1535 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1536 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1537 | input_dtype=a.dtype, |
| 1538 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1539 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1540 | input_list=input_list, |
| 1541 | output_list=output_list, |
| 1542 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1543 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1544 | ): |
| 1545 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1546 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1547 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1548 | return result_tens |
| 1549 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1550 | def build_slice(self, op, a, start, size, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1551 | result_tens = OutputShaper.sliceOp( |
| 1552 | self.ser, self.rng, a, start, size, error_name |
| 1553 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1554 | |
| 1555 | # Invalidate Input/Output list for error if checks. |
| 1556 | input_list = [a.name] |
| 1557 | output_list = [result_tens.name] |
| 1558 | pCount, cCount = op["operands"] |
| 1559 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1560 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1561 | self, error_name, input_list, output_list |
| 1562 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1563 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1564 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1565 | self.ser, |
| 1566 | validator_fcns, |
| 1567 | error_name, |
| 1568 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1569 | input_shape=a.shape, |
| 1570 | output_shape=result_tens.shape, |
| 1571 | input_dtype=a.dtype, |
| 1572 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1573 | start=start, |
| 1574 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1575 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1576 | input_list=input_list, |
| 1577 | output_list=output_list, |
| 1578 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1579 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1580 | ): |
| 1581 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1582 | |
| 1583 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1584 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1585 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1586 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1587 | return result_tens |
| 1588 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1589 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1590 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1591 | |
| 1592 | # Invalidate Input/Output list for error if checks. |
| 1593 | input_list = [a.name] |
| 1594 | output_list = [result_tens.name] |
| 1595 | pCount, cCount = op["operands"] |
| 1596 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1597 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1598 | self, error_name, input_list, output_list |
| 1599 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1600 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1601 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1602 | self.ser, |
| 1603 | validator_fcns, |
| 1604 | error_name, |
| 1605 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1606 | input_shape=a.shape, |
| 1607 | output_shape=result_tens.shape, |
| 1608 | input_dtype=a.dtype, |
| 1609 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1610 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1611 | input_list=input_list, |
| 1612 | output_list=output_list, |
| 1613 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1614 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1615 | ): |
| 1616 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1617 | |
| 1618 | attr = ts.TosaSerializerAttribute() |
| 1619 | attr.TileAttribute(multiples) |
| 1620 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1621 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1622 | return result_tens |
| 1623 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1624 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1625 | |
| 1626 | # Create a new indicies tensor |
| 1627 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1628 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1629 | K = values.shape[1] # K |
| 1630 | W = self.randInt( |
| 1631 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1632 | ) # W |
| 1633 | indicies_arr = np.int32( |
| 1634 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1635 | ) # (N, W) |
| 1636 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1637 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1638 | result_tens = OutputShaper.gatherOp( |
| 1639 | self.ser, self.rng, values, indicies, error_name |
| 1640 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1641 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1642 | # Invalidate Input/Output list for error if checks. |
| 1643 | input_list = [values.name, indicies.name] |
| 1644 | output_list = [result_tens.name] |
| 1645 | pCount, cCount = op["operands"] |
| 1646 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1647 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1648 | self, error_name, input_list, output_list |
| 1649 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1650 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1651 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1652 | self.ser, |
| 1653 | validator_fcns, |
| 1654 | error_name, |
| 1655 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1656 | input_shape=values.shape, |
| 1657 | output_shape=result_tens.shape, |
| 1658 | input_dtype=values.dtype, |
| 1659 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1660 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1661 | input_list=input_list, |
| 1662 | output_list=output_list, |
| 1663 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1664 | ): |
| 1665 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1666 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1667 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1668 | |
| 1669 | return result_tens |
| 1670 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1671 | def build_scatter(self, op, values_in, input, validator_fcns=None, error_name=None): |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1672 | |
| 1673 | # Create a new indicies tensor |
| 1674 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1675 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1676 | K = values_in.shape[1] # K |
| 1677 | W = input.shape[1] # W |
| 1678 | indicies_arr = np.int32( |
| 1679 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1680 | ) # (N, W) |
| 1681 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1682 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1683 | result_tens = OutputShaper.scatterOp( |
| 1684 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1685 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1686 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1687 | # Invalidate Input/Output list for error if checks. |
| 1688 | input_list = [values_in.name, indicies.name, input.name] |
| 1689 | output_list = [result_tens.name] |
| 1690 | pCount, cCount = op["operands"] |
| 1691 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1692 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1693 | self, error_name, input_list, output_list |
| 1694 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1695 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1696 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1697 | self.ser, |
| 1698 | validator_fcns, |
| 1699 | error_name, |
| 1700 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1701 | input_shape=values_in.shape, |
| 1702 | output_shape=result_tens.shape, |
| 1703 | input_dtype=values_in.dtype, |
| 1704 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1705 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1706 | input_list=input_list, |
| 1707 | output_list=output_list, |
| 1708 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1709 | ): |
| 1710 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1711 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1712 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1713 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1714 | return result_tens |
| 1715 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1716 | def build_resize( |
| 1717 | self, |
| 1718 | op, |
| 1719 | input, |
| 1720 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1721 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1722 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1723 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1724 | input_dtype, |
| 1725 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1726 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1727 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1728 | ): |
| 1729 | result_tens = OutputShaper.resizeOp( |
| 1730 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1731 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1732 | input, |
| 1733 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1734 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1735 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1736 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1737 | input_dtype, |
| 1738 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1739 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1740 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1741 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1742 | # Invalidate Input/Output list for error if checks. |
| 1743 | input_list = [input.name] |
| 1744 | output_list = [result_tens.name] |
| 1745 | pCount, cCount = op["operands"] |
| 1746 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1747 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1748 | self, error_name, input_list, output_list |
| 1749 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1750 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1751 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1752 | self.ser, |
| 1753 | validator_fcns, |
| 1754 | error_name, |
| 1755 | op=op, |
| 1756 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1757 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1758 | input_dtype=input_dtype, |
| 1759 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1760 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1761 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1762 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1763 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1764 | input_list=input_list, |
| 1765 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1766 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1767 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1768 | ): |
| 1769 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1770 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1771 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1772 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1773 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1774 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1775 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1776 | return result_tens |
| 1777 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1778 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1779 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1780 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1781 | self.ser.addOperator( |
| 1782 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1783 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1784 | return result_tens |
| 1785 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1786 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1787 | self.ser.addOutputTensor(val) |
| 1788 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1789 | |
| 1790 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1791 | def build_cast(self, op, val, out_dtype, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1792 | result_tens = OutputShaper.typeConversionOp( |
| 1793 | self.ser, self.rng, val, out_dtype, error_name |
| 1794 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1795 | |
| 1796 | # Invalidate Input/Output list for error if checks. |
| 1797 | input_list = [val.name] |
| 1798 | output_list = [result_tens.name] |
| 1799 | pCount, cCount = op["operands"] |
| 1800 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1801 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1802 | self, error_name, input_list, output_list |
| 1803 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1804 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1805 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1806 | self.ser, |
| 1807 | validator_fcns, |
| 1808 | error_name, |
| 1809 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1810 | input_shape=val.shape, |
| 1811 | output_shape=result_tens.shape, |
| 1812 | input_dtype=val.dtype, |
| 1813 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1814 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1815 | input_list=input_list, |
| 1816 | output_list=output_list, |
| 1817 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1818 | ): |
| 1819 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1820 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1821 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1822 | return result_tens |
| 1823 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1824 | def build_rescale( |
| 1825 | self, |
| 1826 | op, |
| 1827 | val, |
| 1828 | out_dtype, |
| 1829 | scale32, |
| 1830 | double_round, |
| 1831 | per_channel, |
| 1832 | validator_fcns, |
| 1833 | error_name, |
| 1834 | ): |
| 1835 | result_tens = OutputShaper.typeConversionOp( |
| 1836 | self.ser, self.rng, val, out_dtype, error_name |
| 1837 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1838 | |
| 1839 | if per_channel: |
| 1840 | nc = val.shape[-1] |
| 1841 | else: |
| 1842 | nc = 1 |
| 1843 | |
| 1844 | in_type_width = self.typeWidth(val.dtype) |
| 1845 | out_type_width = self.typeWidth(out_dtype) |
| 1846 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1847 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1848 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1849 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1850 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1851 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1852 | in_type_width += 1 |
| 1853 | elif error_name in [ |
| 1854 | ErrorIf.InputZeroPointNotZero, |
| 1855 | ErrorIf.U16InputZeroPointNotValid, |
| 1856 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1857 | input_zp = self.randInt(-128, 128) |
| 1858 | if input_zp == 0: |
| 1859 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1860 | in_type_width += 1 |
| 1861 | elif val.dtype == DType.UINT16: |
| 1862 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1863 | input_zp = self.rng.choice([0, 32768]) |
| 1864 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1865 | else: |
| 1866 | input_zp = 0 |
| 1867 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1868 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1869 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1870 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1871 | elif out_dtype == DType.UINT8: |
| 1872 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1873 | out_type_width += 1 |
| 1874 | elif error_name in [ |
| 1875 | ErrorIf.OutputZeroPointNotZero, |
| 1876 | ErrorIf.U16OutputZeroPointNotValid, |
| 1877 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1878 | output_zp = self.randInt(-128, 128) |
| 1879 | if output_zp == 0: |
| 1880 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1881 | out_type_width += 1 |
| 1882 | elif out_dtype == DType.UINT16: |
| 1883 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1884 | output_zp = self.rng.choice([0, 32768]) |
| 1885 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1886 | else: |
| 1887 | output_zp = 0 |
| 1888 | |
| 1889 | # Calculate scale based on: |
| 1890 | # scale = a *(2^output_width)/(2^input_width)) |
| 1891 | |
| 1892 | a = np.float32(self.rng.random(size=[nc])) |
| 1893 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 1894 | |
| 1895 | if scale32: |
| 1896 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 1897 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1898 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 1899 | else: |
| 1900 | # Cap the scaling at 2^15 - 1 for scale16 |
| 1901 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 1902 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1903 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1904 | |
| 1905 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 1906 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1907 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 1908 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1909 | |
| 1910 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1911 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 1912 | scale_arr[i], scale32 |
| 1913 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1914 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 1915 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1916 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1917 | # print('multiplier {} shift {} inzp {} outzp {}'.format(multiplier_arr, shift_arr, input_zp, output_zp)) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 1918 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1919 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1920 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1921 | assert val.placeholderFilename |
| 1922 | values = np.load( |
| 1923 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 1924 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 1925 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 1926 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 1927 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 1928 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1929 | if not np.all(np.array_equal(values, val_adj)): |
| 1930 | # Values changed so overwrite file with new values |
| 1931 | np.save( |
| 1932 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 1933 | val_adj, |
| 1934 | False, |
| 1935 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1936 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1937 | # Invalidate Input/Output list for error if checks. |
| 1938 | input_list = [val.name] |
| 1939 | output_list = [result_tens.name] |
| 1940 | pCount, cCount = op["operands"] |
| 1941 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1942 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1943 | self, error_name, input_list, output_list |
| 1944 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1945 | |
| 1946 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1947 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1948 | self.ser, |
| 1949 | validator_fcns, |
| 1950 | error_name, |
| 1951 | op=op, |
| 1952 | input_dtype=val.dtype, |
| 1953 | output_dtype=out_dtype, |
| 1954 | input_shape=val.shape, |
| 1955 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1956 | scale32=scale32, |
| 1957 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1958 | input_list=input_list, |
| 1959 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1960 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1961 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1962 | ): |
| 1963 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1964 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1965 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1966 | attr.RescaleAttribute( |
| 1967 | input_zp, |
| 1968 | output_zp, |
| 1969 | multiplier_arr, |
| 1970 | shift_arr, |
| 1971 | scale32, |
| 1972 | double_round, |
| 1973 | per_channel, |
| 1974 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1975 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1976 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1977 | return result_tens |
| 1978 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1979 | def _get_condition_tensor(self, op, cond, error_name): |
| 1980 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 1981 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1982 | else: |
| 1983 | cond_type = DType.BOOL |
| 1984 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 1985 | choice = self.rng.choice([1, 2]) |
| 1986 | if choice == 1: |
| 1987 | cond_shape = [2] |
| 1988 | else: |
| 1989 | cond_shape = [1, 2] |
| 1990 | else: |
| 1991 | # Must be of size 1 (rank 0) |
| 1992 | cond_shape = [] |
| 1993 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 1994 | return cond_tens |
| 1995 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1996 | def build_cond_if_const( |
| 1997 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 1998 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1999 | # For cond_if with constants, we're supplied with then/else tensors that we ignore |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2000 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2001 | # and fill them with const nodes for the body. |
| 2002 | |
| 2003 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2004 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2005 | |
| 2006 | # Make then/else tensors |
| 2007 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2008 | |
| 2009 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2010 | if error_name in [ |
| 2011 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2012 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2013 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2014 | incorrect_shape = deepcopy(then_tens.shape) |
| 2015 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2016 | incorrect_shape[i] += ( |
| 2017 | self.rng.choice([-3, -2, 2, 3]) |
| 2018 | if incorrect_shape[i] > 3 |
| 2019 | else self.rng.choice([1, 2, 4]) |
| 2020 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2021 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2022 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2023 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2024 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2025 | |
| 2026 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2027 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2028 | |
| 2029 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2030 | then_block = "THEN_BLOCK" |
| 2031 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2032 | attr = ts.TosaSerializerAttribute() |
| 2033 | attr.CondIfAttribute(then_block, else_block) |
| 2034 | |
| 2035 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2036 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2037 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2038 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2039 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2040 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2041 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2042 | else: |
| 2043 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2044 | self.ser.addOutputTensor(then_tens) |
| 2045 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2046 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2047 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2048 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2049 | else: |
| 2050 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2051 | self.ser.addOutputTensor(else_tens) |
| 2052 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2053 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2054 | self.ser, |
| 2055 | validator_fcns, |
| 2056 | error_name, |
| 2057 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2058 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2059 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2060 | ): |
| 2061 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2062 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2063 | return result_tens |
| 2064 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2065 | def build_cond_if_binary( |
| 2066 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2067 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2068 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2069 | # alternately add or subtract them based on the condition |
| 2070 | |
| 2071 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2072 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2073 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2074 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2075 | |
| 2076 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2077 | then_block = "THEN_BLOCK" |
| 2078 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2079 | attr = ts.TosaSerializerAttribute() |
| 2080 | attr.CondIfAttribute(then_block, else_block) |
| 2081 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2082 | if error_name in [ |
| 2083 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2084 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2085 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2086 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2087 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2088 | incorrect_shape = a.shape.copy() |
| 2089 | for i in range(len(incorrect_shape)): |
| 2090 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2091 | incorrect_block_input = deepcopy(a) |
| 2092 | incorrect_block_input.shape = incorrect_shape |
| 2093 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2094 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2095 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2096 | op["op"], [cond_tens.name, a.name, b.name], [result_tens.name], attr |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2097 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2098 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2099 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2100 | then_op, else_op = Op.ADD, Op.SUB |
| 2101 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2102 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2103 | else: |
| 2104 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2105 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2106 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2107 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2108 | if ( |
| 2109 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2110 | and block == then_block |
| 2111 | ) or ( |
| 2112 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2113 | and block == else_block |
| 2114 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2115 | self.ser.addInputTensor(incorrect_block_input) |
| 2116 | self.ser.addInputTensor(b) |
| 2117 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2118 | elif ( |
| 2119 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2120 | and block == then_block |
| 2121 | ) or ( |
| 2122 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2123 | and block == else_block |
| 2124 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2125 | self.ser.addInputTensor(a) |
| 2126 | self.ser.addInputTensor(b) |
| 2127 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2128 | else: |
| 2129 | self.ser.addInputTensor(a) |
| 2130 | self.ser.addInputTensor(b) |
| 2131 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2132 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2133 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2134 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2135 | self.ser, |
| 2136 | validator_fcns, |
| 2137 | error_name, |
| 2138 | op=op, |
| 2139 | a=a, |
| 2140 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2141 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2142 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2143 | ): |
| 2144 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2145 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2146 | return result_tens |
| 2147 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2148 | def build_while_loop(self, op, a, iter_val, validator_fcns=None, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2149 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2150 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2151 | cond_block = "COND_BLOCK" |
| 2152 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2153 | |
| 2154 | attr = ts.TosaSerializerAttribute() |
| 2155 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2156 | |
| 2157 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2158 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2159 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2160 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2161 | |
| 2162 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2163 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2164 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2165 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2166 | incorrect_acc = deepcopy(acc) |
| 2167 | for i in range(len(incorrect_acc.shape)): |
| 2168 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2169 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2170 | else: |
| 2171 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2172 | |
| 2173 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2174 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2175 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2176 | [iter.name, a.name, acc.name], |
| 2177 | [iter_out.name, a_out.name, acc_out.name], |
| 2178 | attr, |
| 2179 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2180 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2181 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2182 | if error_name in [ |
| 2183 | ErrorIf.InputListCondGraphMismatch, |
| 2184 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2185 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2186 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2187 | incorrect_iter = deepcopy(iter) |
| 2188 | for i in range(len(incorrect_iter.shape)): |
| 2189 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2190 | if len(incorrect_iter.shape) == 0: |
| 2191 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2192 | |
| 2193 | incorrect_acc = deepcopy(acc) |
| 2194 | for i in range(len(incorrect_acc.shape)): |
| 2195 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2196 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2197 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2198 | self.ser.addBasicBlock(cond_block) |
| 2199 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2200 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2201 | self.ser.addInputTensor(incorrect_iter) |
| 2202 | self.ser.addInputTensor(a) |
| 2203 | self.ser.addInputTensor(incorrect_acc) |
| 2204 | else: |
| 2205 | self.ser.addInputTensor(iter) |
| 2206 | self.ser.addInputTensor(a) |
| 2207 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2208 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2209 | |
| 2210 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2211 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2212 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2213 | cond_type = DType.BOOL |
| 2214 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2215 | choice = self.rng.choice([1, 2]) |
| 2216 | if choice == 1: |
| 2217 | cond_shape = [3] |
| 2218 | else: |
| 2219 | cond_shape = [1, 2] |
| 2220 | else: |
| 2221 | cond_shape = [] |
| 2222 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2223 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2224 | self.ser.addOperator(Op.GREATER, [iter.name, zero_tens.name], [cond_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2225 | |
| 2226 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2227 | # Note that local intermediate tensors need to be declared here for the outputs |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2228 | self.ser.addBasicBlock(body_block) |
| 2229 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2230 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2231 | self.ser.addInputTensor(incorrect_iter) |
| 2232 | self.ser.addInputTensor(a) |
| 2233 | self.ser.addInputTensor(incorrect_acc) |
| 2234 | else: |
| 2235 | self.ser.addInputTensor(iter) |
| 2236 | self.ser.addInputTensor(a) |
| 2237 | self.ser.addInputTensor(acc) |
| 2238 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2239 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2240 | |
| 2241 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2242 | iter_body_out = self.ser.addIntermediate( |
| 2243 | incorrect_iter.shape, incorrect_iter.dtype |
| 2244 | ) |
| 2245 | acc_body_out = self.ser.addIntermediate( |
| 2246 | incorrect_acc.shape, incorrect_acc.dtype |
| 2247 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2248 | else: |
| 2249 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2250 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2251 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2252 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2253 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2254 | self.ser.addOutputTensor(iter_body_out) |
| 2255 | self.ser.addOutputTensor(a) |
| 2256 | self.ser.addOutputTensor(acc_body_out) |
| 2257 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2258 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2259 | self.ser, |
| 2260 | validator_fcns, |
| 2261 | error_name, |
| 2262 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2263 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2264 | ): |
| 2265 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2266 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2267 | return acc_out |
| 2268 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2269 | def build_fft2d( |
| 2270 | self, op, val1, val2, inverse, validator_fcns=None, error_name=None |
| 2271 | ): |
| 2272 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2273 | |
| 2274 | input_names = [val1.name, val2.name] |
| 2275 | pCount, cCount = op["operands"] |
| 2276 | num_operands = pCount + cCount |
| 2277 | |
| 2278 | output_names = [res.name for res in results] |
| 2279 | output_shapes = [res.shape for res in results] |
| 2280 | output_dtypes = [res.dtype for res in results] |
| 2281 | |
| 2282 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2283 | self, error_name, input_names, output_names |
| 2284 | ) |
| 2285 | |
| 2286 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2287 | self.ser, |
| 2288 | validator_fcns, |
| 2289 | error_name, |
| 2290 | op=op, |
| 2291 | inverse=inverse, |
| 2292 | input1=val1, |
| 2293 | input2=val2, |
| 2294 | input_shape=val1.shape, |
| 2295 | input_dtype=val1.dtype, |
| 2296 | output_shape=output_shapes, |
| 2297 | output_dtype=output_dtypes, |
| 2298 | result_tensors=results, |
| 2299 | input_list=input_names, |
| 2300 | output_list=output_names, |
| 2301 | num_operands=num_operands, |
| 2302 | ): |
| 2303 | return None |
| 2304 | |
| 2305 | attr = ts.TosaSerializerAttribute() |
| 2306 | attr.FFTAttribute(inverse) |
| 2307 | |
| 2308 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2309 | return results |
| 2310 | |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2311 | def build_rfft2d(self, op, val, validator_fcns=None, error_name=None): |
| 2312 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2313 | |
| 2314 | input_names = [val.name] |
| 2315 | pCount, cCount = op["operands"] |
| 2316 | num_operands = pCount + cCount |
| 2317 | |
| 2318 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2319 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2320 | output_dtypes = [res.dtype for res in results] |
| 2321 | |
| 2322 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2323 | self, error_name, input_names, output_names |
| 2324 | ) |
| 2325 | |
| 2326 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2327 | self.ser, |
| 2328 | validator_fcns, |
| 2329 | error_name, |
| 2330 | op=op, |
| 2331 | input_shape=val.shape, |
| 2332 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2333 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2334 | output_dtype=output_dtypes, |
| 2335 | result_tensors=results, |
| 2336 | input_list=input_names, |
| 2337 | output_list=output_names, |
| 2338 | num_operands=num_operands, |
| 2339 | ): |
| 2340 | return None |
| 2341 | |
| 2342 | self.ser.addOperator(op["op"], input_names, output_names) |
| 2343 | return results |
| 2344 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2345 | def create_filter_lists( |
| 2346 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2347 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2348 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2349 | default_test_rank_range = range(1, 5) |
| 2350 | if not shapeFilter: |
| 2351 | shapeFilter = [None] |
| 2352 | |
| 2353 | # Calculate the filters based on what is requested and what the operator allows |
| 2354 | rmin, rmax = op["rank"] |
| 2355 | if rankFilter is not None: |
| 2356 | cleanRankFilter = [] |
| 2357 | # Ensure rankFilter values are allowed by operator |
| 2358 | for rank in rankFilter: |
| 2359 | if rank >= rmin and rank <= rmax: |
| 2360 | cleanRankFilter.append(rank) |
| 2361 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2362 | # Ensure default behaviour is bounded by default range or by operator, |
| 2363 | # whichever is the smaller range of ranks. |
| 2364 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2365 | cleanRankFilter = ( |
| 2366 | opRankRange |
| 2367 | if len(opRankRange) <= len(default_test_rank_range) |
| 2368 | else default_test_rank_range |
| 2369 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2370 | else: |
| 2371 | cleanRankFilter = range(rmin, rmax + 1) |
| 2372 | |
| 2373 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2374 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2375 | if dtypeFilter is not None: |
| 2376 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2377 | # Create list of operator dtypes filtered by requested dtypes |
| 2378 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2379 | if dtype in dtypeFilter or ( |
| 2380 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2381 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2382 | cleanDtypeFilter.append(dtype) |
| 2383 | else: |
| 2384 | cleanDtypeFilter = dtypes |
| 2385 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2386 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2387 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2388 | "shapeFilter": shapeFilter, |
| 2389 | "rankFilter": cleanRankFilter, |
| 2390 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2391 | } |
| 2392 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2393 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2394 | if validator is not None: |
| 2395 | validator_info = validator(check=False, op=op) |
| 2396 | else: |
| 2397 | return None |
| 2398 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2399 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2400 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2401 | # Set parameters as required |
| 2402 | if error_arguments["rank"] is not None: |
| 2403 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2404 | else: |
| 2405 | rankFilter = cleanRankFilter |
| 2406 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2407 | if error_arguments["dtype"] is not None: |
| 2408 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2409 | else: |
| 2410 | dtypeFilter = cleanDtypeFilter |
| 2411 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2412 | if error_arguments["shape"] is not None: |
| 2413 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2414 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2415 | shapeFilter = shapeFilter[ |
| 2416 | :2 |
| 2417 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2418 | |
| 2419 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2420 | "shapeFilter": shapeFilter, |
| 2421 | "rankFilter": rankFilter, |
| 2422 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2423 | } |
| 2424 | return filterDict |
| 2425 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2426 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2427 | self, |
| 2428 | opName, |
| 2429 | shapeFilter=[None], |
| 2430 | rankFilter=None, |
| 2431 | dtypeFilter=None, |
| 2432 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2433 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2434 | |
| 2435 | try: |
| 2436 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2437 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2438 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2439 | |
| 2440 | # Initialize a new random number generator |
| 2441 | self.rng = np.random.default_rng(self.random_seed) |
| 2442 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 2443 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2444 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2445 | # Test list consists of a tuple of: |
| 2446 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2447 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2448 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2449 | error_if_validators = op["error_if_validators"] |
| 2450 | else: |
| 2451 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2452 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2453 | for validator in error_if_validators: |
| 2454 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2455 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2456 | else: |
| 2457 | error_name = None |
| 2458 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2459 | filterDict = self.create_filter_lists( |
| 2460 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2461 | ) |
| 2462 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2463 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2464 | cleanRankFilter = filterDict["rankFilter"] |
| 2465 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2466 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2467 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2468 | |
| 2469 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2470 | for t in cleanDtypeFilter: |
| 2471 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2472 | # Filter out by rank |
| 2473 | if shape is not None and len(shape) != r: |
| 2474 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2475 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2476 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2477 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2478 | shapeStr = self.shapeStr(shapeList[0]) |
| 2479 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2480 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2481 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2482 | argList = [] |
| 2483 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2484 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2485 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2486 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2487 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2488 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2489 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2490 | if argStr: |
| 2491 | testStr = "{}_{}_{}_{}".format( |
| 2492 | opName, shapeStr, typeStr, argStr |
| 2493 | ) |
| 2494 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2495 | testStr = "{}_{}_{}".format( |
| 2496 | opName, shapeStr, typeStr |
| 2497 | ) |
| 2498 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2499 | if argStr: |
| 2500 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2501 | opName, error_name, shapeStr, typeStr, argStr |
| 2502 | ) |
| 2503 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2504 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2505 | opName, error_name, shapeStr, typeStr |
| 2506 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2507 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2508 | testList.append( |
| 2509 | (opName, testStr, t, error_name, shapeList, args) |
| 2510 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2511 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2512 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2513 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2514 | if "invalid_test_validators" in op: |
| 2515 | invalid_test_validators = op["invalid_test_validators"] |
| 2516 | clean_testList = [] |
| 2517 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2518 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2519 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2520 | if validator_fcn( |
| 2521 | opName=test[0], |
| 2522 | input_dtype=test[2], |
| 2523 | shapeList=test[4], |
| 2524 | args=test[5], |
| 2525 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2526 | remove_test = True |
| 2527 | if not remove_test: |
| 2528 | clean_testList.append(test) |
| 2529 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2530 | |
| 2531 | return testList |
| 2532 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2533 | def serializeTest( |
| 2534 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2535 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2536 | try: |
| 2537 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2538 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2539 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2540 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2541 | if self.args.verbose: |
| 2542 | print(f"Creating {testStr}") |
| 2543 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2544 | # Create a serializer |
| 2545 | self.createSerializer(opName, testStr) |
| 2546 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 2547 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2548 | if "error_if_validators" in op: |
| 2549 | error_if_validators = op["error_if_validators"] |
| 2550 | else: |
| 2551 | error_if_validators = None |
| 2552 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2553 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2554 | num_operands = pCount + cCount |
| 2555 | |
| 2556 | if isinstance(dtype_or_dtypeList, list): |
| 2557 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2558 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2559 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2560 | else: |
| 2561 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2562 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2563 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2564 | assert ( |
| 2565 | len(shapeList) == num_operands |
| 2566 | ), "shapeList length {} must match number of operands {}".format( |
| 2567 | len(shapeList), num_operands |
| 2568 | ) |
| 2569 | assert ( |
| 2570 | len(dtypeList) == num_operands |
| 2571 | ), "dtypeList length {} must match number of operands {}".format( |
| 2572 | len(dtypeList), num_operands |
| 2573 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2574 | |
| 2575 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2576 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2577 | except KeyError: |
| 2578 | qgen = None |
| 2579 | |
| 2580 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2581 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2582 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2583 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2584 | else: |
| 2585 | qinfo = None |
| 2586 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 2587 | # Extra meta data for the desc.json |
| 2588 | tensMeta = {} |
| 2589 | |
| 2590 | # Check we are using the new testArgs interface with an argsDict dictionary |
| 2591 | if len(testArgs) == 1 and isinstance(testArgs[0], dict): |
| 2592 | argsDict = testArgs[0] |
| 2593 | assert "dg_type" in argsDict |
| 2594 | tvgInfo = tvgen_fcn( |
| 2595 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2596 | ) |
| 2597 | if tvgInfo.dataGenDict: |
| 2598 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2599 | tens = tvgInfo.tensorList |
| 2600 | else: |
| 2601 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2602 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2603 | try: |
| 2604 | if error_if_validators is None: |
| 2605 | if qinfo is not None: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 2606 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2607 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 2608 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2609 | else: |
| 2610 | if qinfo is not None: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 2611 | result = build_fcn( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2612 | self, |
| 2613 | op, |
| 2614 | *tens, |
| 2615 | *testArgs, |
| 2616 | validator_fcns=error_if_validators, |
| 2617 | error_name=error_name, |
| 2618 | qinfo=qinfo, |
| 2619 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2620 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 2621 | result = build_fcn( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2622 | self, |
| 2623 | op, |
| 2624 | *tens, |
| 2625 | *testArgs, |
| 2626 | validator_fcns=error_if_validators, |
| 2627 | error_name=error_name, |
| 2628 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2629 | except TypeError as e: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2630 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2631 | raise e |
| 2632 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 2633 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2634 | # The test is valid, serialize it |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 2635 | if isinstance(result, TosaTestGen.BuildInfo) and result.complianceDict: |
| 2636 | # Add the compliance meta data |
| 2637 | # NOTE: This currently expects only one result output |
| 2638 | tensMeta["compliance"] = { |
| 2639 | "version": "0.1", |
| 2640 | "tensors": {result.resultTensor.name: result.complianceDict}, |
| 2641 | } |
| 2642 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2643 | else: |
| 2644 | # The test is not valid |
| 2645 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2646 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2647 | def createDynamicOpLists(self): |
| 2648 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2649 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2650 | # Already created these lists (can occur when class is initialized more than once) |
| 2651 | return |
| 2652 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2653 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2654 | if not self.args.level8k: |
| 2655 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2656 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2657 | else: |
| 2658 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2659 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2660 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2661 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2662 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2663 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2664 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2665 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2666 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2667 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2668 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2669 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2670 | "depthwise_conv2d_TEMPLATE" |
| 2671 | ].copy() |
| 2672 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2673 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2674 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2675 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2676 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2677 | "transpose_conv2d_TEMPLATE" |
| 2678 | ].copy() |
| 2679 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2680 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2681 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2682 | for k in KERNELS_3D: |
| 2683 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2684 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2685 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2686 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2687 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2688 | # Delete any templates after having created any dynamic ops |
| 2689 | # This is a two-pass operation because it's bad practice to delete |
| 2690 | # keys from dictionaries while iterating |
| 2691 | keyList = [] |
| 2692 | for k in self.TOSA_OP_LIST: |
| 2693 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2694 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2695 | keyList.append(k) |
| 2696 | continue |
| 2697 | except KeyError: |
| 2698 | pass |
| 2699 | |
| 2700 | for k in keyList: |
| 2701 | del self.TOSA_OP_LIST[k] |
| 2702 | |
| 2703 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2704 | """Fill in default fields for ops if they aren't already specified. |
| 2705 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2706 | for op in self.TOSA_OP_LIST: |
| 2707 | |
| 2708 | # Required fields |
| 2709 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2710 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2711 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2712 | raise Exception( |
| 2713 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2714 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2715 | |
| 2716 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2717 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2718 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2719 | raise Exception( |
| 2720 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2721 | op |
| 2722 | ) |
| 2723 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2724 | |
| 2725 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2726 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2727 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2728 | raise Exception( |
| 2729 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2730 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2731 | |
| 2732 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2733 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2734 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2735 | raise Exception( |
| 2736 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2737 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2738 | |
| 2739 | # Put in default rank range, if missing |
| 2740 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2741 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2742 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2743 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2744 | |
| 2745 | # Tensor operator list |
| 2746 | # 'op': op name |
| 2747 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2748 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2749 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2750 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2751 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2752 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2753 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2754 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2755 | TYPE_INT_FP = [ |
| 2756 | DType.INT8, |
| 2757 | DType.INT16, |
| 2758 | DType.INT32, |
| 2759 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2760 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2761 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2762 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2763 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2764 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2765 | TYPE_FI32 = [ |
| 2766 | DType.FP32, |
| 2767 | DType.FP16, |
| 2768 | DType.BF16, |
| 2769 | DType.INT32, |
| 2770 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2771 | TYPE_FIB = [ |
| 2772 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2773 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2774 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2775 | DType.INT8, |
| 2776 | DType.INT16, |
| 2777 | DType.INT32, |
| 2778 | DType.BOOL, |
| 2779 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2780 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2781 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2782 | TYPE_NARROW_INT_FP = [DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2783 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2784 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2785 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2786 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2787 | [DType.INT8, DType.INT8, DType.INT32], |
| 2788 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2789 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2790 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2791 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2792 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2793 | ] |
| 2794 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2795 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2796 | |
| 2797 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2798 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2799 | "argmax": { |
| 2800 | "op": Op.ARGMAX, |
| 2801 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 2802 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2803 | "build_fcn": ( |
| 2804 | build_argmax, |
| 2805 | TosaTensorGen.tgBasic, |
| 2806 | TosaTensorValuesGen.tvgDefault, |
| 2807 | TosaArgGen.agAxis, |
| 2808 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2809 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2810 | "error_if_validators": ( |
| 2811 | TosaErrorValidator.evAxisSmallerZero, |
| 2812 | TosaErrorValidator.evAxisLargerRank, |
| 2813 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2814 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2815 | TosaErrorValidator.evWrongRank, |
| 2816 | TosaErrorValidator.evWrongInputType, |
| 2817 | TosaErrorValidator.evWrongOutputType, |
| 2818 | TosaErrorValidator.evWrongInputList, |
| 2819 | TosaErrorValidator.evWrongOutputList, |
| 2820 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2821 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2822 | "avg_pool2d": { |
| 2823 | "op": Op.AVG_POOL2D, |
| 2824 | "operands": (1, 0), |
| 2825 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2826 | "build_fcn": ( |
| 2827 | build_pool2d, |
| 2828 | TosaTensorGen.tgNHWC, |
| 2829 | TosaTensorValuesGen.tvgDefault, |
| 2830 | TosaArgGen.agPooling, |
| 2831 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2832 | "qgen": TosaQuantGen.qgUnary, |
| 2833 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2834 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2835 | "error_if_validators": ( |
| 2836 | TosaErrorValidator.evKernelSmallerOne, |
| 2837 | TosaErrorValidator.evStrideSmallerOne, |
| 2838 | TosaErrorValidator.evPadSmallerZero, |
| 2839 | TosaErrorValidator.evWrongRank, |
| 2840 | TosaErrorValidator.evWrongInputType, |
| 2841 | TosaErrorValidator.evWrongOutputType, |
| 2842 | TosaErrorValidator.evWrongInputList, |
| 2843 | TosaErrorValidator.evWrongOutputList, |
| 2844 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2845 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2846 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2847 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2848 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2849 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2850 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2851 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2852 | "conv2d_TEMPLATE": { |
| 2853 | "op": Op.CONV2D, |
| 2854 | "operands": (1, 2), |
| 2855 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2856 | "build_fcn": ( |
| 2857 | build_conv2d, |
| 2858 | TosaTensorGen.tgConv2D, |
| 2859 | TosaTensorValuesGen.tvgDefault, |
| 2860 | TosaArgGen.agConv, |
| 2861 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2862 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2863 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2864 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2865 | "error_if_validators": ( |
| 2866 | TosaErrorValidator.evWrongInputType, |
| 2867 | TosaErrorValidator.evWrongOutputType, |
| 2868 | TosaErrorValidator.evWrongInputList, |
| 2869 | TosaErrorValidator.evWrongOutputList, |
| 2870 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2871 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2872 | TosaErrorValidator.evPadSmallerZero, |
| 2873 | TosaErrorValidator.evStrideSmallerOne, |
| 2874 | TosaErrorValidator.evDilationSmallerOne, |
| 2875 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2876 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2877 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2878 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2879 | "template": True, |
| 2880 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2881 | # Templated operator. Filled in by createDynamicOpLists |
| 2882 | "conv3d_TEMPLATE": { |
| 2883 | "op": Op.CONV3D, |
| 2884 | "operands": (1, 2), |
| 2885 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2886 | "build_fcn": ( |
| 2887 | build_conv3d, |
| 2888 | TosaTensorGen.tgConv3D, |
| 2889 | TosaTensorValuesGen.tvgDefault, |
| 2890 | TosaArgGen.agConv, |
| 2891 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2892 | "qgen": TosaQuantGen.qgConv, |
| 2893 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2894 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2895 | "error_if_validators": ( |
| 2896 | TosaErrorValidator.evWrongInputType, |
| 2897 | TosaErrorValidator.evWrongOutputType, |
| 2898 | TosaErrorValidator.evWrongInputList, |
| 2899 | TosaErrorValidator.evWrongOutputList, |
| 2900 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2901 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2902 | TosaErrorValidator.evPadSmallerZero, |
| 2903 | TosaErrorValidator.evStrideSmallerOne, |
| 2904 | TosaErrorValidator.evDilationSmallerOne, |
| 2905 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2906 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2907 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2908 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2909 | "template": True, |
| 2910 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2911 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2912 | "depthwise_conv2d_TEMPLATE": { |
| 2913 | "op": Op.DEPTHWISE_CONV2D, |
| 2914 | "operands": (1, 2), |
| 2915 | "filter": [1, 1], |
| 2916 | "rank": (4, 4), |
| 2917 | "build_fcn": ( |
| 2918 | build_depthwise_conv2d, |
| 2919 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2920 | TosaTensorValuesGen.tvgDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 2921 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2922 | ), |
| 2923 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2924 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2925 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2926 | "error_if_validators": ( |
| 2927 | TosaErrorValidator.evWrongInputType, |
| 2928 | TosaErrorValidator.evWrongOutputType, |
| 2929 | TosaErrorValidator.evWrongInputList, |
| 2930 | TosaErrorValidator.evWrongOutputList, |
| 2931 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2932 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2933 | TosaErrorValidator.evPadSmallerZero, |
| 2934 | TosaErrorValidator.evStrideSmallerOne, |
| 2935 | TosaErrorValidator.evDilationSmallerOne, |
| 2936 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2937 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2938 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2939 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2940 | "template": True, |
| 2941 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2942 | "fully_connected": { |
| 2943 | "op": Op.FULLY_CONNECTED, |
| 2944 | "operands": (1, 2), |
| 2945 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2946 | "build_fcn": ( |
| 2947 | build_fully_connected, |
| 2948 | TosaTensorGen.tgFullyConnected, |
| 2949 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2950 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2951 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2952 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2953 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2954 | "error_if_validators": ( |
| 2955 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2956 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2957 | TosaErrorValidator.evWrongRank, |
| 2958 | TosaErrorValidator.evWrongInputType, |
| 2959 | TosaErrorValidator.evWrongOutputType, |
| 2960 | TosaErrorValidator.evWrongInputList, |
| 2961 | TosaErrorValidator.evWrongOutputList, |
| 2962 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2963 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2964 | "matmul": { |
| 2965 | "op": Op.MATMUL, |
| 2966 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 2967 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2968 | "build_fcn": ( |
| 2969 | build_matmul, |
| 2970 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 2971 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2972 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2973 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2974 | "qgen": TosaQuantGen.qgMatmul, |
| 2975 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2976 | "error_if_validators": ( |
| 2977 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2978 | TosaErrorValidator.evWrongRank, |
| 2979 | TosaErrorValidator.evWrongInputType, |
| 2980 | TosaErrorValidator.evWrongOutputType, |
| 2981 | TosaErrorValidator.evWrongInputList, |
| 2982 | TosaErrorValidator.evWrongOutputList, |
| 2983 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 2984 | "data_gen": { |
| 2985 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 2986 | "int": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 2987 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2988 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2989 | "max_pool2d": { |
| 2990 | "op": Op.MAX_POOL2D, |
| 2991 | "operands": (1, 0), |
| 2992 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2993 | "build_fcn": ( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2994 | build_maxpool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2995 | TosaTensorGen.tgNHWC, |
| 2996 | TosaTensorValuesGen.tvgDefault, |
| 2997 | TosaArgGen.agPooling, |
| 2998 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2999 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3000 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3001 | "error_if_validators": ( |
| 3002 | TosaErrorValidator.evKernelSmallerOne, |
| 3003 | TosaErrorValidator.evStrideSmallerOne, |
| 3004 | TosaErrorValidator.evPadSmallerZero, |
| 3005 | TosaErrorValidator.evWrongRank, |
| 3006 | TosaErrorValidator.evWrongInputType, |
| 3007 | TosaErrorValidator.evWrongOutputType, |
| 3008 | TosaErrorValidator.evWrongInputList, |
| 3009 | TosaErrorValidator.evWrongOutputList, |
| 3010 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3011 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3012 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3013 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3014 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3015 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3016 | "transpose_conv2d_TEMPLATE": { |
| 3017 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3018 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3019 | "rank": (4, 4), |
| 3020 | "build_fcn": ( |
| 3021 | build_transpose_conv2d, |
| 3022 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3023 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3024 | TosaArgGen.agTransposeConv2D, |
| 3025 | ), |
| 3026 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3027 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3028 | "invalid_test_validators": ( |
| 3029 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3030 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3031 | ), |
| 3032 | "error_if_validators": ( |
| 3033 | TosaErrorValidator.evWrongInputType, |
| 3034 | TosaErrorValidator.evWrongOutputType, |
| 3035 | TosaErrorValidator.evWrongInputList, |
| 3036 | TosaErrorValidator.evWrongOutputList, |
| 3037 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3038 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3039 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3040 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3041 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3042 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3043 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3044 | "template": True, |
| 3045 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3046 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3047 | "clamp": { |
| 3048 | "op": Op.CLAMP, |
| 3049 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3050 | "build_fcn": ( |
| 3051 | build_clamp, |
| 3052 | TosaTensorGen.tgBasic, |
| 3053 | TosaTensorValuesGen.tvgDefault, |
| 3054 | None, |
| 3055 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3056 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3057 | "error_if_validators": ( |
| 3058 | TosaErrorValidator.evMaxSmallerMin, |
| 3059 | TosaErrorValidator.evWrongInputType, |
| 3060 | TosaErrorValidator.evWrongOutputType, |
| 3061 | TosaErrorValidator.evWrongInputList, |
| 3062 | TosaErrorValidator.evWrongOutputList, |
| 3063 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3064 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3065 | "sigmoid": { |
| 3066 | "op": Op.SIGMOID, |
| 3067 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3068 | "build_fcn": ( |
| 3069 | build_sigmoid, |
| 3070 | TosaTensorGen.tgBasic, |
| 3071 | TosaTensorValuesGen.tvgDefault, |
| 3072 | None, |
| 3073 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3074 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3075 | "error_if_validators": ( |
| 3076 | TosaErrorValidator.evWrongInputType, |
| 3077 | TosaErrorValidator.evWrongOutputType, |
| 3078 | TosaErrorValidator.evWrongInputList, |
| 3079 | TosaErrorValidator.evWrongOutputList, |
| 3080 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3081 | }, |
| 3082 | "tanh": { |
| 3083 | "op": Op.TANH, |
| 3084 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3085 | "build_fcn": ( |
| 3086 | build_tanh, |
| 3087 | TosaTensorGen.tgBasic, |
| 3088 | TosaTensorValuesGen.tvgDefault, |
| 3089 | None, |
| 3090 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3091 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3092 | "error_if_validators": ( |
| 3093 | TosaErrorValidator.evWrongInputType, |
| 3094 | TosaErrorValidator.evWrongOutputType, |
| 3095 | TosaErrorValidator.evWrongInputList, |
| 3096 | TosaErrorValidator.evWrongOutputList, |
| 3097 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3098 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3099 | "erf": { |
| 3100 | "op": Op.ERF, |
| 3101 | "operands": (1, 0), |
| 3102 | "build_fcn": ( |
| 3103 | build_erf, |
| 3104 | TosaTensorGen.tgBasic, |
| 3105 | TosaTensorValuesGen.tvgDefault, |
| 3106 | None, |
| 3107 | ), |
| 3108 | "types": TYPE_FP, |
| 3109 | "error_if_validators": ( |
| 3110 | TosaErrorValidator.evWrongInputType, |
| 3111 | TosaErrorValidator.evWrongOutputType, |
| 3112 | TosaErrorValidator.evWrongInputList, |
| 3113 | TosaErrorValidator.evWrongOutputList, |
| 3114 | ), |
| 3115 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3116 | # Elementwise Binary Operators |
| 3117 | "add": { |
| 3118 | "op": Op.ADD, |
| 3119 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3120 | "build_fcn": ( |
| 3121 | build_binary_broadcast, |
| 3122 | TosaTensorGen.tgBroadcastFuzz, |
| 3123 | TosaTensorValuesGen.tvgAddSub, |
| 3124 | None, |
| 3125 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3126 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3127 | "error_if_validators": ( |
| 3128 | TosaErrorValidator.evRankMismatch, |
| 3129 | TosaErrorValidator.evWrongInputType, |
| 3130 | TosaErrorValidator.evWrongOutputType, |
| 3131 | TosaErrorValidator.evWrongInputList, |
| 3132 | TosaErrorValidator.evWrongOutputList, |
| 3133 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3134 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3135 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3136 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3137 | "arithmetic_right_shift": { |
| 3138 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3139 | "operands": (2, 0), |
| 3140 | "build_fcn": ( |
| 3141 | build_arithmetic_right_shift, |
| 3142 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3143 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3144 | TosaArgGen.agArithmeticRightShift, |
| 3145 | ), |
| 3146 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3147 | "error_if_validators": ( |
| 3148 | TosaErrorValidator.evRankMismatch, |
| 3149 | TosaErrorValidator.evWrongInputType, |
| 3150 | TosaErrorValidator.evWrongOutputType, |
| 3151 | TosaErrorValidator.evWrongInputList, |
| 3152 | TosaErrorValidator.evWrongOutputList, |
| 3153 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3154 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3155 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3156 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3157 | "bitwise_and": { |
| 3158 | "op": Op.BITWISE_AND, |
| 3159 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3160 | "build_fcn": ( |
| 3161 | build_binary_broadcast, |
| 3162 | TosaTensorGen.tgBroadcastFuzz, |
| 3163 | TosaTensorValuesGen.tvgDefault, |
| 3164 | None, |
| 3165 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3166 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3167 | "error_if_validators": ( |
| 3168 | TosaErrorValidator.evRankMismatch, |
| 3169 | TosaErrorValidator.evWrongInputType, |
| 3170 | TosaErrorValidator.evWrongOutputType, |
| 3171 | TosaErrorValidator.evWrongInputList, |
| 3172 | TosaErrorValidator.evWrongOutputList, |
| 3173 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3174 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3175 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3176 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3177 | "bitwise_or": { |
| 3178 | "op": Op.BITWISE_OR, |
| 3179 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3180 | "build_fcn": ( |
| 3181 | build_binary_broadcast, |
| 3182 | TosaTensorGen.tgBroadcastFuzz, |
| 3183 | TosaTensorValuesGen.tvgDefault, |
| 3184 | None, |
| 3185 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3186 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3187 | "error_if_validators": ( |
| 3188 | TosaErrorValidator.evRankMismatch, |
| 3189 | TosaErrorValidator.evWrongInputType, |
| 3190 | TosaErrorValidator.evWrongOutputType, |
| 3191 | TosaErrorValidator.evWrongInputList, |
| 3192 | TosaErrorValidator.evWrongOutputList, |
| 3193 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3194 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3195 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3196 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3197 | "bitwise_xor": { |
| 3198 | "op": Op.BITWISE_XOR, |
| 3199 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3200 | "build_fcn": ( |
| 3201 | build_binary_broadcast, |
| 3202 | TosaTensorGen.tgBroadcastFuzz, |
| 3203 | TosaTensorValuesGen.tvgDefault, |
| 3204 | None, |
| 3205 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3206 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3207 | "error_if_validators": ( |
| 3208 | TosaErrorValidator.evRankMismatch, |
| 3209 | TosaErrorValidator.evWrongInputType, |
| 3210 | TosaErrorValidator.evWrongOutputType, |
| 3211 | TosaErrorValidator.evWrongInputList, |
| 3212 | TosaErrorValidator.evWrongOutputList, |
| 3213 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3214 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3215 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3216 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3217 | "intdiv": { |
| 3218 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3219 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3220 | "build_fcn": ( |
| 3221 | build_binary_broadcast, |
| 3222 | TosaTensorGen.tgBroadcastFuzz, |
| 3223 | TosaTensorValuesGen.tvgIntDiv, |
| 3224 | None, |
| 3225 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3226 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3227 | "error_if_validators": ( |
| 3228 | TosaErrorValidator.evRankMismatch, |
| 3229 | TosaErrorValidator.evWrongInputType, |
| 3230 | TosaErrorValidator.evWrongOutputType, |
| 3231 | TosaErrorValidator.evWrongInputList, |
| 3232 | TosaErrorValidator.evWrongOutputList, |
| 3233 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3234 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3235 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3236 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3237 | "logical_and": { |
| 3238 | "op": Op.LOGICAL_AND, |
| 3239 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3240 | "build_fcn": ( |
| 3241 | build_binary_broadcast, |
| 3242 | TosaTensorGen.tgBroadcastFuzz, |
| 3243 | TosaTensorValuesGen.tvgDefault, |
| 3244 | None, |
| 3245 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3246 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3247 | "error_if_validators": ( |
| 3248 | TosaErrorValidator.evRankMismatch, |
| 3249 | TosaErrorValidator.evWrongInputType, |
| 3250 | TosaErrorValidator.evWrongOutputType, |
| 3251 | TosaErrorValidator.evWrongInputList, |
| 3252 | TosaErrorValidator.evWrongOutputList, |
| 3253 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3254 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3255 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3256 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3257 | "logical_left_shift": { |
| 3258 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3259 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3260 | "build_fcn": ( |
| 3261 | build_binary_broadcast, |
| 3262 | TosaTensorGen.tgBroadcastFuzz, |
| 3263 | TosaTensorValuesGen.tvgLogicalShift, |
| 3264 | None, |
| 3265 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3266 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3267 | "error_if_validators": ( |
| 3268 | TosaErrorValidator.evRankMismatch, |
| 3269 | TosaErrorValidator.evWrongInputType, |
| 3270 | TosaErrorValidator.evWrongOutputType, |
| 3271 | TosaErrorValidator.evWrongInputList, |
| 3272 | TosaErrorValidator.evWrongOutputList, |
| 3273 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3274 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3275 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3276 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3277 | "logical_right_shift": { |
| 3278 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3279 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3280 | "build_fcn": ( |
| 3281 | build_binary_broadcast, |
| 3282 | TosaTensorGen.tgBroadcastFuzz, |
| 3283 | TosaTensorValuesGen.tvgLogicalShift, |
| 3284 | None, |
| 3285 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3286 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3287 | "error_if_validators": ( |
| 3288 | TosaErrorValidator.evRankMismatch, |
| 3289 | TosaErrorValidator.evWrongInputType, |
| 3290 | TosaErrorValidator.evWrongOutputType, |
| 3291 | TosaErrorValidator.evWrongInputList, |
| 3292 | TosaErrorValidator.evWrongOutputList, |
| 3293 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3294 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3295 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3296 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3297 | "logical_or": { |
| 3298 | "op": Op.LOGICAL_OR, |
| 3299 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3300 | "build_fcn": ( |
| 3301 | build_binary_broadcast, |
| 3302 | TosaTensorGen.tgBroadcastFuzz, |
| 3303 | TosaTensorValuesGen.tvgDefault, |
| 3304 | None, |
| 3305 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3306 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3307 | "error_if_validators": ( |
| 3308 | TosaErrorValidator.evRankMismatch, |
| 3309 | TosaErrorValidator.evWrongInputType, |
| 3310 | TosaErrorValidator.evWrongOutputType, |
| 3311 | TosaErrorValidator.evWrongInputList, |
| 3312 | TosaErrorValidator.evWrongOutputList, |
| 3313 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3314 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3315 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3316 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3317 | "logical_xor": { |
| 3318 | "op": Op.LOGICAL_XOR, |
| 3319 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3320 | "build_fcn": ( |
| 3321 | build_binary_broadcast, |
| 3322 | TosaTensorGen.tgBroadcastFuzz, |
| 3323 | TosaTensorValuesGen.tvgDefault, |
| 3324 | None, |
| 3325 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3326 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3327 | "error_if_validators": ( |
| 3328 | TosaErrorValidator.evRankMismatch, |
| 3329 | TosaErrorValidator.evWrongInputType, |
| 3330 | TosaErrorValidator.evWrongOutputType, |
| 3331 | TosaErrorValidator.evWrongInputList, |
| 3332 | TosaErrorValidator.evWrongOutputList, |
| 3333 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3334 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3335 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3336 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3337 | "maximum": { |
| 3338 | "op": Op.MAXIMUM, |
| 3339 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3340 | "build_fcn": ( |
| 3341 | build_binary_broadcast, |
| 3342 | TosaTensorGen.tgBroadcastFuzz, |
| 3343 | TosaTensorValuesGen.tvgDefault, |
| 3344 | None, |
| 3345 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3346 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3347 | "error_if_validators": ( |
| 3348 | TosaErrorValidator.evRankMismatch, |
| 3349 | TosaErrorValidator.evWrongInputType, |
| 3350 | TosaErrorValidator.evWrongOutputType, |
| 3351 | TosaErrorValidator.evWrongInputList, |
| 3352 | TosaErrorValidator.evWrongOutputList, |
| 3353 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3354 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3355 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3356 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3357 | "minimum": { |
| 3358 | "op": Op.MINIMUM, |
| 3359 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3360 | "build_fcn": ( |
| 3361 | build_binary_broadcast, |
| 3362 | TosaTensorGen.tgBroadcastFuzz, |
| 3363 | TosaTensorValuesGen.tvgDefault, |
| 3364 | None, |
| 3365 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3366 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3367 | "error_if_validators": ( |
| 3368 | TosaErrorValidator.evRankMismatch, |
| 3369 | TosaErrorValidator.evWrongInputType, |
| 3370 | TosaErrorValidator.evWrongOutputType, |
| 3371 | TosaErrorValidator.evWrongInputList, |
| 3372 | TosaErrorValidator.evWrongOutputList, |
| 3373 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3374 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3375 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3376 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3377 | "mul": { |
| 3378 | "op": Op.MUL, |
| 3379 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3380 | "build_fcn": ( |
| 3381 | build_mul, |
| 3382 | TosaTensorGen.tgBroadcastFuzz, |
| 3383 | TosaTensorValuesGen.tvgMul, |
| 3384 | TosaArgGen.agMul, |
| 3385 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3386 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3387 | "error_if_validators": ( |
| 3388 | TosaErrorValidator.evWrongInputType, |
| 3389 | TosaErrorValidator.evWrongOutputType, |
| 3390 | TosaErrorValidator.evWrongInputList, |
| 3391 | TosaErrorValidator.evWrongOutputList, |
| 3392 | TosaErrorValidator.evRankMismatch, |
| 3393 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3394 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3395 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3396 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3397 | "pow": { |
| 3398 | "op": Op.POW, |
| 3399 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3400 | "build_fcn": ( |
| 3401 | build_binary_broadcast, |
| 3402 | TosaTensorGen.tgBroadcastFuzz, |
| 3403 | TosaTensorValuesGen.tvgDefault, |
| 3404 | None, |
| 3405 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3406 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3407 | "error_if_validators": ( |
| 3408 | TosaErrorValidator.evRankMismatch, |
| 3409 | TosaErrorValidator.evWrongInputType, |
| 3410 | TosaErrorValidator.evWrongOutputType, |
| 3411 | TosaErrorValidator.evWrongInputList, |
| 3412 | TosaErrorValidator.evWrongOutputList, |
| 3413 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3414 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3415 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3416 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3417 | "sub": { |
| 3418 | "op": Op.SUB, |
| 3419 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3420 | "build_fcn": ( |
| 3421 | build_binary_broadcast, |
| 3422 | TosaTensorGen.tgBroadcastFuzz, |
| 3423 | TosaTensorValuesGen.tvgAddSub, |
| 3424 | None, |
| 3425 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3426 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3427 | "error_if_validators": ( |
| 3428 | TosaErrorValidator.evRankMismatch, |
| 3429 | TosaErrorValidator.evWrongInputType, |
| 3430 | TosaErrorValidator.evWrongOutputType, |
| 3431 | TosaErrorValidator.evWrongInputList, |
| 3432 | TosaErrorValidator.evWrongOutputList, |
| 3433 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3434 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3435 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3436 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3437 | "table": { |
| 3438 | "op": Op.TABLE, |
| 3439 | # Use the automatic generation functions to create the input array |
| 3440 | # but create the table tensor in the build function, as it may be |
| 3441 | # a different type from the input |
| 3442 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3443 | "build_fcn": ( |
| 3444 | build_table, |
| 3445 | TosaTensorGen.tgBasic, |
| 3446 | TosaTensorValuesGen.tvgDefault, |
| 3447 | TosaArgGen.agTable, |
| 3448 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3449 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3450 | "error_if_validators": ( |
| 3451 | TosaErrorValidator.evWrongInputType, |
| 3452 | TosaErrorValidator.evWrongOutputType, |
| 3453 | TosaErrorValidator.evWrongInputList, |
| 3454 | TosaErrorValidator.evWrongOutputList, |
| 3455 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3456 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3457 | # Elementwise Unary operators |
| 3458 | "abs": { |
| 3459 | "op": Op.ABS, |
| 3460 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3461 | "build_fcn": ( |
| 3462 | build_unary, |
| 3463 | TosaTensorGen.tgBasic, |
| 3464 | TosaTensorValuesGen.tvgDefault, |
| 3465 | None, |
| 3466 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3467 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3468 | "error_if_validators": ( |
| 3469 | TosaErrorValidator.evWrongInputType, |
| 3470 | TosaErrorValidator.evWrongOutputType, |
| 3471 | TosaErrorValidator.evWrongInputList, |
| 3472 | TosaErrorValidator.evWrongOutputList, |
| 3473 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3474 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3475 | "bitwise_not": { |
| 3476 | "op": Op.BITWISE_NOT, |
| 3477 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3478 | "build_fcn": ( |
| 3479 | build_unary, |
| 3480 | TosaTensorGen.tgBasic, |
| 3481 | TosaTensorValuesGen.tvgDefault, |
| 3482 | None, |
| 3483 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3484 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3485 | "error_if_validators": ( |
| 3486 | TosaErrorValidator.evWrongInputType, |
| 3487 | TosaErrorValidator.evWrongOutputType, |
| 3488 | TosaErrorValidator.evWrongInputList, |
| 3489 | TosaErrorValidator.evWrongOutputList, |
| 3490 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3491 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3492 | "ceil": { |
| 3493 | "op": Op.CEIL, |
| 3494 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3495 | "build_fcn": ( |
| 3496 | build_unary, |
| 3497 | TosaTensorGen.tgBasic, |
| 3498 | TosaTensorValuesGen.tvgDefault, |
| 3499 | None, |
| 3500 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3501 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3502 | "error_if_validators": ( |
| 3503 | TosaErrorValidator.evWrongInputType, |
| 3504 | TosaErrorValidator.evWrongOutputType, |
| 3505 | TosaErrorValidator.evWrongInputList, |
| 3506 | TosaErrorValidator.evWrongOutputList, |
| 3507 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3508 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3509 | "clz": { |
| 3510 | "op": Op.CLZ, |
| 3511 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3512 | "build_fcn": ( |
| 3513 | build_unary, |
| 3514 | TosaTensorGen.tgBasic, |
| 3515 | TosaTensorValuesGen.tvgDefault, |
| 3516 | None, |
| 3517 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3518 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3519 | "error_if_validators": ( |
| 3520 | TosaErrorValidator.evWrongInputType, |
| 3521 | TosaErrorValidator.evWrongOutputType, |
| 3522 | TosaErrorValidator.evWrongInputList, |
| 3523 | TosaErrorValidator.evWrongOutputList, |
| 3524 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3525 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3526 | "exp": { |
| 3527 | "op": Op.EXP, |
| 3528 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3529 | "build_fcn": ( |
| 3530 | build_unary, |
| 3531 | TosaTensorGen.tgBasic, |
| 3532 | TosaTensorValuesGen.tvgDefault, |
| 3533 | None, |
| 3534 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3535 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3536 | "error_if_validators": ( |
| 3537 | TosaErrorValidator.evWrongInputType, |
| 3538 | TosaErrorValidator.evWrongOutputType, |
| 3539 | TosaErrorValidator.evWrongInputList, |
| 3540 | TosaErrorValidator.evWrongOutputList, |
| 3541 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3542 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3543 | "floor": { |
| 3544 | "op": Op.FLOOR, |
| 3545 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3546 | "build_fcn": ( |
| 3547 | build_unary, |
| 3548 | TosaTensorGen.tgBasic, |
| 3549 | TosaTensorValuesGen.tvgDefault, |
| 3550 | None, |
| 3551 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3552 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3553 | "error_if_validators": ( |
| 3554 | TosaErrorValidator.evWrongInputType, |
| 3555 | TosaErrorValidator.evWrongOutputType, |
| 3556 | TosaErrorValidator.evWrongInputList, |
| 3557 | TosaErrorValidator.evWrongOutputList, |
| 3558 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3559 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3560 | "log": { |
| 3561 | "op": Op.LOG, |
| 3562 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3563 | "build_fcn": ( |
| 3564 | build_unary, |
| 3565 | TosaTensorGen.tgBasic, |
| 3566 | TosaTensorValuesGen.tvgDefault, |
| 3567 | None, |
| 3568 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3569 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3570 | "error_if_validators": ( |
| 3571 | TosaErrorValidator.evWrongInputType, |
| 3572 | TosaErrorValidator.evWrongOutputType, |
| 3573 | TosaErrorValidator.evWrongInputList, |
| 3574 | TosaErrorValidator.evWrongOutputList, |
| 3575 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3576 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3577 | "logical_not": { |
| 3578 | "op": Op.LOGICAL_NOT, |
| 3579 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3580 | "build_fcn": ( |
| 3581 | build_unary, |
| 3582 | TosaTensorGen.tgBasic, |
| 3583 | TosaTensorValuesGen.tvgDefault, |
| 3584 | None, |
| 3585 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3586 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3587 | "error_if_validators": ( |
| 3588 | TosaErrorValidator.evWrongInputType, |
| 3589 | TosaErrorValidator.evWrongOutputType, |
| 3590 | TosaErrorValidator.evWrongInputList, |
| 3591 | TosaErrorValidator.evWrongOutputList, |
| 3592 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3593 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3594 | "negate": { |
| 3595 | "op": Op.NEGATE, |
| 3596 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3597 | "build_fcn": ( |
| 3598 | build_unary, |
| 3599 | TosaTensorGen.tgBasic, |
| 3600 | TosaTensorValuesGen.tvgNegate, |
| 3601 | None, |
| 3602 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3603 | "qgen": TosaQuantGen.qgUnary, |
| 3604 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3605 | "error_if_validators": ( |
| 3606 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3607 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3608 | TosaErrorValidator.evWrongInputType, |
| 3609 | TosaErrorValidator.evWrongOutputType, |
| 3610 | TosaErrorValidator.evWrongInputList, |
| 3611 | TosaErrorValidator.evWrongOutputList, |
| 3612 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3613 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3614 | "reciprocal": { |
| 3615 | "op": Op.RECIPROCAL, |
| 3616 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3617 | "build_fcn": ( |
| 3618 | build_unary, |
| 3619 | TosaTensorGen.tgBasic, |
| 3620 | TosaTensorValuesGen.tvgDefault, |
| 3621 | None, |
| 3622 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3623 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3624 | "error_if_validators": ( |
| 3625 | TosaErrorValidator.evWrongInputType, |
| 3626 | TosaErrorValidator.evWrongOutputType, |
| 3627 | TosaErrorValidator.evWrongInputList, |
| 3628 | TosaErrorValidator.evWrongOutputList, |
| 3629 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3630 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3631 | "rsqrt": { |
| 3632 | "op": Op.RSQRT, |
| 3633 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3634 | "build_fcn": ( |
| 3635 | build_unary, |
| 3636 | TosaTensorGen.tgBasic, |
| 3637 | TosaTensorValuesGen.tvgDefault, |
| 3638 | None, |
| 3639 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3640 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3641 | "error_if_validators": ( |
| 3642 | TosaErrorValidator.evWrongInputType, |
| 3643 | TosaErrorValidator.evWrongOutputType, |
| 3644 | TosaErrorValidator.evWrongInputList, |
| 3645 | TosaErrorValidator.evWrongOutputList, |
| 3646 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3647 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3648 | # Elementwise Ternary operators |
| 3649 | "select": { |
| 3650 | "op": Op.SELECT, |
| 3651 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3652 | "build_fcn": ( |
| 3653 | build_select, |
| 3654 | TosaTensorGen.tgBroadcastFuzz, |
| 3655 | TosaTensorValuesGen.tvgSelect, |
| 3656 | None, |
| 3657 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3658 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3659 | "error_if_validators": ( |
| 3660 | TosaErrorValidator.evRankMismatch, |
| 3661 | TosaErrorValidator.evWrongInputType, |
| 3662 | TosaErrorValidator.evWrongOutputType, |
| 3663 | TosaErrorValidator.evWrongInputList, |
| 3664 | TosaErrorValidator.evWrongOutputList, |
| 3665 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3666 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3667 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3668 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3669 | # Comparison operators |
| 3670 | "equal": { |
| 3671 | "op": Op.EQUAL, |
| 3672 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3673 | "build_fcn": ( |
| 3674 | build_comparison, |
| 3675 | TosaTensorGen.tgBroadcastFuzz, |
| 3676 | TosaTensorValuesGen.tvgEqual, |
| 3677 | None, |
| 3678 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3679 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3680 | "error_if_validators": ( |
| 3681 | TosaErrorValidator.evRankMismatch, |
| 3682 | TosaErrorValidator.evWrongInputType, |
| 3683 | TosaErrorValidator.evWrongOutputType, |
| 3684 | TosaErrorValidator.evWrongInputList, |
| 3685 | TosaErrorValidator.evWrongOutputList, |
| 3686 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3687 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3688 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3689 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3690 | "greater_equal": { |
| 3691 | "op": Op.GREATER_EQUAL, |
| 3692 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3693 | "build_fcn": ( |
| 3694 | build_comparison, |
| 3695 | TosaTensorGen.tgBroadcastFuzz, |
| 3696 | TosaTensorValuesGen.tvgDefault, |
| 3697 | None, |
| 3698 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3699 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3700 | "error_if_validators": ( |
| 3701 | TosaErrorValidator.evRankMismatch, |
| 3702 | TosaErrorValidator.evWrongInputType, |
| 3703 | TosaErrorValidator.evWrongOutputType, |
| 3704 | TosaErrorValidator.evWrongInputList, |
| 3705 | TosaErrorValidator.evWrongOutputList, |
| 3706 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3707 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3708 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3709 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3710 | "greater": { |
| 3711 | "op": Op.GREATER, |
| 3712 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3713 | "build_fcn": ( |
| 3714 | build_comparison, |
| 3715 | TosaTensorGen.tgBroadcastFuzz, |
| 3716 | TosaTensorValuesGen.tvgDefault, |
| 3717 | None, |
| 3718 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3719 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3720 | "error_if_validators": ( |
| 3721 | TosaErrorValidator.evRankMismatch, |
| 3722 | TosaErrorValidator.evWrongInputType, |
| 3723 | TosaErrorValidator.evWrongOutputType, |
| 3724 | TosaErrorValidator.evWrongInputList, |
| 3725 | TosaErrorValidator.evWrongOutputList, |
| 3726 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3727 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3728 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3729 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3730 | # Reduction operators |
| 3731 | "reduce_all": { |
| 3732 | "op": Op.REDUCE_ALL, |
| 3733 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3734 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3735 | "build_fcn": ( |
| 3736 | build_reduce, |
| 3737 | TosaTensorGen.tgBasic, |
| 3738 | TosaTensorValuesGen.tvgDefault, |
| 3739 | TosaArgGen.agAxis, |
| 3740 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3741 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3742 | "error_if_validators": ( |
| 3743 | TosaErrorValidator.evAxisLargerRank, |
| 3744 | TosaErrorValidator.evAxisSmallerZero, |
| 3745 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3746 | TosaErrorValidator.evWrongInputType, |
| 3747 | TosaErrorValidator.evWrongOutputType, |
| 3748 | TosaErrorValidator.evWrongRank, |
| 3749 | TosaErrorValidator.evWrongInputList, |
| 3750 | TosaErrorValidator.evWrongOutputList, |
| 3751 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3752 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3753 | "reduce_any": { |
| 3754 | "op": Op.REDUCE_ANY, |
| 3755 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3756 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3757 | "build_fcn": ( |
| 3758 | build_reduce, |
| 3759 | TosaTensorGen.tgBasic, |
| 3760 | TosaTensorValuesGen.tvgDefault, |
| 3761 | TosaArgGen.agAxis, |
| 3762 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3763 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3764 | "error_if_validators": ( |
| 3765 | TosaErrorValidator.evAxisLargerRank, |
| 3766 | TosaErrorValidator.evAxisSmallerZero, |
| 3767 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3768 | TosaErrorValidator.evWrongInputType, |
| 3769 | TosaErrorValidator.evWrongOutputType, |
| 3770 | TosaErrorValidator.evWrongRank, |
| 3771 | TosaErrorValidator.evWrongInputList, |
| 3772 | TosaErrorValidator.evWrongOutputList, |
| 3773 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3774 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3775 | "reduce_max": { |
| 3776 | "op": Op.REDUCE_MAX, |
| 3777 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3778 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3779 | "build_fcn": ( |
| 3780 | build_reduce, |
| 3781 | TosaTensorGen.tgBasic, |
| 3782 | TosaTensorValuesGen.tvgDefault, |
| 3783 | TosaArgGen.agAxis, |
| 3784 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3785 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3786 | "error_if_validators": ( |
| 3787 | TosaErrorValidator.evAxisLargerRank, |
| 3788 | TosaErrorValidator.evAxisSmallerZero, |
| 3789 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3790 | TosaErrorValidator.evWrongInputType, |
| 3791 | TosaErrorValidator.evWrongOutputType, |
| 3792 | TosaErrorValidator.evWrongRank, |
| 3793 | TosaErrorValidator.evWrongInputList, |
| 3794 | TosaErrorValidator.evWrongOutputList, |
| 3795 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3796 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3797 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3798 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3799 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3800 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3801 | "build_fcn": ( |
| 3802 | build_reduce, |
| 3803 | TosaTensorGen.tgBasic, |
| 3804 | TosaTensorValuesGen.tvgDefault, |
| 3805 | TosaArgGen.agAxis, |
| 3806 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3807 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3808 | "error_if_validators": ( |
| 3809 | TosaErrorValidator.evAxisLargerRank, |
| 3810 | TosaErrorValidator.evAxisSmallerZero, |
| 3811 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3812 | TosaErrorValidator.evWrongInputType, |
| 3813 | TosaErrorValidator.evWrongOutputType, |
| 3814 | TosaErrorValidator.evWrongRank, |
| 3815 | TosaErrorValidator.evWrongInputList, |
| 3816 | TosaErrorValidator.evWrongOutputList, |
| 3817 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3818 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3819 | "reduce_product": { |
| 3820 | "op": Op.REDUCE_PRODUCT, |
| 3821 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3822 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3823 | "build_fcn": ( |
| 3824 | build_reduce, |
| 3825 | TosaTensorGen.tgBasic, |
| 3826 | TosaTensorValuesGen.tvgDefault, |
| 3827 | TosaArgGen.agAxis, |
| 3828 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3829 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3830 | "error_if_validators": ( |
| 3831 | TosaErrorValidator.evAxisLargerRank, |
| 3832 | TosaErrorValidator.evAxisSmallerZero, |
| 3833 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3834 | TosaErrorValidator.evWrongInputType, |
| 3835 | TosaErrorValidator.evWrongOutputType, |
| 3836 | TosaErrorValidator.evWrongRank, |
| 3837 | TosaErrorValidator.evWrongInputList, |
| 3838 | TosaErrorValidator.evWrongOutputList, |
| 3839 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3840 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3841 | "reduce_sum": { |
| 3842 | "op": Op.REDUCE_SUM, |
| 3843 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3844 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3845 | "build_fcn": ( |
| 3846 | build_reduce, |
| 3847 | TosaTensorGen.tgBasic, |
| 3848 | TosaTensorValuesGen.tvgReduceSum, |
| 3849 | TosaArgGen.agAxis, |
| 3850 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3851 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3852 | "error_if_validators": ( |
| 3853 | TosaErrorValidator.evAxisLargerRank, |
| 3854 | TosaErrorValidator.evAxisSmallerZero, |
| 3855 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3856 | TosaErrorValidator.evWrongInputType, |
| 3857 | TosaErrorValidator.evWrongOutputType, |
| 3858 | TosaErrorValidator.evWrongRank, |
| 3859 | TosaErrorValidator.evWrongInputList, |
| 3860 | TosaErrorValidator.evWrongOutputList, |
| 3861 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3862 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3863 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3864 | "concat": { |
| 3865 | "op": Op.CONCAT, |
| 3866 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3867 | "build_fcn": ( |
| 3868 | build_concat, |
| 3869 | TosaTensorGen.tgConcat, |
| 3870 | TosaTensorValuesGen.tvgConcat, |
| 3871 | TosaArgGen.agAxis, |
| 3872 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3873 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3874 | "error_if_validators": ( |
| 3875 | TosaErrorValidator.evAxisLargerRank, |
| 3876 | TosaErrorValidator.evAxisSmallerZero, |
| 3877 | TosaErrorValidator.evConcatInputRankMismatch, |
| 3878 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 3879 | TosaErrorValidator.evConcatInputDimMismatch, |
| 3880 | TosaErrorValidator.evWrongInputType, |
| 3881 | TosaErrorValidator.evWrongOutputType, |
| 3882 | TosaErrorValidator.evWrongOutputList, |
| 3883 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3884 | }, |
| 3885 | "pad": { |
| 3886 | "op": Op.PAD, |
| 3887 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3888 | "build_fcn": ( |
| 3889 | build_pad, |
| 3890 | TosaTensorGen.tgBasic, |
| 3891 | TosaTensorValuesGen.tvgDefault, |
| 3892 | TosaArgGen.agPad, |
| 3893 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3894 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3895 | "error_if_validators": ( |
| 3896 | TosaErrorValidator.evWrongInputType, |
| 3897 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 3898 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3899 | TosaErrorValidator.evWrongOutputType, |
| 3900 | TosaErrorValidator.evWrongInputList, |
| 3901 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3902 | TosaErrorValidator.evRankMismatch, |
| 3903 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3904 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3905 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 3906 | "dim": { |
| 3907 | "op": Op.DIM, |
| 3908 | "operands": (1, 0), |
| 3909 | "build_fcn": ( |
| 3910 | build_dim, |
| 3911 | TosaTensorGen.tgBasic, |
| 3912 | TosaTensorValuesGen.tvgDefault, |
| 3913 | TosaArgGen.agAxis, |
| 3914 | ), |
| 3915 | "types": TYPE_FIB, |
| 3916 | "error_if_validators": ( |
| 3917 | TosaErrorValidator.evAxisLargerRank, |
| 3918 | TosaErrorValidator.evAxisSmallerZero, |
| 3919 | TosaErrorValidator.evWrongInputType, |
| 3920 | TosaErrorValidator.evWrongInputList, |
| 3921 | TosaErrorValidator.evWrongOutputList, |
| 3922 | TosaErrorValidator.evWrongRank, |
| 3923 | ), |
| 3924 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3925 | "reshape": { |
| 3926 | "op": Op.RESHAPE, |
| 3927 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3928 | "build_fcn": ( |
| 3929 | build_reshape, |
| 3930 | TosaTensorGen.tgBasic, |
| 3931 | TosaTensorValuesGen.tvgDefault, |
| 3932 | TosaArgGen.agReshape, |
| 3933 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3934 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3935 | "error_if_validators": ( |
| 3936 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 3937 | TosaErrorValidator.evWrongInputType, |
| 3938 | TosaErrorValidator.evWrongOutputType, |
| 3939 | TosaErrorValidator.evWrongInputList, |
| 3940 | TosaErrorValidator.evWrongOutputList, |
Jerry Ge | 264f7fa | 2023-04-21 22:49:57 +0000 | [diff] [blame] | 3941 | TosaErrorValidator.evReshapeOutputSizeMultiInference, |
| 3942 | TosaErrorValidator.evReshapeOutputSizeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3943 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3944 | }, |
| 3945 | "reverse": { |
| 3946 | "op": Op.REVERSE, |
| 3947 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3948 | "build_fcn": ( |
| 3949 | build_reverse, |
| 3950 | TosaTensorGen.tgBasic, |
| 3951 | TosaTensorValuesGen.tvgDefault, |
| 3952 | TosaArgGen.agAxis, |
| 3953 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3954 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3955 | "error_if_validators": ( |
| 3956 | TosaErrorValidator.evAxisSmallerZero, |
| 3957 | TosaErrorValidator.evAxisLargerRank, |
| 3958 | TosaErrorValidator.evWrongInputType, |
| 3959 | TosaErrorValidator.evWrongOutputType, |
| 3960 | TosaErrorValidator.evWrongInputList, |
| 3961 | TosaErrorValidator.evWrongOutputList, |
| 3962 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3963 | }, |
| 3964 | "slice": { |
| 3965 | "op": Op.SLICE, |
| 3966 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3967 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3968 | "build_fcn": ( |
| 3969 | build_slice, |
| 3970 | TosaTensorGen.tgBasic, |
| 3971 | TosaTensorValuesGen.tvgDefault, |
| 3972 | TosaArgGen.agSlice, |
| 3973 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3974 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3975 | "error_if_validators": ( |
| 3976 | TosaErrorValidator.evStartSmallerZero, |
| 3977 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 3978 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 3979 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 3980 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 3981 | TosaErrorValidator.evWrongRank, |
| 3982 | TosaErrorValidator.evWrongInputType, |
| 3983 | TosaErrorValidator.evWrongOutputType, |
| 3984 | TosaErrorValidator.evWrongInputList, |
| 3985 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3986 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3987 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3988 | }, |
| 3989 | "tile": { |
| 3990 | "op": Op.TILE, |
| 3991 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3992 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3993 | "build_fcn": ( |
| 3994 | build_tile, |
| 3995 | TosaTensorGen.tgBasic, |
| 3996 | TosaTensorValuesGen.tvgDefault, |
| 3997 | TosaArgGen.agTile, |
| 3998 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3999 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4000 | "error_if_validators": ( |
| 4001 | TosaErrorValidator.evWrongInputType, |
| 4002 | TosaErrorValidator.evWrongOutputType, |
| 4003 | TosaErrorValidator.evWrongInputList, |
| 4004 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4005 | TosaErrorValidator.evRankMismatch, |
| 4006 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4007 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4008 | }, |
| 4009 | "transpose": { |
| 4010 | "op": Op.TRANSPOSE, |
| 4011 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4012 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4013 | "build_fcn": ( |
| 4014 | build_transpose, |
| 4015 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4016 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4017 | TosaArgGen.agTranspose, |
| 4018 | ), |
| 4019 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4020 | "error_if_validators": ( |
| 4021 | TosaErrorValidator.evIndexOutsideBounds, |
| 4022 | TosaErrorValidator.evIndexUsedTwice, |
| 4023 | TosaErrorValidator.evWrongInputType, |
| 4024 | TosaErrorValidator.evWrongOutputType, |
| 4025 | TosaErrorValidator.evWrongInputList, |
| 4026 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4027 | TosaErrorValidator.evWrongRank, |
| 4028 | TosaErrorValidator.evRankMismatch, |
| 4029 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4030 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4031 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4032 | # Data nodes |
| 4033 | "const": { |
| 4034 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4035 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4036 | "build_fcn": ( |
| 4037 | build_const, |
| 4038 | TosaTensorGen.tgBasic, |
| 4039 | TosaTensorValuesGen.tvgDefault, |
| 4040 | None, |
| 4041 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4042 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4043 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4044 | "identity": { |
| 4045 | "op": Op.IDENTITY, |
| 4046 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4047 | "build_fcn": ( |
| 4048 | build_unary, |
| 4049 | TosaTensorGen.tgBasic, |
| 4050 | TosaTensorValuesGen.tvgDefault, |
| 4051 | None, |
| 4052 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4053 | "types": TYPE_FIB, |
| 4054 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4055 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4056 | "gather": { |
| 4057 | "op": Op.GATHER, |
| 4058 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 4059 | "operands": (1, 0), |
| 4060 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4061 | "build_fcn": ( |
| 4062 | build_gather, |
| 4063 | TosaTensorGen.tgBasic, |
| 4064 | TosaTensorValuesGen.tvgDefault, |
| 4065 | None, |
| 4066 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4067 | "types": ( |
| 4068 | DType.INT8, |
| 4069 | DType.INT16, |
| 4070 | DType.INT32, |
| 4071 | DType.FP16, |
| 4072 | DType.BF16, |
| 4073 | DType.FP32, |
| 4074 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4075 | "error_if_validators": ( |
| 4076 | TosaErrorValidator.evWrongInputType, |
| 4077 | TosaErrorValidator.evWrongOutputType, |
| 4078 | TosaErrorValidator.evWrongInputList, |
| 4079 | TosaErrorValidator.evWrongOutputList, |
| 4080 | TosaErrorValidator.evWrongRank, |
| 4081 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4082 | }, |
| 4083 | "scatter": { |
| 4084 | "op": Op.SCATTER, |
| 4085 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4086 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4087 | "operands": (2, 0), |
| 4088 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4089 | "build_fcn": ( |
| 4090 | build_scatter, |
| 4091 | TosaTensorGen.tgScatter, |
| 4092 | TosaTensorValuesGen.tvgDefault, |
| 4093 | None, |
| 4094 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4095 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4096 | "error_if_validators": ( |
| 4097 | TosaErrorValidator.evWrongInputType, |
| 4098 | TosaErrorValidator.evWrongOutputType, |
| 4099 | TosaErrorValidator.evWrongInputList, |
| 4100 | TosaErrorValidator.evWrongOutputList, |
| 4101 | TosaErrorValidator.evWrongRank, |
| 4102 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4103 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4104 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4105 | "resize": { |
| 4106 | "op": Op.RESIZE, |
| 4107 | "operands": (1, 0), |
| 4108 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4109 | "build_fcn": ( |
| 4110 | build_resize, |
| 4111 | TosaTensorGen.tgNHWC, |
| 4112 | TosaTensorValuesGen.tvgDefault, |
| 4113 | TosaArgGen.agResize, |
| 4114 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4115 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4116 | "invalid_test_validators": ( |
| 4117 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4118 | ), |
| 4119 | "error_if_validators": ( |
| 4120 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4121 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4122 | TosaErrorValidator.evScaleNLargerMax, |
| 4123 | TosaErrorValidator.evScaleDLargerMax, |
| 4124 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4125 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4126 | TosaErrorValidator.evBorderSmallerMin, |
| 4127 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4128 | TosaErrorValidator.evWrongInputType, |
| 4129 | TosaErrorValidator.evWrongOutputType, |
| 4130 | TosaErrorValidator.evWrongRank, |
| 4131 | TosaErrorValidator.evWrongInputList, |
| 4132 | TosaErrorValidator.evWrongOutputList, |
| 4133 | TosaErrorValidator.evBatchMismatch, |
| 4134 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4135 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4136 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4137 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4138 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4139 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4140 | "cast": { |
| 4141 | "op": Op.CAST, |
| 4142 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4143 | "build_fcn": ( |
| 4144 | build_cast, |
| 4145 | TosaTensorGen.tgBasic, |
| 4146 | TosaTensorValuesGen.tvgDefault, |
| 4147 | TosaArgGen.agCast, |
| 4148 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4149 | "types": ( |
| 4150 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4151 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4152 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4153 | DType.INT8, |
| 4154 | DType.INT16, |
| 4155 | DType.INT32, |
| 4156 | DType.BOOL, |
| 4157 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4158 | "error_if_validators": ( |
| 4159 | TosaErrorValidator.evWrongInputType, |
| 4160 | TosaErrorValidator.evWrongOutputType, |
| 4161 | TosaErrorValidator.evWrongInputList, |
| 4162 | TosaErrorValidator.evWrongOutputList, |
| 4163 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4164 | }, |
| 4165 | "rescale": { |
| 4166 | "op": Op.RESCALE, |
| 4167 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4168 | "build_fcn": ( |
| 4169 | build_rescale, |
| 4170 | TosaTensorGen.tgBasic, |
| 4171 | TosaTensorValuesGen.tvgDefault, |
| 4172 | TosaArgGen.agRescale, |
| 4173 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4174 | "types": [ |
| 4175 | DType.UINT8, |
| 4176 | DType.INT8, |
| 4177 | DType.INT16, |
| 4178 | DType.INT32, |
| 4179 | DType.INT48, |
| 4180 | DType.UINT16, |
| 4181 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4182 | "error_if_validators": ( |
| 4183 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4184 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4185 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4186 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4187 | TosaErrorValidator.evScaleTrue, |
| 4188 | TosaErrorValidator.evScaleNotTrue, |
| 4189 | TosaErrorValidator.evWrongInputType, |
| 4190 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4191 | TosaErrorValidator.evWrongInputList, |
| 4192 | TosaErrorValidator.evWrongOutputList, |
| 4193 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4194 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4195 | # Custom |
| 4196 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4197 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4198 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4199 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4200 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4201 | "cond_if_const": { |
| 4202 | "op": Op.COND_IF, |
| 4203 | "operands": (0, 2), |
| 4204 | "build_fcn": ( |
| 4205 | build_cond_if_const, |
| 4206 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4207 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4208 | TosaArgGen.agCondIf, |
| 4209 | ), |
| 4210 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4211 | "error_if_validators": ( |
| 4212 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4213 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4214 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4215 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4216 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4217 | }, |
| 4218 | "cond_if_binary": { |
| 4219 | "op": Op.COND_IF, |
| 4220 | "operands": (2, 0), |
| 4221 | "build_fcn": ( |
| 4222 | build_cond_if_binary, |
| 4223 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4224 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4225 | TosaArgGen.agCondIf, |
| 4226 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4227 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4228 | "error_if_validators": ( |
| 4229 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4230 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4231 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4232 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4233 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4234 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4235 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4236 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4237 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4238 | "while_loop": { |
| 4239 | "op": Op.WHILE_LOOP, |
| 4240 | "operands": (0, 1), |
| 4241 | "build_fcn": ( |
| 4242 | build_while_loop, |
| 4243 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4244 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4245 | TosaArgGen.agWhileLoop, |
| 4246 | ), |
| 4247 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4248 | "error_if_validators": ( |
| 4249 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4250 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4251 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4252 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4253 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4254 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4255 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4256 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4257 | "fft2d": { |
| 4258 | "op": Op.FFT2D, |
| 4259 | "operands": (2, 0), |
| 4260 | "rank": (3, 3), |
| 4261 | "build_fcn": ( |
| 4262 | build_fft2d, |
| 4263 | TosaTensorGen.tgFFT2d, |
| 4264 | TosaTensorValuesGen.tvgDefault, |
| 4265 | TosaArgGen.agFFT2d, |
| 4266 | ), |
| 4267 | "types": [DType.FP32], |
| 4268 | "error_if_validators": ( |
| 4269 | TosaErrorValidator.evWrongInputType, |
| 4270 | TosaErrorValidator.evWrongOutputType, |
| 4271 | TosaErrorValidator.evWrongInputList, |
| 4272 | TosaErrorValidator.evWrongOutputList, |
| 4273 | TosaErrorValidator.evWrongRank, |
| 4274 | TosaErrorValidator.evBatchMismatch, |
| 4275 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4276 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4277 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4278 | ), |
| 4279 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4280 | "rfft2d": { |
| 4281 | "op": Op.RFFT2D, |
| 4282 | "operands": (1, 0), |
| 4283 | "rank": (3, 3), |
| 4284 | "build_fcn": ( |
| 4285 | build_rfft2d, |
| 4286 | TosaTensorGen.tgRFFT2d, |
| 4287 | TosaTensorValuesGen.tvgDefault, |
| 4288 | TosaArgGen.agNone, |
| 4289 | ), |
| 4290 | "types": [DType.FP32], |
| 4291 | "error_if_validators": ( |
| 4292 | TosaErrorValidator.evWrongInputType, |
| 4293 | TosaErrorValidator.evWrongOutputType, |
| 4294 | TosaErrorValidator.evWrongInputList, |
| 4295 | TosaErrorValidator.evWrongOutputList, |
| 4296 | TosaErrorValidator.evWrongRank, |
| 4297 | TosaErrorValidator.evBatchMismatch, |
| 4298 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4299 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4300 | ), |
| 4301 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4302 | } |
| 4303 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4304 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4305 | class OutputShaper: |
| 4306 | # Methods in this class compute the expected output shape and datatype |
| 4307 | # for common classes of operations |
| 4308 | def __init__(self): |
| 4309 | pass |
| 4310 | |
| 4311 | # These methods return arguments that can be used for |
| 4312 | # creating a new output tensor |
| 4313 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4314 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4315 | if error_name != ErrorIf.RankMismatch: |
| 4316 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4317 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4318 | |
| 4319 | shape = [] |
| 4320 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4321 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4322 | shape.append(b.shape[i]) |
| 4323 | else: |
| 4324 | shape.append(a.shape[i]) |
| 4325 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4326 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4327 | if error_name == ErrorIf.DimensionMismatch: |
| 4328 | shape[fuzz_idx] += 1 |
| 4329 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4330 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4331 | all_dtypes = [ |
| 4332 | DType.INT8, |
| 4333 | DType.INT16, |
| 4334 | DType.INT32, |
| 4335 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4336 | DType.FP16, |
| 4337 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4338 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4339 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4340 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4341 | outputDType = rng.choice(wrong_dtypes) |
| 4342 | else: |
| 4343 | outputDType = a.dtype |
| 4344 | |
| 4345 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4346 | |
| 4347 | @staticmethod |
| 4348 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4349 | assert len(a.shape) == len(b.shape) |
| 4350 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4351 | |
| 4352 | shape = [] |
| 4353 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4354 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4355 | shape.append(a.shape[i]) |
| 4356 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4357 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4358 | |
| 4359 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4360 | def unaryOp(ser, rng, a, error_name=None): |
| 4361 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4362 | all_dtypes = [ |
| 4363 | DType.INT8, |
| 4364 | DType.INT16, |
| 4365 | DType.INT32, |
| 4366 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4367 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4368 | DType.FP16, |
| 4369 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4370 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4371 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4372 | outputDType = rng.choice(wrong_dtypes) |
| 4373 | else: |
| 4374 | outputDType = a.dtype |
| 4375 | |
| 4376 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4377 | |
| 4378 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4379 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4380 | if error_name != ErrorIf.RankMismatch: |
| 4381 | assert len(a.shape) == len(b.shape) and len(a.shape) == len(cond.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4382 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4383 | |
| 4384 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4385 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4386 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4387 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4388 | else: |
| 4389 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4390 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4391 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4392 | if error_name == ErrorIf.DimensionMismatch: |
| 4393 | shape[fuzz_idx] += 1 |
| 4394 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4395 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4396 | all_dtypes = [ |
| 4397 | DType.INT8, |
| 4398 | DType.INT16, |
| 4399 | DType.INT32, |
| 4400 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4401 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4402 | DType.FP16, |
| 4403 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4404 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4405 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4406 | outputDType = rng.choice(wrong_dtypes) |
| 4407 | else: |
| 4408 | outputDType = a.dtype |
| 4409 | |
| 4410 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4411 | |
| 4412 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4413 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4414 | if error_name != ErrorIf.RankMismatch: |
| 4415 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4416 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4417 | |
| 4418 | # Do broadcast |
| 4419 | shape = [] |
| 4420 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4421 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4422 | shape.append(b.shape[i]) |
| 4423 | else: |
| 4424 | shape.append(a.shape[i]) |
| 4425 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4426 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4427 | if error_name == ErrorIf.DimensionMismatch: |
| 4428 | shape[fuzz_idx] += 1 |
| 4429 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4430 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4431 | wrong_dtypes = [ |
| 4432 | DType.INT8, |
| 4433 | DType.INT16, |
| 4434 | DType.INT32, |
| 4435 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4436 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4437 | DType.FP16, |
| 4438 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4439 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4440 | outputDType = rng.choice(wrong_dtypes) |
| 4441 | else: |
| 4442 | outputDType = DType.BOOL |
| 4443 | |
| 4444 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4445 | |
| 4446 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4447 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4448 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4449 | if error_name not in [ |
| 4450 | ErrorIf.AxisSmallerZero, |
| 4451 | ErrorIf.AxisLargerRank, |
| 4452 | ErrorIf.ShapeOfAxisNotOne, |
| 4453 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4454 | shape[axis] = 1 |
| 4455 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4456 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4457 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4458 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4459 | all_dtypes = [ |
| 4460 | DType.INT8, |
| 4461 | DType.INT16, |
| 4462 | DType.INT32, |
| 4463 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4464 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4465 | DType.FP16, |
| 4466 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4467 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4468 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4469 | outputDType = rng.choice(wrong_dtypes) |
| 4470 | else: |
| 4471 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4472 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4473 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4474 | |
| 4475 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4476 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4477 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4478 | |
| 4479 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4480 | del shape[axis] |
| 4481 | |
| 4482 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4483 | remove = rng.choice([True, False]) |
| 4484 | if remove and len(shape) > 1: |
| 4485 | del shape[0] |
| 4486 | else: |
| 4487 | shape.append(1) |
| 4488 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4489 | for i in range(len(shape)): |
| 4490 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4491 | |
| 4492 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4493 | all_dtypes = [ |
| 4494 | DType.INT8, |
| 4495 | DType.INT16, |
| 4496 | DType.INT32, |
| 4497 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4498 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4499 | DType.FP16, |
| 4500 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4501 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4502 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4503 | outputDType = rng.choice(wrong_dtypes) |
| 4504 | else: |
| 4505 | outputDType = DType.INT32 |
| 4506 | |
| 4507 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4508 | |
| 4509 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4510 | def conv2dOp( |
| 4511 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4512 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4513 | |
| 4514 | # IFM: NHWC |
| 4515 | # Filter: OHWI |
| 4516 | # OFM: NHWC |
| 4517 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4518 | h = ( |
| 4519 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4520 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4521 | + padding[0] |
| 4522 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4523 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4524 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4525 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4526 | w = ( |
| 4527 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4528 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4529 | + padding[2] |
| 4530 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4531 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4532 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4533 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4534 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4535 | choices = [1, 2, 3] |
| 4536 | change = rng.choice(choices) |
| 4537 | # increment in multiples of stride to not hit non-integer error case |
| 4538 | if change in [1, 3]: |
| 4539 | h = h + (rng.choice(choices) * strides[0]) |
| 4540 | if change in [2, 3]: |
| 4541 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4542 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4543 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4544 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4545 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4546 | # Pick some potentially correct output dtype if input type is incorrect |
| 4547 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4548 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4549 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4550 | |
| 4551 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4552 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4553 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4554 | else: |
| 4555 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 4556 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4557 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4558 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4559 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4560 | |
| 4561 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4562 | def conv3dOp( |
| 4563 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4564 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4565 | |
| 4566 | # IFM: NDHWC |
| 4567 | # Filter: ODHWI |
| 4568 | # OFM: NDHWC |
| 4569 | |
| 4570 | d = ( |
| 4571 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4572 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4573 | + padding[0] |
| 4574 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4575 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4576 | ) // strides[0] + 1 |
| 4577 | |
| 4578 | h = ( |
| 4579 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4580 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4581 | + padding[2] |
| 4582 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4583 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4584 | ) // strides[1] + 1 |
| 4585 | |
| 4586 | w = ( |
| 4587 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4588 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4589 | + padding[4] |
| 4590 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4591 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4592 | ) // strides[2] + 1 |
| 4593 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4594 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4595 | choices = [1, 2, 3, 4] |
| 4596 | change = rng.choice(choices) |
| 4597 | # increment in multiples of stride to not hit non-integer error case |
| 4598 | if change in [1, 4]: |
| 4599 | d = d + (rng.choice(choices) * strides[0]) |
| 4600 | if change in [2, 4]: |
| 4601 | h = h + (rng.choice(choices) * strides[1]) |
| 4602 | if change in [3, 4]: |
| 4603 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4604 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4605 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4606 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4607 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4608 | # Pick some potentially correct output dtype if input type is incorrect |
| 4609 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4610 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4611 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4612 | |
| 4613 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4614 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4615 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4616 | else: |
| 4617 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 4618 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4619 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4620 | |
| 4621 | return ser.addOutput(ofm_shape, out_dtype) |
| 4622 | |
| 4623 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4624 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4625 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4626 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4627 | # IFM: NHWC |
| 4628 | # Filter: HWCM |
| 4629 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4630 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4631 | h = ( |
| 4632 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4633 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4634 | + padding[0] |
| 4635 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4636 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4637 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4638 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4639 | w = ( |
| 4640 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4641 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4642 | + padding[2] |
| 4643 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4644 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4645 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4646 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4647 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4648 | choices = [1, 2, 3] |
| 4649 | change = rng.choice(choices) |
| 4650 | # increment in multiples of stride to not hit non-integer error case |
| 4651 | if change in [1, 3]: |
| 4652 | h = h + (rng.choice(choices) * strides[0]) |
| 4653 | if change in [2, 3]: |
| 4654 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4655 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4656 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4657 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4658 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4659 | # Pick some potentially correct output dtype if input type is incorrect |
| 4660 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4661 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4662 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4663 | |
| 4664 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4665 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4666 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4667 | else: |
| 4668 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 4669 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4670 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4671 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4672 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4673 | |
| 4674 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4675 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4676 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4677 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4678 | # If an incorrect stride is used set dimensions to 1, test is invalid anyway. |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4679 | h = 1 |
| 4680 | w = 1 |
| 4681 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4682 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4683 | w = (ifm.shape[2] + pad[2] + pad[3] - kernel[1]) // stride[1] + 1 |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4684 | |
| 4685 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4686 | choices = [1, 2, 3] |
| 4687 | change = rng.choice(choices) |
| 4688 | # increment in multiples of stride to not hit non-integer error case |
| 4689 | if change in [1, 3]: |
| 4690 | h = h + (rng.choice(choices) * stride[0]) |
| 4691 | if change in [2, 3]: |
| 4692 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4693 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4694 | |
| 4695 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4696 | all_dtypes = [ |
| 4697 | DType.INT8, |
| 4698 | DType.INT16, |
| 4699 | DType.INT32, |
| 4700 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4701 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4702 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4703 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4704 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4705 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4706 | outputDType = rng.choice(wrong_dtypes) |
| 4707 | else: |
| 4708 | outputDType = ifm.dtype |
| 4709 | |
| 4710 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4711 | |
| 4712 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4713 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4714 | # input: N, IC |
| 4715 | # filter: OC, IC |
| 4716 | # output: N, OC |
| 4717 | |
| 4718 | output_shape = [input.shape[0], filter.shape[0]] |
| 4719 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4720 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4721 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4722 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4723 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4724 | |
| 4725 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4726 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4727 | # a: N, H, C |
| 4728 | # b: N, C, W |
| 4729 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4730 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4731 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4732 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4733 | if error_name == ErrorIf.WrongOutputType: |
| 4734 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4735 | incorrect_types = ( |
| 4736 | DType.INT4, |
| 4737 | DType.INT8, |
| 4738 | DType.INT16, |
| 4739 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4740 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4741 | DType.FP16, |
| 4742 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4743 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4744 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4745 | incorrect_types = ( |
| 4746 | DType.INT4, |
| 4747 | DType.INT8, |
| 4748 | DType.INT16, |
| 4749 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4750 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4751 | DType.FP16, |
| 4752 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4753 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4754 | elif ( |
| 4755 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 4756 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4757 | incorrect_types = ( |
| 4758 | DType.INT4, |
| 4759 | DType.INT8, |
| 4760 | DType.INT16, |
| 4761 | DType.INT32, |
| 4762 | DType.INT48, |
| 4763 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4764 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4765 | elif error_name == ErrorIf.WrongInputType: |
| 4766 | # Pick some potentially correct output dtype if input type is incorrect |
| 4767 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4768 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4769 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4770 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4771 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4772 | |
| 4773 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4774 | def concatOp(ser, rng, axis, *a, error_name=None): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4775 | input1 = a[0] |
| 4776 | remaining_inputs = a[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4777 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4778 | # calculate the output shape, if possible, otherwise just use the first input shape |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4779 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4780 | if not ( |
| 4781 | # unable to concat tensors of different ranks |
| 4782 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4783 | # unable to concat tensors along an invalid axis |
| 4784 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4785 | ): |
| 4786 | for tensor in remaining_inputs: |
| 4787 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4788 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4789 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4790 | output_shape[axis] += rng.integers(5, 10) |
| 4791 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4792 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4793 | all_dtypes = { |
| 4794 | DType.INT8, |
| 4795 | DType.INT16, |
| 4796 | DType.INT32, |
| 4797 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4798 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4799 | DType.FP16, |
| 4800 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4801 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4802 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 4803 | outputDType = rng.choice(wrong_dtypes) |
| 4804 | else: |
| 4805 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4806 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4807 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4808 | |
| 4809 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4810 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4811 | |
| 4812 | output_shape = a.shape.copy() |
| 4813 | |
| 4814 | for i in range(len(output_shape)): |
| 4815 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 4816 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4817 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 4818 | bad_dim = rng.choice(range(len(output_shape))) |
| 4819 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4820 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 4821 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4822 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4823 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4824 | all_dtypes = [ |
| 4825 | DType.INT8, |
| 4826 | DType.INT16, |
| 4827 | DType.INT32, |
| 4828 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4829 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4830 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4831 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4832 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4833 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4834 | outputDType = rng.choice(wrong_dtypes) |
| 4835 | else: |
| 4836 | outputDType = a.dtype |
| 4837 | |
| 4838 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4839 | |
| 4840 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4841 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 7935972 | 2023-08-31 18:17:38 +0000 | [diff] [blame] | 4842 | output_shape = [] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4843 | |
| 4844 | if error_name == ErrorIf.WrongOutputType: |
| 4845 | all_dtypes = [ |
| 4846 | DType.INT8, |
| 4847 | DType.INT16, |
| 4848 | DType.INT32, |
| 4849 | DType.INT48, |
| 4850 | DType.FP32, |
| 4851 | DType.FP16, |
| 4852 | DType.BF16, |
| 4853 | ] |
| 4854 | wrong_dtypes = list(set(all_dtypes)) |
| 4855 | outputDType = rng.choice(wrong_dtypes) |
| 4856 | else: |
| 4857 | outputDType = DType.SHAPE |
| 4858 | |
| 4859 | return ser.addOutput(output_shape, outputDType) |
| 4860 | |
| 4861 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4862 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4863 | output_shape = shape.copy() |
| 4864 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4865 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4866 | for i in range(len(output_shape)): |
| 4867 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 4868 | |
| 4869 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4870 | all_dtypes = [ |
| 4871 | DType.INT8, |
| 4872 | DType.INT16, |
| 4873 | DType.INT32, |
| 4874 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4875 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4876 | DType.FP16, |
| 4877 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4878 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4879 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4880 | outputDType = rng.choice(wrong_dtypes) |
| 4881 | else: |
| 4882 | outputDType = a.dtype |
| 4883 | |
| 4884 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4885 | |
| 4886 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4887 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4888 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4889 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4890 | all_dtypes = [ |
| 4891 | DType.INT8, |
| 4892 | DType.INT16, |
| 4893 | DType.INT32, |
| 4894 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4895 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4896 | DType.FP16, |
| 4897 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4898 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4899 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4900 | outputDType = rng.choice(wrong_dtypes) |
| 4901 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4902 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4903 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4904 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4905 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4906 | for index in range(len(output_shape)): |
| 4907 | if output_shape[index] <= 2: |
| 4908 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 4909 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4910 | output_shape[index] = output_shape[index] + rng.choice( |
| 4911 | [-2, -1, 1, 2] |
| 4912 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4913 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 4914 | output_shape = input.shape.copy() |
| 4915 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 4916 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4917 | |
| 4918 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4919 | |
| 4920 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4921 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4922 | |
| 4923 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4924 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4925 | |
| 4926 | for i in range(len(output_shape)): |
| 4927 | output_shape[i] = a.shape[i] * multiples[i] |
| 4928 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4929 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 4930 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4931 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4932 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4933 | all_dtypes = [ |
| 4934 | DType.INT8, |
| 4935 | DType.INT16, |
| 4936 | DType.INT32, |
| 4937 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4938 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4939 | DType.FP16, |
| 4940 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4941 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4942 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4943 | outputDType = rng.choice(wrong_dtypes) |
| 4944 | else: |
| 4945 | outputDType = a.dtype |
| 4946 | |
| 4947 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4948 | |
| 4949 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4950 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4951 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4952 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4953 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4954 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4955 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4956 | for i in range(len(output_shape)): |
| 4957 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4958 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4959 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4960 | for i in range(len(output_shape)): |
| 4961 | output_shape[i] += rng.integers(1, 10) |
| 4962 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 4963 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4964 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4965 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4966 | all_dtypes = [ |
| 4967 | DType.INT8, |
| 4968 | DType.INT16, |
| 4969 | DType.INT32, |
| 4970 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4971 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4972 | DType.FP16, |
| 4973 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4974 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4975 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4976 | outputDType = rng.choice(wrong_dtypes) |
| 4977 | else: |
| 4978 | outputDType = a.dtype |
| 4979 | |
| 4980 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4981 | |
| 4982 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4983 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4984 | if error_name != ErrorIf.WrongRank: |
| 4985 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4986 | assert len(indices.shape) == 2 |
| 4987 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4988 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4989 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 4990 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4991 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4992 | all_dtypes = [ |
| 4993 | DType.INT8, |
| 4994 | DType.INT16, |
| 4995 | DType.INT32, |
| 4996 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4997 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4998 | DType.FP16, |
| 4999 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5000 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5001 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5002 | outputDType = rng.choice(wrong_dtypes) |
| 5003 | else: |
| 5004 | outputDType = values.dtype |
| 5005 | |
| 5006 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5007 | |
| 5008 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5009 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5010 | if error_name != ErrorIf.WrongRank: |
| 5011 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5012 | assert len(indices.shape) == 2 |
| 5013 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5014 | assert values_in.shape[0] == indices.shape[0] # N |
| 5015 | assert input.shape[1] == indices.shape[1] # W |
| 5016 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5017 | |
| 5018 | output_shape = values_in.shape |
| 5019 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5020 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5021 | all_dtypes = [ |
| 5022 | DType.INT8, |
| 5023 | DType.INT16, |
| 5024 | DType.INT32, |
| 5025 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5026 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5027 | DType.FP16, |
| 5028 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5029 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5030 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5031 | outputDType = rng.choice(wrong_dtypes) |
| 5032 | else: |
| 5033 | outputDType = values_in.dtype |
| 5034 | |
| 5035 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5036 | |
| 5037 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5038 | def tableOp(ser, rng, input, error_name=None): |
| 5039 | # Same shape as the input, dtype dependent on input dtype |
| 5040 | if error_name != ErrorIf.WrongInputType: |
| 5041 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5042 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5043 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5044 | wrong_dtypes = [ |
| 5045 | DType.INT8, |
| 5046 | DType.INT16, |
| 5047 | DType.INT32, |
| 5048 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5049 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5050 | DType.FP16, |
| 5051 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5052 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5053 | wrong_dtypes.remove(output_dtype) |
| 5054 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5055 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5056 | |
| 5057 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5058 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5059 | serializer, |
| 5060 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5061 | input, |
| 5062 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5063 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5064 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5065 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5066 | input_dtype, |
| 5067 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5068 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5069 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5070 | # Calculate OH, OW |
| 5071 | scale_y_n = scale[0] |
| 5072 | scale_y_d = scale[1] |
| 5073 | scale_x_n = scale[2] |
| 5074 | scale_x_d = scale[3] |
| 5075 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5076 | scale_y_n = max(scale_y_n, 1) |
| 5077 | scale_y_d = max(scale_y_d, 1) |
| 5078 | scale_x_n = max(scale_x_n, 1) |
| 5079 | scale_x_d = max(scale_x_d, 1) |
| 5080 | |
| 5081 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5082 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5083 | |
| 5084 | if error_name is not None: |
| 5085 | # Make sure the output tensor is valid, which can occur when |
| 5086 | # scale, offset or border have been changed for ERROR_IFs |
| 5087 | oh = max(oh, 1) |
| 5088 | ow = max(ow, 1) |
| 5089 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 5090 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5091 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5092 | |
| 5093 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5094 | choices = [1, 2, 3] |
| 5095 | change = rng.choice(choices) |
| 5096 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5097 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 5098 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5099 | oh -= scale_y_d |
| 5100 | assert oh > 0 # Should have been caught in agResize |
| 5101 | else: |
| 5102 | oh += scale_y_d |
| 5103 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 5104 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5105 | ow -= scale_x_d |
| 5106 | assert ow > 0 # Should have been caught in agResize |
| 5107 | else: |
| 5108 | ow += scale_x_d |
| 5109 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5110 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5111 | output_dims = [ |
| 5112 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5113 | oh, |
| 5114 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5115 | input.shape[0], |
| 5116 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5117 | elif error_name == ErrorIf.BatchMismatch: |
| 5118 | output_dims = [ |
| 5119 | input.shape[0] + rng.integers(1, 10), |
| 5120 | oh, |
| 5121 | ow, |
| 5122 | input.shape[3], |
| 5123 | ] |
| 5124 | elif error_name == ErrorIf.ChannelMismatch: |
| 5125 | output_dims = [ |
| 5126 | input.shape[0], |
| 5127 | oh, |
| 5128 | ow, |
| 5129 | input.shape[3] + rng.integers(1, 10), |
| 5130 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5131 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5132 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5133 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5134 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5135 | |
| 5136 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5137 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5138 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5139 | |
| 5140 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5141 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5142 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5143 | choices = [1, 2, 3] |
| 5144 | change = rng.choice(choices) |
| 5145 | if change in [1, 3]: |
| 5146 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5147 | if change in [2, 3]: |
| 5148 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5149 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5150 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5151 | # Pick some potentially correct output dtype if input type is incorrect |
| 5152 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5153 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5154 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5155 | |
| 5156 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5157 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5158 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5159 | else: |
| 5160 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 5161 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5162 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5163 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5164 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5165 | |
| 5166 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5167 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5168 | outputs = [] |
| 5169 | |
| 5170 | assert ifm1.dtype == ifm2.dtype |
| 5171 | input_dtype = ifm1.dtype |
| 5172 | |
| 5173 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5174 | assert ifm1.shape == ifm2.shape |
| 5175 | |
| 5176 | input_shape = ifm1.shape |
| 5177 | if error_name != ErrorIf.WrongRank: |
| 5178 | assert len(input_shape) == 3 |
| 5179 | |
| 5180 | output_shape = input_shape.copy() |
| 5181 | output_dtype = input_dtype |
| 5182 | |
| 5183 | if error_name == ErrorIf.WrongOutputType: |
| 5184 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 5185 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5186 | output_dtype = rng.choice(wrong_dtypes) |
| 5187 | elif error_name == ErrorIf.BatchMismatch: |
| 5188 | output_shape[0] += rng.integers(1, 10) |
| 5189 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5190 | modify_dim = rng.choice([1, 2]) |
| 5191 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5192 | |
| 5193 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5194 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5195 | return outputs |
| 5196 | |
| 5197 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5198 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5199 | outputs = [] |
| 5200 | |
| 5201 | input_shape = value.shape |
| 5202 | if error_name != ErrorIf.WrongRank: |
| 5203 | assert len(input_shape) == 3 |
| 5204 | |
| 5205 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5206 | |
| 5207 | output_dtype = value.dtype |
| 5208 | if error_name == ErrorIf.WrongOutputType: |
| 5209 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame^] | 5210 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5211 | output_dtype = rng.choice(wrong_dtypes) |
| 5212 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5213 | output_shape[0] += rng.integers(1, 10) |
| 5214 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5215 | modify_dim = rng.choice([1, 2]) |
| 5216 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5217 | |
| 5218 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5219 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5220 | return outputs |