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): |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 285 | if errorName or not gtu.dtypeIsFloat(outputTensor.dtype): |
| 286 | # No compliance for error tests or integer tests currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 287 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 288 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 289 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 290 | compliance_tens = { |
| 291 | "mode": None, |
| 292 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 293 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 294 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 295 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 296 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 297 | compliance_tens["dot_product_info"] = { |
| 298 | "s": argsDict["s"], |
| 299 | "ks": argsDict["ks"], |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 300 | } |
| 301 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 302 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 303 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 304 | mode = gtu.ComplianceMode.ULP |
| 305 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
| 306 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 307 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 308 | elif op["op"] in (Op.ADD, Op.MUL, Op.SUB, Op.CEIL, Op.FLOOR, Op.CAST): |
| 309 | mode = gtu.ComplianceMode.ROUND |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 310 | else: |
| 311 | mode = gtu.ComplianceMode.EXACT |
| 312 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 313 | |
| 314 | return compliance_tens |
| 315 | |
| 316 | # Build Op functions |
| 317 | # Create the output tensor (calling OutputShaper as needed) |
| 318 | # Do final tweaks to attributes (if necessary for errorIf) |
| 319 | # Add Op into graph |
| 320 | # Return resulting tensor information or BuildInfo |
| 321 | |
| 322 | class BuildInfo: |
| 323 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 324 | |
| 325 | def __init__(self, resultTensor, complianceDict): |
| 326 | self.resultTensor = resultTensor |
| 327 | self.complianceDict = complianceDict |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 328 | |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 329 | def build_unary(self, op, a, validator_fcns=None, error_name=None, qinfo=None): |
| 330 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 331 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 332 | # build_placeholder returns an int, ABS/other ops does not |
| 333 | if isinstance(op, int): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 334 | self.ser.addOperator(op, a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 335 | return result_tens |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 336 | elif op["op"] == Op.IDENTITY: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 337 | self.ser.addOperator(op["op"], a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 338 | return result_tens |
| 339 | |
| 340 | # Ensure new output type has correct qinfo |
| 341 | if error_name == ErrorIf.WrongOutputType: |
| 342 | if result_tens.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 343 | qinfo = [ |
| 344 | TosaQuantGen.getZeroPoint(self, a.dtype), |
| 345 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 346 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 347 | |
| 348 | # Invalidate Input/Output list for error if checks. |
| 349 | input_list = [a.name] |
| 350 | output_list = [result_tens.name] |
| 351 | pCount, cCount = op["operands"] |
| 352 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 353 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 354 | self, error_name, input_list, output_list |
| 355 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 356 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 357 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 358 | self.ser, |
| 359 | validator_fcns, |
| 360 | error_name, |
| 361 | op=op, |
| 362 | input_dtype=a.dtype, |
| 363 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 364 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 365 | result_tensors=[result_tens], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 366 | input_list=input_list, |
| 367 | output_list=output_list, |
| 368 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 369 | ): |
| 370 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 371 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 372 | attr = None |
| 373 | if op["op"] == Op.NEGATE: |
| 374 | attr = ts.TosaSerializerAttribute() |
| 375 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 376 | |
| 377 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 378 | return result_tens |
| 379 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 380 | 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] | 381 | result_tens = OutputShaper.binaryBroadcastOp( |
| 382 | self.ser, self.rng, a, b, error_name |
| 383 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 384 | |
| 385 | # Invalidate Input/Output list for error if checks. |
| 386 | input_list = [a.name, b.name] |
| 387 | output_list = [result_tens.name] |
| 388 | pCount, cCount = op["operands"] |
| 389 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 390 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 391 | self, error_name, input_list, output_list |
| 392 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 393 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 394 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 395 | self.ser, |
| 396 | validator_fcns, |
| 397 | error_name, |
| 398 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 399 | input1=a, |
| 400 | input2=b, |
| 401 | input_dtype=a.dtype, |
| 402 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 403 | result_tensors=[result_tens], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 404 | input_list=input_list, |
| 405 | output_list=output_list, |
| 406 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 407 | ): |
| 408 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 409 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 410 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 411 | return result_tens |
| 412 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 413 | 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] | 414 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 415 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 416 | return result_tens |
| 417 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 418 | def build_arithmetic_right_shift( |
| 419 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 420 | ): |
| 421 | result_tens = OutputShaper.binaryBroadcastOp( |
| 422 | self.ser, self.rng, a, b, error_name |
| 423 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 424 | |
| 425 | # Invalidate Input/Output list for error if checks. |
| 426 | input_list = [a.name, b.name] |
| 427 | output_list = [result_tens.name] |
| 428 | pCount, cCount = op["operands"] |
| 429 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 430 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 431 | self, error_name, input_list, output_list |
| 432 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 433 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 434 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 435 | self.ser, |
| 436 | validator_fcns, |
| 437 | error_name, |
| 438 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 439 | input1=a, |
| 440 | input2=b, |
| 441 | input_dtype=a.dtype, |
| 442 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 443 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 444 | input_list=input_list, |
| 445 | output_list=output_list, |
| 446 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 447 | ): |
| 448 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 449 | |
| 450 | attr = ts.TosaSerializerAttribute() |
| 451 | attr.ArithmeticRightShiftAttribute(round) |
| 452 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 453 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 454 | return result_tens |
| 455 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 456 | 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] | 457 | result_tens = OutputShaper.binaryBroadcastOp( |
| 458 | self.ser, self.rng, a, b, error_name |
| 459 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 460 | |
| 461 | # Special for multiply: |
| 462 | # Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 463 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 464 | result_tens.setDtype(DType.INT32) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 465 | if error_name == ErrorIf.WrongOutputType: |
| 466 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 467 | outputDType = self.rng.choice(all_dtypes) |
| 468 | result_tens.setDtype(outputDType) |
| 469 | |
| 470 | # Invalidate Input/Output list for error if checks. |
| 471 | input_list = [a.name, b.name] |
| 472 | output_list = [result_tens.name] |
| 473 | pCount, cCount = op["operands"] |
| 474 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 475 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 476 | self, error_name, input_list, output_list |
| 477 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 478 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 479 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 480 | self.ser, |
| 481 | validator_fcns, |
| 482 | error_name, |
| 483 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 484 | input1=a, |
| 485 | input2=b, |
| 486 | input_dtype=a.dtype, |
| 487 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 488 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 489 | input_list=input_list, |
| 490 | output_list=output_list, |
| 491 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 492 | ): |
| 493 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 494 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 495 | attr = ts.TosaSerializerAttribute() |
| 496 | attr.MulAttribute(shift) |
| 497 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 498 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 499 | return result_tens |
| 500 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 501 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 502 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 503 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 504 | attr = ts.TosaSerializerAttribute() |
| 505 | attr.TableAttribute(table) |
| 506 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 507 | # Invalidate Input/Output list for error if checks. |
| 508 | input_list = [a.name] |
| 509 | output_list = [result_tens.name] |
| 510 | pCount, cCount = op["operands"] |
| 511 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 512 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 513 | self, error_name, input_list, output_list |
| 514 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 515 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 516 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 517 | self.ser, |
| 518 | validator_fcns, |
| 519 | error_name, |
| 520 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 521 | input_shape=a.shape, |
| 522 | input_dtype=a.dtype, |
| 523 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 524 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 525 | input_list=input_list, |
| 526 | output_list=output_list, |
| 527 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 528 | ): |
| 529 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 530 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 531 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 532 | |
| 533 | return result_tens |
| 534 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 535 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 536 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 537 | |
| 538 | # Invalidate Input/Output list for error if checks. |
| 539 | input_list = [cond.name, a.name, b.name] |
| 540 | output_list = [result_tens.name] |
| 541 | pCount, cCount = op["operands"] |
| 542 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 543 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 544 | self, error_name, input_list, output_list |
| 545 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 546 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 547 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 548 | self.ser, |
| 549 | validator_fcns, |
| 550 | error_name, |
| 551 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 552 | input1=cond, |
| 553 | input2=a, |
| 554 | input3=b, |
| 555 | input_shape=a.shape, |
| 556 | input_dtype=a.dtype, |
| 557 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 558 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 559 | input_list=input_list, |
| 560 | output_list=output_list, |
| 561 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 562 | ): |
| 563 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 564 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 565 | self.ser.addOperator( |
| 566 | op["op"], |
| 567 | input_list, |
| 568 | output_list, |
| 569 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 570 | return result_tens |
| 571 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 572 | 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] | 573 | result_tens = OutputShaper.binaryComparisonOp( |
| 574 | self.ser, self.rng, a, b, error_name |
| 575 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 576 | |
| 577 | # Invalidate Input/Output list for error if checks. |
| 578 | input_list = [a.name, b.name] |
| 579 | output_list = [result_tens.name] |
| 580 | pCount, cCount = op["operands"] |
| 581 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 582 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 583 | self, error_name, input_list, output_list |
| 584 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 585 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 586 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 587 | self.ser, |
| 588 | validator_fcns, |
| 589 | error_name, |
| 590 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 591 | input1=a, |
| 592 | input2=b, |
| 593 | input_shape=a.shape, |
| 594 | input_dtype=a.dtype, |
| 595 | output_shape=result_tens.shape, |
| 596 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 597 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 598 | input_list=input_list, |
| 599 | output_list=output_list, |
| 600 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 601 | ): |
| 602 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 603 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 604 | self.ser.addOperator( |
| 605 | op["op"], |
| 606 | input_list, |
| 607 | output_list, |
| 608 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 609 | return result_tens |
| 610 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 611 | def build_argmax(self, op, a, axis, validator_fcns, error_name): |
| 612 | result_tens = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
| 613 | |
| 614 | # Invalidate Input/Output list for error if checks. |
| 615 | input_list = [a.name] |
| 616 | output_list = [result_tens.name] |
| 617 | pCount, cCount = op["operands"] |
| 618 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 619 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 620 | self, error_name, input_list, output_list |
| 621 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 622 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 623 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 624 | self.ser, |
| 625 | validator_fcns, |
| 626 | error_name, |
| 627 | op=op, |
| 628 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 629 | input_shape=a.shape, |
| 630 | input_dtype=a.dtype, |
| 631 | output_shape=result_tens.shape, |
| 632 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 633 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 634 | input_list=input_list, |
| 635 | output_list=output_list, |
| 636 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 637 | ): |
| 638 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 639 | |
| 640 | attr = ts.TosaSerializerAttribute() |
| 641 | attr.AxisAttribute(axis) |
| 642 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 643 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 644 | return result_tens |
| 645 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 646 | def build_pool2d( |
| 647 | self, |
| 648 | op, |
| 649 | input, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 650 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 651 | stride, |
| 652 | pad, |
| 653 | kernel, |
| 654 | validator_fcns=None, |
| 655 | error_name=None, |
| 656 | qinfo=None, |
| 657 | ): |
| 658 | result_tens = OutputShaper.pool2dOp( |
| 659 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 660 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 661 | |
| 662 | # Ensure new output type has correct qinfo |
| 663 | if error_name == ErrorIf.WrongInputType: |
| 664 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 665 | qinfo = [ |
| 666 | TosaQuantGen.getZeroPoint(self, input.dtype), |
| 667 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 668 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 669 | |
| 670 | # Invalidate Input/Output list for error if checks. |
| 671 | input_list = [input.name] |
| 672 | output_list = [result_tens.name] |
| 673 | pCount, cCount = op["operands"] |
| 674 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 675 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 676 | self, error_name, input_list, output_list |
| 677 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 678 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 679 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 680 | self.ser, |
| 681 | validator_fcns, |
| 682 | error_name, |
| 683 | op=op, |
| 684 | input_shape=input.shape, |
| 685 | input_dtype=input.dtype, |
| 686 | output_shape=result_tens.shape, |
| 687 | output_dtype=result_tens.dtype, |
| 688 | kernel=kernel, |
| 689 | stride=stride, |
| 690 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 691 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 692 | result_tensors=[result_tens], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 693 | input_list=input_list, |
| 694 | output_list=output_list, |
| 695 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 696 | ): |
| 697 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 698 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 699 | if qinfo is None: |
| 700 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 701 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 702 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 703 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 704 | |
| 705 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 706 | return result_tens |
| 707 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 708 | def build_maxpool2d( |
| 709 | self, |
| 710 | op, |
| 711 | input, |
| 712 | stride, |
| 713 | pad, |
| 714 | kernel, |
| 715 | validator_fcns=None, |
| 716 | error_name=None, |
| 717 | qinfo=None, |
| 718 | ): |
| 719 | # Same as build_pool2d but manually sets accum_dtype value |
| 720 | # (maxpool has no accum_dtype) |
| 721 | return self.build_pool2d( |
| 722 | op, |
| 723 | input, |
| 724 | DType.UNKNOWN, |
| 725 | stride, |
| 726 | pad, |
| 727 | kernel, |
| 728 | validator_fcns, |
| 729 | error_name, |
| 730 | qinfo, |
| 731 | ) |
| 732 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 733 | def build_conv2d( |
| 734 | self, |
| 735 | op, |
| 736 | ifm, |
| 737 | filter, |
| 738 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 739 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 740 | strides, |
| 741 | padding, |
| 742 | dilations, |
| 743 | validator_fcns=None, |
| 744 | error_name=None, |
| 745 | qinfo=None, |
| 746 | ): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 747 | assert len(padding) == 4 |
| 748 | result_tens = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 749 | self.ser, |
| 750 | self.rng, |
| 751 | ifm, |
| 752 | filter, |
| 753 | accum_dtype, |
| 754 | strides, |
| 755 | padding, |
| 756 | dilations, |
| 757 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 758 | ) |
| 759 | |
| 760 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 761 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 762 | DType.INT8, |
| 763 | DType.UINT8, |
| 764 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 765 | qinfo = [ |
| 766 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 767 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 768 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 769 | |
| 770 | # Invalidate Input/Output list for error_if checks. |
| 771 | input_list = [ifm.name, filter.name, bias.name] |
| 772 | output_list = [result_tens.name] |
| 773 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 774 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 775 | self, error_name, input_list, output_list |
| 776 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 777 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 778 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 779 | self.ser, |
| 780 | validator_fcns, |
| 781 | error_name, |
| 782 | op=op, |
| 783 | input_dtype=ifm.dtype, |
| 784 | weight_dtype=filter.dtype, |
| 785 | output_dtype=result_tens.dtype, |
| 786 | qinfo=qinfo, |
| 787 | input_list=input_list, |
| 788 | num_operands=num_operands, |
| 789 | output_list=output_list, |
| 790 | pad=padding, |
| 791 | stride=strides, |
| 792 | dilation=dilations, |
| 793 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 794 | weight_shape=filter.shape, |
| 795 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 796 | ): |
| 797 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 798 | |
| 799 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 800 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 801 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 802 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 803 | return result_tens |
| 804 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 805 | def build_conv3d( |
| 806 | self, |
| 807 | op, |
| 808 | ifm, |
| 809 | filter, |
| 810 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 811 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 812 | strides, |
| 813 | padding, |
| 814 | dilations, |
| 815 | validator_fcns=None, |
| 816 | error_name=None, |
| 817 | qinfo=None, |
| 818 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 819 | assert len(padding) == 6 |
| 820 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 821 | self.ser, |
| 822 | self.rng, |
| 823 | ifm, |
| 824 | filter, |
| 825 | accum_dtype, |
| 826 | strides, |
| 827 | padding, |
| 828 | dilations, |
| 829 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 830 | ) |
| 831 | |
| 832 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 833 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 834 | DType.INT8, |
| 835 | DType.UINT8, |
| 836 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 837 | qinfo = [ |
| 838 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 839 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 840 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 841 | |
| 842 | # Invalidate Input/Output list for error_if checks. |
| 843 | input_list = [ifm.name, filter.name, bias.name] |
| 844 | output_list = [result_tens.name] |
| 845 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 846 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 847 | self, error_name, input_list, output_list |
| 848 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 849 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 850 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 851 | self.ser, |
| 852 | validator_fcns, |
| 853 | error_name, |
| 854 | op=op, |
| 855 | input_dtype=ifm.dtype, |
| 856 | weight_dtype=filter.dtype, |
| 857 | output_dtype=result_tens.dtype, |
| 858 | qinfo=qinfo, |
| 859 | input_list=input_list, |
| 860 | num_operands=num_operands, |
| 861 | output_list=output_list, |
| 862 | pad=padding, |
| 863 | stride=strides, |
| 864 | dilation=dilations, |
| 865 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 866 | weight_shape=filter.shape, |
| 867 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 868 | ): |
| 869 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 870 | |
| 871 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 872 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 873 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 874 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 875 | return result_tens |
| 876 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 877 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 878 | self, |
| 879 | op, |
| 880 | ifm, |
| 881 | filter, |
| 882 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 883 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 884 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 885 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 886 | output_shape, |
| 887 | validator_fcns=None, |
| 888 | error_name=None, |
| 889 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 890 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 891 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 892 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 893 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 894 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 895 | |
| 896 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 897 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 898 | DType.INT8, |
| 899 | DType.UINT8, |
| 900 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 901 | qinfo = [ |
| 902 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 903 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 904 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 905 | |
| 906 | # Invalidate Input/Output list for error_if checks. |
| 907 | input_list = [ifm.name, filter.name, bias.name] |
| 908 | output_list = [result_tens.name] |
| 909 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 910 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 911 | self, error_name, input_list, output_list |
| 912 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 913 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 914 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 915 | self.ser, |
| 916 | validator_fcns, |
| 917 | error_name, |
| 918 | op=op, |
| 919 | input_dtype=ifm.dtype, |
| 920 | weight_dtype=filter.dtype, |
| 921 | output_dtype=result_tens.dtype, |
| 922 | qinfo=qinfo, |
| 923 | input_list=input_list, |
| 924 | num_operands=num_operands, |
| 925 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 926 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 927 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 928 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 929 | weight_shape=filter.shape, |
| 930 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 931 | ): |
| 932 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 933 | |
| 934 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 935 | attr.TransposeConvAttribute(out_pad, stride, output_shape, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 936 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 937 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 938 | return result_tens |
| 939 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 940 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 941 | self, |
| 942 | op, |
| 943 | ifm, |
| 944 | filter, |
| 945 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 946 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 947 | strides, |
| 948 | padding, |
| 949 | dilations, |
| 950 | validator_fcns=None, |
| 951 | error_name=None, |
| 952 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 953 | ): |
| 954 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 955 | self.ser, |
| 956 | self.rng, |
| 957 | ifm, |
| 958 | filter, |
| 959 | accum_dtype, |
| 960 | strides, |
| 961 | padding, |
| 962 | dilations, |
| 963 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 964 | ) |
| 965 | |
| 966 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 967 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 968 | DType.INT8, |
| 969 | DType.UINT8, |
| 970 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 971 | qinfo = [ |
| 972 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 973 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 974 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 975 | |
| 976 | # Invalidate Input/Output list for error_if checks. |
| 977 | input_list = [ifm.name, filter.name, bias.name] |
| 978 | output_list = [result_tens.name] |
| 979 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 980 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 981 | self, error_name, input_list, output_list |
| 982 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 983 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 984 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 985 | self.ser, |
| 986 | validator_fcns, |
| 987 | error_name, |
| 988 | op=op, |
| 989 | input_dtype=ifm.dtype, |
| 990 | weight_dtype=filter.dtype, |
| 991 | output_dtype=result_tens.dtype, |
| 992 | qinfo=qinfo, |
| 993 | input_list=input_list, |
| 994 | num_operands=num_operands, |
| 995 | output_list=output_list, |
| 996 | pad=padding, |
| 997 | stride=strides, |
| 998 | dilation=dilations, |
| 999 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1000 | weight_shape=filter.shape, |
| 1001 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1002 | ): |
| 1003 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1004 | |
| 1005 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1006 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1007 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1008 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1009 | return result_tens |
| 1010 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1011 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1012 | self, |
| 1013 | op, |
| 1014 | ifm, |
| 1015 | filter, |
| 1016 | bias, |
| 1017 | accum_dtype, |
| 1018 | validator_fcns=None, |
| 1019 | error_name=None, |
| 1020 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1021 | ): |
| 1022 | result_tens = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1023 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1024 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1025 | |
| 1026 | # Invalidate Input/Output list for error if checks. |
| 1027 | input_list = [ifm.name, filter.name, bias.name] |
| 1028 | output_list = [result_tens.name] |
| 1029 | pCount, cCount = op["operands"] |
| 1030 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1031 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1032 | self, error_name, input_list, output_list |
| 1033 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1034 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1035 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1036 | self.ser, |
| 1037 | validator_fcns, |
| 1038 | error_name, |
| 1039 | op=op, |
| 1040 | input_shape=ifm.shape, |
| 1041 | input_dtype=ifm.dtype, |
| 1042 | weight_dtype=filter.dtype, |
| 1043 | output_shape=result_tens.shape, |
| 1044 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1045 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1046 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1047 | input_list=input_list, |
| 1048 | output_list=output_list, |
| 1049 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1050 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1051 | ): |
| 1052 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1053 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1054 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1055 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1056 | |
| 1057 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1058 | return result_tens |
| 1059 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1060 | def build_matmul( |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1061 | 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] | 1062 | ): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1063 | accum_dtype = args_dict["acc_type"] |
| 1064 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1065 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1066 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1067 | |
| 1068 | # Invalidate Input/Output list for error if checks. |
| 1069 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1070 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1071 | pCount, cCount = op["operands"] |
| 1072 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1073 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1074 | self, error_name, input_list, output_list |
| 1075 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1076 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1077 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1078 | self.ser, |
| 1079 | validator_fcns, |
| 1080 | error_name, |
| 1081 | op=op, |
| 1082 | input_shape=a.shape, |
| 1083 | input_dtype=a.dtype, |
| 1084 | input2_shape=b.shape, |
| 1085 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1086 | output_shape=result_tensor.shape, |
| 1087 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1088 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1089 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1090 | input_list=input_list, |
| 1091 | output_list=output_list, |
| 1092 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1093 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1094 | ): |
| 1095 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1096 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1097 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1098 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1099 | |
| 1100 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1101 | |
| 1102 | compliance = self.tensorComplianceMetaData( |
| 1103 | op, args_dict, result_tensor, error_name |
| 1104 | ) |
| 1105 | |
| 1106 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1107 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1108 | def build_reduce(self, op, a, axis, validator_fcns, error_name=None): |
| 1109 | result_tens = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
| 1110 | |
| 1111 | # Invalidate Input/Output list for error if checks. |
| 1112 | input_list = [a.name] |
| 1113 | output_list = [result_tens.name] |
| 1114 | pCount, cCount = op["operands"] |
| 1115 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1116 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1117 | self, error_name, input_list, output_list |
| 1118 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1119 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1120 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1121 | self.ser, |
| 1122 | validator_fcns, |
| 1123 | error_name, |
| 1124 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1125 | axis=axis, |
| 1126 | input_shape=a.shape, |
| 1127 | output_shape=result_tens.shape, |
| 1128 | input_dtype=a.dtype, |
| 1129 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1130 | result_tensors=[result_tens], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1131 | input_list=input_list, |
| 1132 | output_list=output_list, |
| 1133 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1134 | ): |
| 1135 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1136 | |
| 1137 | attr = ts.TosaSerializerAttribute() |
| 1138 | attr.AxisAttribute(axis) |
| 1139 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1140 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1141 | return result_tens |
| 1142 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1143 | def build_clamp(self, op, a, validator_fcns=None, error_name=None): |
| 1144 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1145 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1146 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1147 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1148 | if error_name == ErrorIf.MaxSmallerMin: |
| 1149 | # Make sure the numbers are different to invoke this error |
| 1150 | while v[0] == v[1]: |
| 1151 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1152 | max_val = min(v) |
| 1153 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1154 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1155 | max_val = max(v) |
| 1156 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1157 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1158 | # Invalidate Input/Output list for error if checks. |
| 1159 | input_list = [a.name] |
| 1160 | output_list = [result_tens.name] |
| 1161 | pCount, cCount = op["operands"] |
| 1162 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1163 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1164 | self, error_name, input_list, output_list |
| 1165 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1166 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1167 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1168 | self.ser, |
| 1169 | validator_fcns, |
| 1170 | error_name, |
| 1171 | op=op, |
| 1172 | max_val=max_val, |
| 1173 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1174 | input_shape=a.shape, |
| 1175 | output_shape=result_tens.shape, |
| 1176 | input_dtype=a.dtype, |
| 1177 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1178 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1179 | input_list=input_list, |
| 1180 | output_list=output_list, |
| 1181 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1182 | ): |
| 1183 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1184 | |
| 1185 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1186 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1187 | if a.dtype == DType.FP16: |
| 1188 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1189 | min_val = min_val.astype(np.float32) |
| 1190 | max_val = max_val.astype(np.float32) |
| 1191 | |
| 1192 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1193 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1194 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1195 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1196 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1197 | return result_tens |
| 1198 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1199 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1200 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1201 | attr = ts.TosaSerializerAttribute() |
| 1202 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1203 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1204 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1205 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1206 | return result_tens |
| 1207 | |
| 1208 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1209 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1210 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1211 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1212 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1213 | return result_tens |
| 1214 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1215 | def build_sigmoid(self, op, a, validator_fcns=None, error_name=None): |
| 1216 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1217 | |
| 1218 | # Invalidate Input/Output list for error if checks. |
| 1219 | input_list = [a.name] |
| 1220 | output_list = [result_tens.name] |
| 1221 | pCount, cCount = op["operands"] |
| 1222 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1223 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1224 | self, error_name, input_list, output_list |
| 1225 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1226 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1227 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1228 | self.ser, |
| 1229 | validator_fcns, |
| 1230 | error_name, |
| 1231 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1232 | input_shape=a.shape, |
| 1233 | output_shape=result_tens.shape, |
| 1234 | input_dtype=a.dtype, |
| 1235 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1236 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1237 | input_list=input_list, |
| 1238 | output_list=output_list, |
| 1239 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1240 | ): |
| 1241 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1242 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1243 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1244 | return result_tens |
| 1245 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1246 | def build_tanh(self, op, a, validator_fcns=None, error_name=None): |
| 1247 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1248 | |
| 1249 | # Invalidate Input/Output list for error if checks. |
| 1250 | input_list = [a.name] |
| 1251 | output_list = [result_tens.name] |
| 1252 | pCount, cCount = op["operands"] |
| 1253 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1254 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1255 | self, error_name, input_list, output_list |
| 1256 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1257 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1258 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1259 | self.ser, |
| 1260 | validator_fcns, |
| 1261 | error_name, |
| 1262 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1263 | input_shape=a.shape, |
| 1264 | output_shape=result_tens.shape, |
| 1265 | input_dtype=a.dtype, |
| 1266 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1267 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1268 | input_list=input_list, |
| 1269 | output_list=output_list, |
| 1270 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1271 | ): |
| 1272 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1273 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1274 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1275 | return result_tens |
| 1276 | |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1277 | def build_erf(self, op, a, validator_fcns=None, error_name=None): |
| 1278 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1279 | |
| 1280 | # Invalidate Input/Output list for error if checks. |
| 1281 | input_list = [a.name] |
| 1282 | output_list = [result_tens.name] |
| 1283 | pCount, cCount = op["operands"] |
| 1284 | num_operands = pCount + cCount |
| 1285 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1286 | self, error_name, input_list, output_list |
| 1287 | ) |
| 1288 | |
| 1289 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1290 | self.ser, |
| 1291 | validator_fcns, |
| 1292 | error_name, |
| 1293 | op=op, |
| 1294 | input_shape=a.shape, |
| 1295 | output_shape=result_tens.shape, |
| 1296 | input_dtype=a.dtype, |
| 1297 | output_dtype=result_tens.dtype, |
| 1298 | result_tensors=[result_tens], |
| 1299 | input_list=input_list, |
| 1300 | output_list=output_list, |
| 1301 | num_operands=num_operands, |
| 1302 | ): |
| 1303 | return None |
| 1304 | |
| 1305 | self.ser.addOperator(op["op"], input_list, output_list) |
| 1306 | return result_tens |
| 1307 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1308 | def build_concat(self, op, *a, validator_fcns=None, error_name=None): |
| 1309 | if error_name != ErrorIf.WrongInputType: |
| 1310 | assert type(a[-1]) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1311 | |
| 1312 | # To store variable length list of input tensors we need to store axis along with it |
| 1313 | axis = a[-1] |
| 1314 | a = a[:-1] |
| 1315 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1316 | result_tens = OutputShaper.concatOp( |
| 1317 | self.ser, self.rng, axis, *a, error_name=error_name |
| 1318 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1319 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1320 | input_tensor_names = [] |
| 1321 | for tensor in a: |
| 1322 | input_tensor_names.append(tensor.name) |
| 1323 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1324 | # Invalidate Input/Output list for error if checks. |
| 1325 | input_list = input_tensor_names |
| 1326 | output_list = [result_tens.name] |
| 1327 | pCount, cCount = op["operands"] |
| 1328 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1329 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1330 | self, error_name, input_list, output_list |
| 1331 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1332 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1333 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1334 | self.ser, |
| 1335 | validator_fcns, |
| 1336 | error_name, |
| 1337 | op=op, |
| 1338 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1339 | input_shape=a[0].shape, |
| 1340 | output_shape=result_tens.shape, |
| 1341 | input_dtype=a[0].dtype, |
| 1342 | output_dtype=result_tens.dtype, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1343 | inputs=a, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1344 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1345 | input_list=input_list, |
| 1346 | output_list=output_list, |
| 1347 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1348 | ): |
| 1349 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1350 | |
| 1351 | attr = ts.TosaSerializerAttribute() |
| 1352 | attr.AxisAttribute(axis) |
| 1353 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1354 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1355 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1356 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1357 | def build_pad( |
| 1358 | self, |
| 1359 | op, |
| 1360 | a, |
| 1361 | padding, |
| 1362 | pad_const_int, |
| 1363 | pad_const_float, |
| 1364 | validator_fcns=None, |
| 1365 | error_name=None, |
| 1366 | qinfo=None, |
| 1367 | ): |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1368 | result_tens = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1369 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1370 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1371 | attr.PadAttribute( |
| 1372 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1373 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1374 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1375 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1376 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1377 | output_list = [result_tens.name] |
| 1378 | pCount, cCount = op["operands"] |
| 1379 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1380 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1381 | self, error_name, input_list, output_list |
| 1382 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1383 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1384 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1385 | self.ser, |
| 1386 | validator_fcns, |
| 1387 | error_name, |
| 1388 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1389 | input_shape=a.shape, |
| 1390 | output_shape=result_tens.shape, |
| 1391 | input_dtype=a.dtype, |
| 1392 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1393 | pad=padding, |
| 1394 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1395 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1396 | input_list=input_list, |
| 1397 | output_list=output_list, |
| 1398 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1399 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1400 | ): |
| 1401 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1402 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1403 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1404 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1405 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1406 | def build_dim( |
| 1407 | self, |
| 1408 | op, |
| 1409 | a, |
| 1410 | axis, |
| 1411 | validator_fcns=None, |
| 1412 | error_name=None, |
| 1413 | qinfo=None, |
| 1414 | ): |
| 1415 | result_tens = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
| 1416 | |
| 1417 | # Invalidate Input/Output list for error if checks. |
| 1418 | input_list = [a.name] |
| 1419 | output_list = [result_tens.name] |
| 1420 | pCount, cCount = op["operands"] |
| 1421 | num_operands = pCount + cCount |
| 1422 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1423 | self, error_name, input_list, output_list |
| 1424 | ) |
| 1425 | |
| 1426 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1427 | self.ser, |
| 1428 | validator_fcns, |
| 1429 | error_name, |
| 1430 | op=op, |
| 1431 | axis=axis, |
| 1432 | input_shape=a.shape, |
| 1433 | input_dtype=a.dtype, |
| 1434 | output_shape=result_tens.shape, |
| 1435 | output_dtype=result_tens.dtype, |
| 1436 | result_tensors=[result_tens], |
| 1437 | input_list=input_list, |
| 1438 | output_list=output_list, |
| 1439 | num_operands=num_operands, |
| 1440 | ): |
| 1441 | return None |
| 1442 | |
| 1443 | attr = ts.TosaSerializerAttribute() |
| 1444 | attr.AxisAttribute(axis) |
| 1445 | |
| 1446 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
| 1447 | return result_tens |
| 1448 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1449 | 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] | 1450 | result_tens = OutputShaper.reshapeOp( |
| 1451 | self.ser, self.rng, a, newShape, error_name |
| 1452 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1453 | |
| 1454 | # Invalidate Input/Output list for error if checks. |
| 1455 | input_list = [a.name] |
| 1456 | output_list = [result_tens.name] |
| 1457 | pCount, cCount = op["operands"] |
| 1458 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1459 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1460 | self, error_name, input_list, output_list |
| 1461 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1462 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1463 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1464 | self.ser, |
| 1465 | validator_fcns, |
| 1466 | error_name, |
| 1467 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1468 | input_shape=a.shape, |
| 1469 | output_shape=result_tens.shape, |
| 1470 | input_dtype=a.dtype, |
| 1471 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1472 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1473 | input_list=input_list, |
| 1474 | output_list=output_list, |
| 1475 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1476 | ): |
| 1477 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1478 | |
| 1479 | attr = ts.TosaSerializerAttribute() |
| 1480 | attr.ReshapeAttribute(newShape) |
| 1481 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1482 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1483 | return result_tens |
| 1484 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1485 | def build_reverse(self, op, a, axis, validator_fcns=None, error_name=None): |
| 1486 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1487 | |
| 1488 | # Invalidate Input/Output list for error if checks. |
| 1489 | input_list = [a.name] |
| 1490 | output_list = [result_tens.name] |
| 1491 | pCount, cCount = op["operands"] |
| 1492 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1493 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1494 | self, error_name, input_list, output_list |
| 1495 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1496 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1497 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1498 | self.ser, |
| 1499 | validator_fcns, |
| 1500 | error_name, |
| 1501 | op=op, |
| 1502 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1503 | input_shape=a.shape, |
| 1504 | output_shape=result_tens.shape, |
| 1505 | input_dtype=a.dtype, |
| 1506 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1507 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1508 | input_list=input_list, |
| 1509 | output_list=output_list, |
| 1510 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1511 | ): |
| 1512 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1513 | |
| 1514 | attr = ts.TosaSerializerAttribute() |
| 1515 | attr.AxisAttribute(axis) |
| 1516 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1517 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1518 | return result_tens |
| 1519 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1520 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1521 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1522 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1523 | attr = ts.TosaSerializerAttribute() |
| 1524 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1525 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1526 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1527 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1528 | output_list = [result_tens.name] |
| 1529 | pCount, cCount = op["operands"] |
| 1530 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1531 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1532 | self, error_name, input_list, output_list |
| 1533 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1534 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1535 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1536 | self.ser, |
| 1537 | validator_fcns, |
| 1538 | error_name, |
| 1539 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1540 | input_shape=a.shape, |
| 1541 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1542 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1543 | input_dtype=a.dtype, |
| 1544 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1545 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1546 | input_list=input_list, |
| 1547 | output_list=output_list, |
| 1548 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1549 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1550 | ): |
| 1551 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1552 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1553 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1554 | return result_tens |
| 1555 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1556 | 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] | 1557 | result_tens = OutputShaper.sliceOp( |
| 1558 | self.ser, self.rng, a, start, size, error_name |
| 1559 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1560 | |
| 1561 | # Invalidate Input/Output list for error if checks. |
| 1562 | input_list = [a.name] |
| 1563 | output_list = [result_tens.name] |
| 1564 | pCount, cCount = op["operands"] |
| 1565 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1566 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1567 | self, error_name, input_list, output_list |
| 1568 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1569 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1570 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1571 | self.ser, |
| 1572 | validator_fcns, |
| 1573 | error_name, |
| 1574 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1575 | input_shape=a.shape, |
| 1576 | output_shape=result_tens.shape, |
| 1577 | input_dtype=a.dtype, |
| 1578 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1579 | start=start, |
| 1580 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1581 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1582 | input_list=input_list, |
| 1583 | output_list=output_list, |
| 1584 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1585 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1586 | ): |
| 1587 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1588 | |
| 1589 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1590 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1591 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1592 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1593 | return result_tens |
| 1594 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1595 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1596 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1597 | |
| 1598 | # Invalidate Input/Output list for error if checks. |
| 1599 | input_list = [a.name] |
| 1600 | output_list = [result_tens.name] |
| 1601 | pCount, cCount = op["operands"] |
| 1602 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1603 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1604 | self, error_name, input_list, output_list |
| 1605 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1606 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1607 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1608 | self.ser, |
| 1609 | validator_fcns, |
| 1610 | error_name, |
| 1611 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1612 | input_shape=a.shape, |
| 1613 | output_shape=result_tens.shape, |
| 1614 | input_dtype=a.dtype, |
| 1615 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1616 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1617 | input_list=input_list, |
| 1618 | output_list=output_list, |
| 1619 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1620 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1621 | ): |
| 1622 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1623 | |
| 1624 | attr = ts.TosaSerializerAttribute() |
| 1625 | attr.TileAttribute(multiples) |
| 1626 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1627 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1628 | return result_tens |
| 1629 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1630 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1631 | |
| 1632 | # Create a new indicies tensor |
| 1633 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1634 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1635 | K = values.shape[1] # K |
| 1636 | W = self.randInt( |
| 1637 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1638 | ) # W |
| 1639 | indicies_arr = np.int32( |
| 1640 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1641 | ) # (N, W) |
| 1642 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1643 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1644 | result_tens = OutputShaper.gatherOp( |
| 1645 | self.ser, self.rng, values, indicies, error_name |
| 1646 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1647 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1648 | # Invalidate Input/Output list for error if checks. |
| 1649 | input_list = [values.name, indicies.name] |
| 1650 | output_list = [result_tens.name] |
| 1651 | pCount, cCount = op["operands"] |
| 1652 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1653 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1654 | self, error_name, input_list, output_list |
| 1655 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1656 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1657 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1658 | self.ser, |
| 1659 | validator_fcns, |
| 1660 | error_name, |
| 1661 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1662 | input_shape=values.shape, |
| 1663 | output_shape=result_tens.shape, |
| 1664 | input_dtype=values.dtype, |
| 1665 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1666 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1667 | input_list=input_list, |
| 1668 | output_list=output_list, |
| 1669 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1670 | ): |
| 1671 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1672 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1673 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1674 | |
| 1675 | return result_tens |
| 1676 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1677 | 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] | 1678 | |
| 1679 | # Create a new indicies tensor |
| 1680 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1681 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1682 | K = values_in.shape[1] # K |
| 1683 | W = input.shape[1] # W |
| 1684 | indicies_arr = np.int32( |
| 1685 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1686 | ) # (N, W) |
| 1687 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1688 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1689 | result_tens = OutputShaper.scatterOp( |
| 1690 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1691 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1692 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1693 | # Invalidate Input/Output list for error if checks. |
| 1694 | input_list = [values_in.name, indicies.name, input.name] |
| 1695 | output_list = [result_tens.name] |
| 1696 | pCount, cCount = op["operands"] |
| 1697 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1698 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1699 | self, error_name, input_list, output_list |
| 1700 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1701 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1702 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1703 | self.ser, |
| 1704 | validator_fcns, |
| 1705 | error_name, |
| 1706 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1707 | input_shape=values_in.shape, |
| 1708 | output_shape=result_tens.shape, |
| 1709 | input_dtype=values_in.dtype, |
| 1710 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1711 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1712 | input_list=input_list, |
| 1713 | output_list=output_list, |
| 1714 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1715 | ): |
| 1716 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1717 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1718 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1719 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1720 | return result_tens |
| 1721 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1722 | def build_resize( |
| 1723 | self, |
| 1724 | op, |
| 1725 | input, |
| 1726 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1727 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1728 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1729 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1730 | input_dtype, |
| 1731 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1732 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1733 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1734 | ): |
| 1735 | result_tens = OutputShaper.resizeOp( |
| 1736 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1737 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1738 | input, |
| 1739 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1740 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1741 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1742 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1743 | input_dtype, |
| 1744 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1745 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1746 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1747 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1748 | # Invalidate Input/Output list for error if checks. |
| 1749 | input_list = [input.name] |
| 1750 | output_list = [result_tens.name] |
| 1751 | pCount, cCount = op["operands"] |
| 1752 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1753 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1754 | self, error_name, input_list, output_list |
| 1755 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1756 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1757 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1758 | self.ser, |
| 1759 | validator_fcns, |
| 1760 | error_name, |
| 1761 | op=op, |
| 1762 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1763 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1764 | input_dtype=input_dtype, |
| 1765 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1766 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1767 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1768 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1769 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1770 | input_list=input_list, |
| 1771 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1772 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1773 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1774 | ): |
| 1775 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1776 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1777 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1778 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1779 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1780 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1781 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1782 | return result_tens |
| 1783 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1784 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1785 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1786 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1787 | self.ser.addOperator( |
| 1788 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1789 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1790 | return result_tens |
| 1791 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1792 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1793 | self.ser.addOutputTensor(val) |
| 1794 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1795 | |
| 1796 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1797 | 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] | 1798 | result_tens = OutputShaper.typeConversionOp( |
| 1799 | self.ser, self.rng, val, out_dtype, error_name |
| 1800 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1801 | |
| 1802 | # Invalidate Input/Output list for error if checks. |
| 1803 | input_list = [val.name] |
| 1804 | output_list = [result_tens.name] |
| 1805 | pCount, cCount = op["operands"] |
| 1806 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1807 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1808 | self, error_name, input_list, output_list |
| 1809 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1810 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1811 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1812 | self.ser, |
| 1813 | validator_fcns, |
| 1814 | error_name, |
| 1815 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1816 | input_shape=val.shape, |
| 1817 | output_shape=result_tens.shape, |
| 1818 | input_dtype=val.dtype, |
| 1819 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1820 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1821 | input_list=input_list, |
| 1822 | output_list=output_list, |
| 1823 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1824 | ): |
| 1825 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1826 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1827 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1828 | return result_tens |
| 1829 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1830 | def build_rescale( |
| 1831 | self, |
| 1832 | op, |
| 1833 | val, |
| 1834 | out_dtype, |
| 1835 | scale32, |
| 1836 | double_round, |
| 1837 | per_channel, |
| 1838 | validator_fcns, |
| 1839 | error_name, |
| 1840 | ): |
| 1841 | result_tens = OutputShaper.typeConversionOp( |
| 1842 | self.ser, self.rng, val, out_dtype, error_name |
| 1843 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1844 | |
| 1845 | if per_channel: |
| 1846 | nc = val.shape[-1] |
| 1847 | else: |
| 1848 | nc = 1 |
| 1849 | |
| 1850 | in_type_width = self.typeWidth(val.dtype) |
| 1851 | out_type_width = self.typeWidth(out_dtype) |
| 1852 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1853 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1854 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1855 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1856 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1857 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1858 | in_type_width += 1 |
| 1859 | elif error_name in [ |
| 1860 | ErrorIf.InputZeroPointNotZero, |
| 1861 | ErrorIf.U16InputZeroPointNotValid, |
| 1862 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1863 | input_zp = self.randInt(-128, 128) |
| 1864 | if input_zp == 0: |
| 1865 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1866 | in_type_width += 1 |
| 1867 | elif val.dtype == DType.UINT16: |
| 1868 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1869 | input_zp = self.rng.choice([0, 32768]) |
| 1870 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1871 | else: |
| 1872 | input_zp = 0 |
| 1873 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1874 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1875 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1876 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1877 | elif out_dtype == DType.UINT8: |
| 1878 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1879 | out_type_width += 1 |
| 1880 | elif error_name in [ |
| 1881 | ErrorIf.OutputZeroPointNotZero, |
| 1882 | ErrorIf.U16OutputZeroPointNotValid, |
| 1883 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1884 | output_zp = self.randInt(-128, 128) |
| 1885 | if output_zp == 0: |
| 1886 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1887 | out_type_width += 1 |
| 1888 | elif out_dtype == DType.UINT16: |
| 1889 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1890 | output_zp = self.rng.choice([0, 32768]) |
| 1891 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1892 | else: |
| 1893 | output_zp = 0 |
| 1894 | |
| 1895 | # Calculate scale based on: |
| 1896 | # scale = a *(2^output_width)/(2^input_width)) |
| 1897 | |
| 1898 | a = np.float32(self.rng.random(size=[nc])) |
| 1899 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 1900 | |
| 1901 | if scale32: |
| 1902 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 1903 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1904 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 1905 | else: |
| 1906 | # Cap the scaling at 2^15 - 1 for scale16 |
| 1907 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 1908 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1909 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1910 | |
| 1911 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 1912 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1913 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 1914 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1915 | |
| 1916 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1917 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 1918 | scale_arr[i], scale32 |
| 1919 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1920 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 1921 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1922 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1923 | # 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] | 1924 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1925 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1926 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1927 | assert val.placeholderFilename |
| 1928 | values = np.load( |
| 1929 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 1930 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 1931 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 1932 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 1933 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 1934 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1935 | if not np.all(np.array_equal(values, val_adj)): |
| 1936 | # Values changed so overwrite file with new values |
| 1937 | np.save( |
| 1938 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 1939 | val_adj, |
| 1940 | False, |
| 1941 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1942 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1943 | # Invalidate Input/Output list for error if checks. |
| 1944 | input_list = [val.name] |
| 1945 | output_list = [result_tens.name] |
| 1946 | pCount, cCount = op["operands"] |
| 1947 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1948 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1949 | self, error_name, input_list, output_list |
| 1950 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1951 | |
| 1952 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1953 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1954 | self.ser, |
| 1955 | validator_fcns, |
| 1956 | error_name, |
| 1957 | op=op, |
| 1958 | input_dtype=val.dtype, |
| 1959 | output_dtype=out_dtype, |
| 1960 | input_shape=val.shape, |
| 1961 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1962 | scale32=scale32, |
| 1963 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1964 | input_list=input_list, |
| 1965 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1966 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1967 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1968 | ): |
| 1969 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1970 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1971 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1972 | attr.RescaleAttribute( |
| 1973 | input_zp, |
| 1974 | output_zp, |
| 1975 | multiplier_arr, |
| 1976 | shift_arr, |
| 1977 | scale32, |
| 1978 | double_round, |
| 1979 | per_channel, |
| 1980 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1981 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1982 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1983 | return result_tens |
| 1984 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1985 | def _get_condition_tensor(self, op, cond, error_name): |
| 1986 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1987 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1988 | else: |
| 1989 | cond_type = DType.BOOL |
| 1990 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 1991 | choice = self.rng.choice([1, 2]) |
| 1992 | if choice == 1: |
| 1993 | cond_shape = [2] |
| 1994 | else: |
| 1995 | cond_shape = [1, 2] |
| 1996 | else: |
| 1997 | # Must be of size 1 (rank 0) |
| 1998 | cond_shape = [] |
| 1999 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2000 | return cond_tens |
| 2001 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2002 | def build_cond_if_const( |
| 2003 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2004 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2005 | # 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] | 2006 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2007 | # and fill them with const nodes for the body. |
| 2008 | |
| 2009 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2010 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2011 | |
| 2012 | # Make then/else tensors |
| 2013 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2014 | |
| 2015 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2016 | if error_name in [ |
| 2017 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2018 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2019 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2020 | incorrect_shape = deepcopy(then_tens.shape) |
| 2021 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2022 | incorrect_shape[i] += ( |
| 2023 | self.rng.choice([-3, -2, 2, 3]) |
| 2024 | if incorrect_shape[i] > 3 |
| 2025 | else self.rng.choice([1, 2, 4]) |
| 2026 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2027 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2028 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2029 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2030 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2031 | |
| 2032 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2033 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2034 | |
| 2035 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2036 | then_block = "THEN_BLOCK" |
| 2037 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2038 | attr = ts.TosaSerializerAttribute() |
| 2039 | attr.CondIfAttribute(then_block, else_block) |
| 2040 | |
| 2041 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2042 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2043 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2044 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2045 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2046 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2047 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2048 | else: |
| 2049 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2050 | self.ser.addOutputTensor(then_tens) |
| 2051 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2052 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2053 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2054 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2055 | else: |
| 2056 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2057 | self.ser.addOutputTensor(else_tens) |
| 2058 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2059 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2060 | self.ser, |
| 2061 | validator_fcns, |
| 2062 | error_name, |
| 2063 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2064 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2065 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2066 | ): |
| 2067 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2068 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2069 | return result_tens |
| 2070 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2071 | def build_cond_if_binary( |
| 2072 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2073 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2074 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2075 | # alternately add or subtract them based on the condition |
| 2076 | |
| 2077 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2078 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2079 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2080 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2081 | |
| 2082 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2083 | then_block = "THEN_BLOCK" |
| 2084 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2085 | attr = ts.TosaSerializerAttribute() |
| 2086 | attr.CondIfAttribute(then_block, else_block) |
| 2087 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2088 | if error_name in [ |
| 2089 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2090 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2091 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2092 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2093 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2094 | incorrect_shape = a.shape.copy() |
| 2095 | for i in range(len(incorrect_shape)): |
| 2096 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2097 | incorrect_block_input = deepcopy(a) |
| 2098 | incorrect_block_input.shape = incorrect_shape |
| 2099 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2100 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2101 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2102 | 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] | 2103 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2104 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2105 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2106 | then_op, else_op = Op.ADD, Op.SUB |
| 2107 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2108 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2109 | else: |
| 2110 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2111 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2112 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2113 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2114 | if ( |
| 2115 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2116 | and block == then_block |
| 2117 | ) or ( |
| 2118 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2119 | and block == else_block |
| 2120 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2121 | self.ser.addInputTensor(incorrect_block_input) |
| 2122 | self.ser.addInputTensor(b) |
| 2123 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2124 | elif ( |
| 2125 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2126 | and block == then_block |
| 2127 | ) or ( |
| 2128 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2129 | and block == else_block |
| 2130 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2131 | self.ser.addInputTensor(a) |
| 2132 | self.ser.addInputTensor(b) |
| 2133 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2134 | else: |
| 2135 | self.ser.addInputTensor(a) |
| 2136 | self.ser.addInputTensor(b) |
| 2137 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2138 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2139 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2140 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2141 | self.ser, |
| 2142 | validator_fcns, |
| 2143 | error_name, |
| 2144 | op=op, |
| 2145 | a=a, |
| 2146 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2147 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2148 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2149 | ): |
| 2150 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2151 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2152 | return result_tens |
| 2153 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2154 | 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] | 2155 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2156 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2157 | cond_block = "COND_BLOCK" |
| 2158 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2159 | |
| 2160 | attr = ts.TosaSerializerAttribute() |
| 2161 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2162 | |
| 2163 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2164 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2165 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2166 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2167 | |
| 2168 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2169 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2170 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2171 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2172 | incorrect_acc = deepcopy(acc) |
| 2173 | for i in range(len(incorrect_acc.shape)): |
| 2174 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2175 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2176 | else: |
| 2177 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2178 | |
| 2179 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2180 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2181 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2182 | [iter.name, a.name, acc.name], |
| 2183 | [iter_out.name, a_out.name, acc_out.name], |
| 2184 | attr, |
| 2185 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2186 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2187 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2188 | if error_name in [ |
| 2189 | ErrorIf.InputListCondGraphMismatch, |
| 2190 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2191 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2192 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2193 | incorrect_iter = deepcopy(iter) |
| 2194 | for i in range(len(incorrect_iter.shape)): |
| 2195 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2196 | if len(incorrect_iter.shape) == 0: |
| 2197 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2198 | |
| 2199 | incorrect_acc = deepcopy(acc) |
| 2200 | for i in range(len(incorrect_acc.shape)): |
| 2201 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2202 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2203 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2204 | self.ser.addBasicBlock(cond_block) |
| 2205 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2206 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2207 | self.ser.addInputTensor(incorrect_iter) |
| 2208 | self.ser.addInputTensor(a) |
| 2209 | self.ser.addInputTensor(incorrect_acc) |
| 2210 | else: |
| 2211 | self.ser.addInputTensor(iter) |
| 2212 | self.ser.addInputTensor(a) |
| 2213 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2214 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2215 | |
| 2216 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2217 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2218 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2219 | cond_type = DType.BOOL |
| 2220 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2221 | choice = self.rng.choice([1, 2]) |
| 2222 | if choice == 1: |
| 2223 | cond_shape = [3] |
| 2224 | else: |
| 2225 | cond_shape = [1, 2] |
| 2226 | else: |
| 2227 | cond_shape = [] |
| 2228 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2229 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2230 | 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] | 2231 | |
| 2232 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2233 | # 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] | 2234 | self.ser.addBasicBlock(body_block) |
| 2235 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2236 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2237 | self.ser.addInputTensor(incorrect_iter) |
| 2238 | self.ser.addInputTensor(a) |
| 2239 | self.ser.addInputTensor(incorrect_acc) |
| 2240 | else: |
| 2241 | self.ser.addInputTensor(iter) |
| 2242 | self.ser.addInputTensor(a) |
| 2243 | self.ser.addInputTensor(acc) |
| 2244 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2245 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2246 | |
| 2247 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2248 | iter_body_out = self.ser.addIntermediate( |
| 2249 | incorrect_iter.shape, incorrect_iter.dtype |
| 2250 | ) |
| 2251 | acc_body_out = self.ser.addIntermediate( |
| 2252 | incorrect_acc.shape, incorrect_acc.dtype |
| 2253 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2254 | else: |
| 2255 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2256 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2257 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2258 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2259 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2260 | self.ser.addOutputTensor(iter_body_out) |
| 2261 | self.ser.addOutputTensor(a) |
| 2262 | self.ser.addOutputTensor(acc_body_out) |
| 2263 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2264 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2265 | self.ser, |
| 2266 | validator_fcns, |
| 2267 | error_name, |
| 2268 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2269 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2270 | ): |
| 2271 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2272 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2273 | return acc_out |
| 2274 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2275 | def build_fft2d( |
| 2276 | self, op, val1, val2, inverse, validator_fcns=None, error_name=None |
| 2277 | ): |
| 2278 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2279 | |
| 2280 | input_names = [val1.name, val2.name] |
| 2281 | pCount, cCount = op["operands"] |
| 2282 | num_operands = pCount + cCount |
| 2283 | |
| 2284 | output_names = [res.name for res in results] |
| 2285 | output_shapes = [res.shape for res in results] |
| 2286 | output_dtypes = [res.dtype for res in results] |
| 2287 | |
| 2288 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2289 | self, error_name, input_names, output_names |
| 2290 | ) |
| 2291 | |
| 2292 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2293 | self.ser, |
| 2294 | validator_fcns, |
| 2295 | error_name, |
| 2296 | op=op, |
| 2297 | inverse=inverse, |
| 2298 | input1=val1, |
| 2299 | input2=val2, |
| 2300 | input_shape=val1.shape, |
| 2301 | input_dtype=val1.dtype, |
| 2302 | output_shape=output_shapes, |
| 2303 | output_dtype=output_dtypes, |
| 2304 | result_tensors=results, |
| 2305 | input_list=input_names, |
| 2306 | output_list=output_names, |
| 2307 | num_operands=num_operands, |
| 2308 | ): |
| 2309 | return None |
| 2310 | |
| 2311 | attr = ts.TosaSerializerAttribute() |
| 2312 | attr.FFTAttribute(inverse) |
| 2313 | |
| 2314 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2315 | return results |
| 2316 | |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2317 | def build_rfft2d(self, op, val, validator_fcns=None, error_name=None): |
| 2318 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2319 | |
| 2320 | input_names = [val.name] |
| 2321 | pCount, cCount = op["operands"] |
| 2322 | num_operands = pCount + cCount |
| 2323 | |
| 2324 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2325 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2326 | output_dtypes = [res.dtype for res in results] |
| 2327 | |
| 2328 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2329 | self, error_name, input_names, output_names |
| 2330 | ) |
| 2331 | |
| 2332 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2333 | self.ser, |
| 2334 | validator_fcns, |
| 2335 | error_name, |
| 2336 | op=op, |
| 2337 | input_shape=val.shape, |
| 2338 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2339 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2340 | output_dtype=output_dtypes, |
| 2341 | result_tensors=results, |
| 2342 | input_list=input_names, |
| 2343 | output_list=output_names, |
| 2344 | num_operands=num_operands, |
| 2345 | ): |
| 2346 | return None |
| 2347 | |
| 2348 | self.ser.addOperator(op["op"], input_names, output_names) |
| 2349 | return results |
| 2350 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2351 | def create_filter_lists( |
| 2352 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2353 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2354 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2355 | default_test_rank_range = range(1, 5) |
| 2356 | if not shapeFilter: |
| 2357 | shapeFilter = [None] |
| 2358 | |
| 2359 | # Calculate the filters based on what is requested and what the operator allows |
| 2360 | rmin, rmax = op["rank"] |
| 2361 | if rankFilter is not None: |
| 2362 | cleanRankFilter = [] |
| 2363 | # Ensure rankFilter values are allowed by operator |
| 2364 | for rank in rankFilter: |
| 2365 | if rank >= rmin and rank <= rmax: |
| 2366 | cleanRankFilter.append(rank) |
| 2367 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2368 | # Ensure default behaviour is bounded by default range or by operator, |
| 2369 | # whichever is the smaller range of ranks. |
| 2370 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2371 | cleanRankFilter = ( |
| 2372 | opRankRange |
| 2373 | if len(opRankRange) <= len(default_test_rank_range) |
| 2374 | else default_test_rank_range |
| 2375 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2376 | else: |
| 2377 | cleanRankFilter = range(rmin, rmax + 1) |
| 2378 | |
| 2379 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2380 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2381 | if dtypeFilter is not None: |
| 2382 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2383 | # Create list of operator dtypes filtered by requested dtypes |
| 2384 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2385 | if dtype in dtypeFilter or ( |
| 2386 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2387 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2388 | cleanDtypeFilter.append(dtype) |
| 2389 | else: |
| 2390 | cleanDtypeFilter = dtypes |
| 2391 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2392 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2393 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2394 | "shapeFilter": shapeFilter, |
| 2395 | "rankFilter": cleanRankFilter, |
| 2396 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2397 | } |
| 2398 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2399 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2400 | if validator is not None: |
| 2401 | validator_info = validator(check=False, op=op) |
| 2402 | else: |
| 2403 | return None |
| 2404 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2405 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2406 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2407 | # Set parameters as required |
| 2408 | if error_arguments["rank"] is not None: |
| 2409 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2410 | else: |
| 2411 | rankFilter = cleanRankFilter |
| 2412 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2413 | if error_arguments["dtype"] is not None: |
| 2414 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2415 | else: |
| 2416 | dtypeFilter = cleanDtypeFilter |
| 2417 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2418 | if error_arguments["shape"] is not None: |
| 2419 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2420 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2421 | shapeFilter = shapeFilter[ |
| 2422 | :2 |
| 2423 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2424 | |
| 2425 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2426 | "shapeFilter": shapeFilter, |
| 2427 | "rankFilter": rankFilter, |
| 2428 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2429 | } |
| 2430 | return filterDict |
| 2431 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2432 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2433 | self, |
| 2434 | opName, |
| 2435 | shapeFilter=[None], |
| 2436 | rankFilter=None, |
| 2437 | dtypeFilter=None, |
| 2438 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2439 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2440 | |
| 2441 | try: |
| 2442 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2443 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2444 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2445 | |
| 2446 | # Initialize a new random number generator |
| 2447 | self.rng = np.random.default_rng(self.random_seed) |
| 2448 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2449 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2450 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2451 | # Test list consists of a tuple of: |
| 2452 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2453 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2454 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2455 | error_if_validators = op["error_if_validators"] |
| 2456 | else: |
| 2457 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2458 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2459 | for validator in error_if_validators: |
| 2460 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2461 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2462 | else: |
| 2463 | error_name = None |
| 2464 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2465 | filterDict = self.create_filter_lists( |
| 2466 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2467 | ) |
| 2468 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2469 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2470 | cleanRankFilter = filterDict["rankFilter"] |
| 2471 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2472 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2473 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2474 | |
| 2475 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2476 | for t in cleanDtypeFilter: |
| 2477 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2478 | # Filter out by rank |
| 2479 | if shape is not None and len(shape) != r: |
| 2480 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2481 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2482 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2483 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2484 | shapeStr = self.shapeStr(shapeList[0]) |
| 2485 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2486 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2487 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2488 | argList = [] |
| 2489 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2490 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2491 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2492 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2493 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2494 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2495 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2496 | if argStr: |
| 2497 | testStr = "{}_{}_{}_{}".format( |
| 2498 | opName, shapeStr, typeStr, argStr |
| 2499 | ) |
| 2500 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2501 | testStr = "{}_{}_{}".format( |
| 2502 | opName, shapeStr, typeStr |
| 2503 | ) |
| 2504 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2505 | if argStr: |
| 2506 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2507 | opName, error_name, shapeStr, typeStr, argStr |
| 2508 | ) |
| 2509 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2510 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2511 | opName, error_name, shapeStr, typeStr |
| 2512 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2513 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2514 | testList.append( |
| 2515 | (opName, testStr, t, error_name, shapeList, args) |
| 2516 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2517 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2518 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2519 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2520 | if "invalid_test_validators" in op: |
| 2521 | invalid_test_validators = op["invalid_test_validators"] |
| 2522 | clean_testList = [] |
| 2523 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2524 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2525 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2526 | if validator_fcn( |
| 2527 | opName=test[0], |
| 2528 | input_dtype=test[2], |
| 2529 | shapeList=test[4], |
| 2530 | args=test[5], |
| 2531 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2532 | remove_test = True |
| 2533 | if not remove_test: |
| 2534 | clean_testList.append(test) |
| 2535 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2536 | |
| 2537 | return testList |
| 2538 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2539 | def serializeTest( |
| 2540 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2541 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2542 | try: |
| 2543 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2544 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2545 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2546 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2547 | if self.args.verbose: |
| 2548 | print(f"Creating {testStr}") |
| 2549 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2550 | # Create a serializer |
| 2551 | self.createSerializer(opName, testStr) |
| 2552 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2553 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2554 | if "error_if_validators" in op: |
| 2555 | error_if_validators = op["error_if_validators"] |
| 2556 | else: |
| 2557 | error_if_validators = None |
| 2558 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2559 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2560 | num_operands = pCount + cCount |
| 2561 | |
| 2562 | if isinstance(dtype_or_dtypeList, list): |
| 2563 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2564 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2565 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2566 | else: |
| 2567 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2568 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2569 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2570 | assert ( |
| 2571 | len(shapeList) == num_operands |
| 2572 | ), "shapeList length {} must match number of operands {}".format( |
| 2573 | len(shapeList), num_operands |
| 2574 | ) |
| 2575 | assert ( |
| 2576 | len(dtypeList) == num_operands |
| 2577 | ), "dtypeList length {} must match number of operands {}".format( |
| 2578 | len(dtypeList), num_operands |
| 2579 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2580 | |
| 2581 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2582 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2583 | except KeyError: |
| 2584 | qgen = None |
| 2585 | |
| 2586 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2587 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2588 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2589 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2590 | else: |
| 2591 | qinfo = None |
| 2592 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2593 | # Extra meta data for the desc.json |
| 2594 | tensMeta = {} |
| 2595 | |
| 2596 | # Check we are using the new testArgs interface with an argsDict dictionary |
| 2597 | if len(testArgs) == 1 and isinstance(testArgs[0], dict): |
| 2598 | argsDict = testArgs[0] |
| 2599 | assert "dg_type" in argsDict |
| 2600 | tvgInfo = tvgen_fcn( |
| 2601 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2602 | ) |
| 2603 | if tvgInfo.dataGenDict: |
| 2604 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2605 | tens = tvgInfo.tensorList |
| 2606 | else: |
| 2607 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2608 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2609 | try: |
| 2610 | if error_if_validators is None: |
| 2611 | if qinfo is not None: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2612 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2613 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2614 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2615 | else: |
| 2616 | if qinfo is not None: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2617 | result = build_fcn( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2618 | self, |
| 2619 | op, |
| 2620 | *tens, |
| 2621 | *testArgs, |
| 2622 | validator_fcns=error_if_validators, |
| 2623 | error_name=error_name, |
| 2624 | qinfo=qinfo, |
| 2625 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2626 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2627 | result = build_fcn( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2628 | self, |
| 2629 | op, |
| 2630 | *tens, |
| 2631 | *testArgs, |
| 2632 | validator_fcns=error_if_validators, |
| 2633 | error_name=error_name, |
| 2634 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2635 | except TypeError as e: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2636 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2637 | raise e |
| 2638 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2639 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2640 | # The test is valid, serialize it |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2641 | if isinstance(result, TosaTestGen.BuildInfo) and result.complianceDict: |
| 2642 | # Add the compliance meta data |
| 2643 | # NOTE: This currently expects only one result output |
| 2644 | tensMeta["compliance"] = { |
| 2645 | "version": "0.1", |
| 2646 | "tensors": {result.resultTensor.name: result.complianceDict}, |
| 2647 | } |
| 2648 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2649 | else: |
| 2650 | # The test is not valid |
| 2651 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2652 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2653 | def createDynamicOpLists(self): |
| 2654 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2655 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2656 | # Already created these lists (can occur when class is initialized more than once) |
| 2657 | return |
| 2658 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2659 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2660 | if not self.args.level8k: |
| 2661 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2662 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2663 | else: |
| 2664 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2665 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2666 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2667 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2668 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2669 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2670 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2671 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2672 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2673 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2674 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2675 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2676 | "depthwise_conv2d_TEMPLATE" |
| 2677 | ].copy() |
| 2678 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2679 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2680 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2681 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2682 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2683 | "transpose_conv2d_TEMPLATE" |
| 2684 | ].copy() |
| 2685 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2686 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2687 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2688 | for k in KERNELS_3D: |
| 2689 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2690 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2691 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2692 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2693 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2694 | # Delete any templates after having created any dynamic ops |
| 2695 | # This is a two-pass operation because it's bad practice to delete |
| 2696 | # keys from dictionaries while iterating |
| 2697 | keyList = [] |
| 2698 | for k in self.TOSA_OP_LIST: |
| 2699 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2700 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2701 | keyList.append(k) |
| 2702 | continue |
| 2703 | except KeyError: |
| 2704 | pass |
| 2705 | |
| 2706 | for k in keyList: |
| 2707 | del self.TOSA_OP_LIST[k] |
| 2708 | |
| 2709 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2710 | """Fill in default fields for ops if they aren't already specified. |
| 2711 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2712 | for op in self.TOSA_OP_LIST: |
| 2713 | |
| 2714 | # Required fields |
| 2715 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2716 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2717 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2718 | raise Exception( |
| 2719 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2720 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2721 | |
| 2722 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2723 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2724 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2725 | raise Exception( |
| 2726 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2727 | op |
| 2728 | ) |
| 2729 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2730 | |
| 2731 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2732 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2733 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2734 | raise Exception( |
| 2735 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2736 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2737 | |
| 2738 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2739 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2740 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2741 | raise Exception( |
| 2742 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2743 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2744 | |
| 2745 | # Put in default rank range, if missing |
| 2746 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2747 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2748 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2749 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2750 | |
| 2751 | # Tensor operator list |
| 2752 | # 'op': op name |
| 2753 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2754 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2755 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2756 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2757 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2758 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2759 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2760 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2761 | TYPE_INT_FP = [ |
| 2762 | DType.INT8, |
| 2763 | DType.INT16, |
| 2764 | DType.INT32, |
| 2765 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2766 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2767 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2768 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2769 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2770 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2771 | TYPE_FI32 = [ |
| 2772 | DType.FP32, |
| 2773 | DType.FP16, |
| 2774 | DType.BF16, |
| 2775 | DType.INT32, |
| 2776 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2777 | TYPE_FIB = [ |
| 2778 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2779 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2780 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2781 | DType.INT8, |
| 2782 | DType.INT16, |
| 2783 | DType.INT32, |
| 2784 | DType.BOOL, |
| 2785 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2786 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2787 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2788 | 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] | 2789 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2790 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2791 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2792 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2793 | [DType.INT8, DType.INT8, DType.INT32], |
| 2794 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2795 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2796 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2797 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2798 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2799 | ] |
| 2800 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2801 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2802 | |
| 2803 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2804 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2805 | "argmax": { |
| 2806 | "op": Op.ARGMAX, |
| 2807 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 2808 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2809 | "build_fcn": ( |
| 2810 | build_argmax, |
| 2811 | TosaTensorGen.tgBasic, |
| 2812 | TosaTensorValuesGen.tvgDefault, |
| 2813 | TosaArgGen.agAxis, |
| 2814 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2815 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2816 | "error_if_validators": ( |
| 2817 | TosaErrorValidator.evAxisSmallerZero, |
| 2818 | TosaErrorValidator.evAxisLargerRank, |
| 2819 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2820 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2821 | TosaErrorValidator.evWrongRank, |
| 2822 | TosaErrorValidator.evWrongInputType, |
| 2823 | TosaErrorValidator.evWrongOutputType, |
| 2824 | TosaErrorValidator.evWrongInputList, |
| 2825 | TosaErrorValidator.evWrongOutputList, |
| 2826 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2827 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2828 | "avg_pool2d": { |
| 2829 | "op": Op.AVG_POOL2D, |
| 2830 | "operands": (1, 0), |
| 2831 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2832 | "build_fcn": ( |
| 2833 | build_pool2d, |
| 2834 | TosaTensorGen.tgNHWC, |
| 2835 | TosaTensorValuesGen.tvgDefault, |
| 2836 | TosaArgGen.agPooling, |
| 2837 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2838 | "qgen": TosaQuantGen.qgUnary, |
| 2839 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2840 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2841 | "error_if_validators": ( |
| 2842 | TosaErrorValidator.evKernelSmallerOne, |
| 2843 | TosaErrorValidator.evStrideSmallerOne, |
| 2844 | TosaErrorValidator.evPadSmallerZero, |
| 2845 | TosaErrorValidator.evWrongRank, |
| 2846 | TosaErrorValidator.evWrongInputType, |
| 2847 | TosaErrorValidator.evWrongOutputType, |
| 2848 | TosaErrorValidator.evWrongInputList, |
| 2849 | TosaErrorValidator.evWrongOutputList, |
| 2850 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2851 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2852 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2853 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2854 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2855 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2856 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2857 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2858 | "conv2d_TEMPLATE": { |
| 2859 | "op": Op.CONV2D, |
| 2860 | "operands": (1, 2), |
| 2861 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2862 | "build_fcn": ( |
| 2863 | build_conv2d, |
| 2864 | TosaTensorGen.tgConv2D, |
| 2865 | TosaTensorValuesGen.tvgDefault, |
| 2866 | TosaArgGen.agConv, |
| 2867 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2868 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2869 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2870 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2871 | "error_if_validators": ( |
| 2872 | TosaErrorValidator.evWrongInputType, |
| 2873 | TosaErrorValidator.evWrongOutputType, |
| 2874 | TosaErrorValidator.evWrongInputList, |
| 2875 | TosaErrorValidator.evWrongOutputList, |
| 2876 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2877 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2878 | TosaErrorValidator.evPadSmallerZero, |
| 2879 | TosaErrorValidator.evStrideSmallerOne, |
| 2880 | TosaErrorValidator.evDilationSmallerOne, |
| 2881 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2882 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2883 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2884 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2885 | "template": True, |
| 2886 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2887 | # Templated operator. Filled in by createDynamicOpLists |
| 2888 | "conv3d_TEMPLATE": { |
| 2889 | "op": Op.CONV3D, |
| 2890 | "operands": (1, 2), |
| 2891 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2892 | "build_fcn": ( |
| 2893 | build_conv3d, |
| 2894 | TosaTensorGen.tgConv3D, |
| 2895 | TosaTensorValuesGen.tvgDefault, |
| 2896 | TosaArgGen.agConv, |
| 2897 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2898 | "qgen": TosaQuantGen.qgConv, |
| 2899 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2900 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2901 | "error_if_validators": ( |
| 2902 | TosaErrorValidator.evWrongInputType, |
| 2903 | TosaErrorValidator.evWrongOutputType, |
| 2904 | TosaErrorValidator.evWrongInputList, |
| 2905 | TosaErrorValidator.evWrongOutputList, |
| 2906 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2907 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2908 | TosaErrorValidator.evPadSmallerZero, |
| 2909 | TosaErrorValidator.evStrideSmallerOne, |
| 2910 | TosaErrorValidator.evDilationSmallerOne, |
| 2911 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2912 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2913 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2914 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2915 | "template": True, |
| 2916 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2917 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2918 | "depthwise_conv2d_TEMPLATE": { |
| 2919 | "op": Op.DEPTHWISE_CONV2D, |
| 2920 | "operands": (1, 2), |
| 2921 | "filter": [1, 1], |
| 2922 | "rank": (4, 4), |
| 2923 | "build_fcn": ( |
| 2924 | build_depthwise_conv2d, |
| 2925 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2926 | TosaTensorValuesGen.tvgDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 2927 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2928 | ), |
| 2929 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2930 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2931 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2932 | "error_if_validators": ( |
| 2933 | TosaErrorValidator.evWrongInputType, |
| 2934 | TosaErrorValidator.evWrongOutputType, |
| 2935 | TosaErrorValidator.evWrongInputList, |
| 2936 | TosaErrorValidator.evWrongOutputList, |
| 2937 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2938 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2939 | TosaErrorValidator.evPadSmallerZero, |
| 2940 | TosaErrorValidator.evStrideSmallerOne, |
| 2941 | TosaErrorValidator.evDilationSmallerOne, |
| 2942 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2943 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2944 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2945 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2946 | "template": True, |
| 2947 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2948 | "fully_connected": { |
| 2949 | "op": Op.FULLY_CONNECTED, |
| 2950 | "operands": (1, 2), |
| 2951 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2952 | "build_fcn": ( |
| 2953 | build_fully_connected, |
| 2954 | TosaTensorGen.tgFullyConnected, |
| 2955 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2956 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2957 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2958 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2959 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2960 | "error_if_validators": ( |
| 2961 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2962 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2963 | TosaErrorValidator.evWrongRank, |
| 2964 | TosaErrorValidator.evWrongInputType, |
| 2965 | TosaErrorValidator.evWrongOutputType, |
| 2966 | TosaErrorValidator.evWrongInputList, |
| 2967 | TosaErrorValidator.evWrongOutputList, |
| 2968 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2969 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2970 | "matmul": { |
| 2971 | "op": Op.MATMUL, |
| 2972 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 2973 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2974 | "build_fcn": ( |
| 2975 | build_matmul, |
| 2976 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2977 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2978 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2979 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2980 | "qgen": TosaQuantGen.qgMatmul, |
| 2981 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2982 | "error_if_validators": ( |
| 2983 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2984 | TosaErrorValidator.evWrongRank, |
| 2985 | TosaErrorValidator.evWrongInputType, |
| 2986 | TosaErrorValidator.evWrongOutputType, |
| 2987 | TosaErrorValidator.evWrongInputList, |
| 2988 | TosaErrorValidator.evWrongOutputList, |
| 2989 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2990 | "data_gen": { |
| 2991 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 2992 | "int": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 2993 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2994 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2995 | "max_pool2d": { |
| 2996 | "op": Op.MAX_POOL2D, |
| 2997 | "operands": (1, 0), |
| 2998 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2999 | "build_fcn": ( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3000 | build_maxpool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3001 | TosaTensorGen.tgNHWC, |
| 3002 | TosaTensorValuesGen.tvgDefault, |
| 3003 | TosaArgGen.agPooling, |
| 3004 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3005 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3006 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3007 | "error_if_validators": ( |
| 3008 | TosaErrorValidator.evKernelSmallerOne, |
| 3009 | TosaErrorValidator.evStrideSmallerOne, |
| 3010 | TosaErrorValidator.evPadSmallerZero, |
| 3011 | TosaErrorValidator.evWrongRank, |
| 3012 | TosaErrorValidator.evWrongInputType, |
| 3013 | TosaErrorValidator.evWrongOutputType, |
| 3014 | TosaErrorValidator.evWrongInputList, |
| 3015 | TosaErrorValidator.evWrongOutputList, |
| 3016 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3017 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3018 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3019 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3020 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3021 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3022 | "transpose_conv2d_TEMPLATE": { |
| 3023 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3024 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3025 | "rank": (4, 4), |
| 3026 | "build_fcn": ( |
| 3027 | build_transpose_conv2d, |
| 3028 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3029 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3030 | TosaArgGen.agTransposeConv2D, |
| 3031 | ), |
| 3032 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3033 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3034 | "invalid_test_validators": ( |
| 3035 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3036 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3037 | ), |
| 3038 | "error_if_validators": ( |
| 3039 | TosaErrorValidator.evWrongInputType, |
| 3040 | TosaErrorValidator.evWrongOutputType, |
| 3041 | TosaErrorValidator.evWrongInputList, |
| 3042 | TosaErrorValidator.evWrongOutputList, |
| 3043 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3044 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3045 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3046 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3047 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3048 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3049 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3050 | "template": True, |
| 3051 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3052 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3053 | "clamp": { |
| 3054 | "op": Op.CLAMP, |
| 3055 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3056 | "build_fcn": ( |
| 3057 | build_clamp, |
| 3058 | TosaTensorGen.tgBasic, |
| 3059 | TosaTensorValuesGen.tvgDefault, |
| 3060 | None, |
| 3061 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3062 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3063 | "error_if_validators": ( |
| 3064 | TosaErrorValidator.evMaxSmallerMin, |
| 3065 | TosaErrorValidator.evWrongInputType, |
| 3066 | TosaErrorValidator.evWrongOutputType, |
| 3067 | TosaErrorValidator.evWrongInputList, |
| 3068 | TosaErrorValidator.evWrongOutputList, |
| 3069 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3070 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3071 | "sigmoid": { |
| 3072 | "op": Op.SIGMOID, |
| 3073 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3074 | "build_fcn": ( |
| 3075 | build_sigmoid, |
| 3076 | TosaTensorGen.tgBasic, |
| 3077 | TosaTensorValuesGen.tvgDefault, |
| 3078 | None, |
| 3079 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3080 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3081 | "error_if_validators": ( |
| 3082 | TosaErrorValidator.evWrongInputType, |
| 3083 | TosaErrorValidator.evWrongOutputType, |
| 3084 | TosaErrorValidator.evWrongInputList, |
| 3085 | TosaErrorValidator.evWrongOutputList, |
| 3086 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3087 | }, |
| 3088 | "tanh": { |
| 3089 | "op": Op.TANH, |
| 3090 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3091 | "build_fcn": ( |
| 3092 | build_tanh, |
| 3093 | TosaTensorGen.tgBasic, |
| 3094 | TosaTensorValuesGen.tvgDefault, |
| 3095 | None, |
| 3096 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3097 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3098 | "error_if_validators": ( |
| 3099 | TosaErrorValidator.evWrongInputType, |
| 3100 | TosaErrorValidator.evWrongOutputType, |
| 3101 | TosaErrorValidator.evWrongInputList, |
| 3102 | TosaErrorValidator.evWrongOutputList, |
| 3103 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3104 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3105 | "erf": { |
| 3106 | "op": Op.ERF, |
| 3107 | "operands": (1, 0), |
| 3108 | "build_fcn": ( |
| 3109 | build_erf, |
| 3110 | TosaTensorGen.tgBasic, |
| 3111 | TosaTensorValuesGen.tvgDefault, |
| 3112 | None, |
| 3113 | ), |
| 3114 | "types": TYPE_FP, |
| 3115 | "error_if_validators": ( |
| 3116 | TosaErrorValidator.evWrongInputType, |
| 3117 | TosaErrorValidator.evWrongOutputType, |
| 3118 | TosaErrorValidator.evWrongInputList, |
| 3119 | TosaErrorValidator.evWrongOutputList, |
| 3120 | ), |
| 3121 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3122 | # Elementwise Binary Operators |
| 3123 | "add": { |
| 3124 | "op": Op.ADD, |
| 3125 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3126 | "build_fcn": ( |
| 3127 | build_binary_broadcast, |
| 3128 | TosaTensorGen.tgBroadcastFuzz, |
| 3129 | TosaTensorValuesGen.tvgAddSub, |
| 3130 | None, |
| 3131 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3132 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3133 | "error_if_validators": ( |
| 3134 | TosaErrorValidator.evRankMismatch, |
| 3135 | TosaErrorValidator.evWrongInputType, |
| 3136 | TosaErrorValidator.evWrongOutputType, |
| 3137 | TosaErrorValidator.evWrongInputList, |
| 3138 | TosaErrorValidator.evWrongOutputList, |
| 3139 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3140 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3141 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3142 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3143 | "arithmetic_right_shift": { |
| 3144 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3145 | "operands": (2, 0), |
| 3146 | "build_fcn": ( |
| 3147 | build_arithmetic_right_shift, |
| 3148 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3149 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3150 | TosaArgGen.agArithmeticRightShift, |
| 3151 | ), |
| 3152 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3153 | "error_if_validators": ( |
| 3154 | TosaErrorValidator.evRankMismatch, |
| 3155 | TosaErrorValidator.evWrongInputType, |
| 3156 | TosaErrorValidator.evWrongOutputType, |
| 3157 | TosaErrorValidator.evWrongInputList, |
| 3158 | TosaErrorValidator.evWrongOutputList, |
| 3159 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3160 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3161 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3162 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3163 | "bitwise_and": { |
| 3164 | "op": Op.BITWISE_AND, |
| 3165 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3166 | "build_fcn": ( |
| 3167 | build_binary_broadcast, |
| 3168 | TosaTensorGen.tgBroadcastFuzz, |
| 3169 | TosaTensorValuesGen.tvgDefault, |
| 3170 | None, |
| 3171 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3172 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3173 | "error_if_validators": ( |
| 3174 | TosaErrorValidator.evRankMismatch, |
| 3175 | TosaErrorValidator.evWrongInputType, |
| 3176 | TosaErrorValidator.evWrongOutputType, |
| 3177 | TosaErrorValidator.evWrongInputList, |
| 3178 | TosaErrorValidator.evWrongOutputList, |
| 3179 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3180 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3181 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3182 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3183 | "bitwise_or": { |
| 3184 | "op": Op.BITWISE_OR, |
| 3185 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3186 | "build_fcn": ( |
| 3187 | build_binary_broadcast, |
| 3188 | TosaTensorGen.tgBroadcastFuzz, |
| 3189 | TosaTensorValuesGen.tvgDefault, |
| 3190 | None, |
| 3191 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3192 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3193 | "error_if_validators": ( |
| 3194 | TosaErrorValidator.evRankMismatch, |
| 3195 | TosaErrorValidator.evWrongInputType, |
| 3196 | TosaErrorValidator.evWrongOutputType, |
| 3197 | TosaErrorValidator.evWrongInputList, |
| 3198 | TosaErrorValidator.evWrongOutputList, |
| 3199 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3200 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3201 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3202 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3203 | "bitwise_xor": { |
| 3204 | "op": Op.BITWISE_XOR, |
| 3205 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3206 | "build_fcn": ( |
| 3207 | build_binary_broadcast, |
| 3208 | TosaTensorGen.tgBroadcastFuzz, |
| 3209 | TosaTensorValuesGen.tvgDefault, |
| 3210 | None, |
| 3211 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3212 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3213 | "error_if_validators": ( |
| 3214 | TosaErrorValidator.evRankMismatch, |
| 3215 | TosaErrorValidator.evWrongInputType, |
| 3216 | TosaErrorValidator.evWrongOutputType, |
| 3217 | TosaErrorValidator.evWrongInputList, |
| 3218 | TosaErrorValidator.evWrongOutputList, |
| 3219 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3220 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3221 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3222 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3223 | "intdiv": { |
| 3224 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3225 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3226 | "build_fcn": ( |
| 3227 | build_binary_broadcast, |
| 3228 | TosaTensorGen.tgBroadcastFuzz, |
| 3229 | TosaTensorValuesGen.tvgIntDiv, |
| 3230 | None, |
| 3231 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3232 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3233 | "error_if_validators": ( |
| 3234 | TosaErrorValidator.evRankMismatch, |
| 3235 | TosaErrorValidator.evWrongInputType, |
| 3236 | TosaErrorValidator.evWrongOutputType, |
| 3237 | TosaErrorValidator.evWrongInputList, |
| 3238 | TosaErrorValidator.evWrongOutputList, |
| 3239 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3240 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3241 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3242 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3243 | "logical_and": { |
| 3244 | "op": Op.LOGICAL_AND, |
| 3245 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3246 | "build_fcn": ( |
| 3247 | build_binary_broadcast, |
| 3248 | TosaTensorGen.tgBroadcastFuzz, |
| 3249 | TosaTensorValuesGen.tvgDefault, |
| 3250 | None, |
| 3251 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3252 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3253 | "error_if_validators": ( |
| 3254 | TosaErrorValidator.evRankMismatch, |
| 3255 | TosaErrorValidator.evWrongInputType, |
| 3256 | TosaErrorValidator.evWrongOutputType, |
| 3257 | TosaErrorValidator.evWrongInputList, |
| 3258 | TosaErrorValidator.evWrongOutputList, |
| 3259 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3260 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3261 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3262 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3263 | "logical_left_shift": { |
| 3264 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3265 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3266 | "build_fcn": ( |
| 3267 | build_binary_broadcast, |
| 3268 | TosaTensorGen.tgBroadcastFuzz, |
| 3269 | TosaTensorValuesGen.tvgLogicalShift, |
| 3270 | None, |
| 3271 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3272 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3273 | "error_if_validators": ( |
| 3274 | TosaErrorValidator.evRankMismatch, |
| 3275 | TosaErrorValidator.evWrongInputType, |
| 3276 | TosaErrorValidator.evWrongOutputType, |
| 3277 | TosaErrorValidator.evWrongInputList, |
| 3278 | TosaErrorValidator.evWrongOutputList, |
| 3279 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3280 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3281 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3282 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3283 | "logical_right_shift": { |
| 3284 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3285 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3286 | "build_fcn": ( |
| 3287 | build_binary_broadcast, |
| 3288 | TosaTensorGen.tgBroadcastFuzz, |
| 3289 | TosaTensorValuesGen.tvgLogicalShift, |
| 3290 | None, |
| 3291 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3292 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3293 | "error_if_validators": ( |
| 3294 | TosaErrorValidator.evRankMismatch, |
| 3295 | TosaErrorValidator.evWrongInputType, |
| 3296 | TosaErrorValidator.evWrongOutputType, |
| 3297 | TosaErrorValidator.evWrongInputList, |
| 3298 | TosaErrorValidator.evWrongOutputList, |
| 3299 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3300 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3301 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3302 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3303 | "logical_or": { |
| 3304 | "op": Op.LOGICAL_OR, |
| 3305 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3306 | "build_fcn": ( |
| 3307 | build_binary_broadcast, |
| 3308 | TosaTensorGen.tgBroadcastFuzz, |
| 3309 | TosaTensorValuesGen.tvgDefault, |
| 3310 | None, |
| 3311 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3312 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3313 | "error_if_validators": ( |
| 3314 | TosaErrorValidator.evRankMismatch, |
| 3315 | TosaErrorValidator.evWrongInputType, |
| 3316 | TosaErrorValidator.evWrongOutputType, |
| 3317 | TosaErrorValidator.evWrongInputList, |
| 3318 | TosaErrorValidator.evWrongOutputList, |
| 3319 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3320 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3321 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3322 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3323 | "logical_xor": { |
| 3324 | "op": Op.LOGICAL_XOR, |
| 3325 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3326 | "build_fcn": ( |
| 3327 | build_binary_broadcast, |
| 3328 | TosaTensorGen.tgBroadcastFuzz, |
| 3329 | TosaTensorValuesGen.tvgDefault, |
| 3330 | None, |
| 3331 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3332 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3333 | "error_if_validators": ( |
| 3334 | TosaErrorValidator.evRankMismatch, |
| 3335 | TosaErrorValidator.evWrongInputType, |
| 3336 | TosaErrorValidator.evWrongOutputType, |
| 3337 | TosaErrorValidator.evWrongInputList, |
| 3338 | TosaErrorValidator.evWrongOutputList, |
| 3339 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3340 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3341 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3342 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3343 | "maximum": { |
| 3344 | "op": Op.MAXIMUM, |
| 3345 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3346 | "build_fcn": ( |
| 3347 | build_binary_broadcast, |
| 3348 | TosaTensorGen.tgBroadcastFuzz, |
| 3349 | TosaTensorValuesGen.tvgDefault, |
| 3350 | None, |
| 3351 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3352 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3353 | "error_if_validators": ( |
| 3354 | TosaErrorValidator.evRankMismatch, |
| 3355 | TosaErrorValidator.evWrongInputType, |
| 3356 | TosaErrorValidator.evWrongOutputType, |
| 3357 | TosaErrorValidator.evWrongInputList, |
| 3358 | TosaErrorValidator.evWrongOutputList, |
| 3359 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3360 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3361 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3362 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3363 | "minimum": { |
| 3364 | "op": Op.MINIMUM, |
| 3365 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3366 | "build_fcn": ( |
| 3367 | build_binary_broadcast, |
| 3368 | TosaTensorGen.tgBroadcastFuzz, |
| 3369 | TosaTensorValuesGen.tvgDefault, |
| 3370 | None, |
| 3371 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3372 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3373 | "error_if_validators": ( |
| 3374 | TosaErrorValidator.evRankMismatch, |
| 3375 | TosaErrorValidator.evWrongInputType, |
| 3376 | TosaErrorValidator.evWrongOutputType, |
| 3377 | TosaErrorValidator.evWrongInputList, |
| 3378 | TosaErrorValidator.evWrongOutputList, |
| 3379 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3380 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3381 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3382 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3383 | "mul": { |
| 3384 | "op": Op.MUL, |
| 3385 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3386 | "build_fcn": ( |
| 3387 | build_mul, |
| 3388 | TosaTensorGen.tgBroadcastFuzz, |
| 3389 | TosaTensorValuesGen.tvgMul, |
| 3390 | TosaArgGen.agMul, |
| 3391 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3392 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3393 | "error_if_validators": ( |
| 3394 | TosaErrorValidator.evWrongInputType, |
| 3395 | TosaErrorValidator.evWrongOutputType, |
| 3396 | TosaErrorValidator.evWrongInputList, |
| 3397 | TosaErrorValidator.evWrongOutputList, |
| 3398 | TosaErrorValidator.evRankMismatch, |
| 3399 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3400 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3401 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3402 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3403 | "pow": { |
| 3404 | "op": Op.POW, |
| 3405 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3406 | "build_fcn": ( |
| 3407 | build_binary_broadcast, |
| 3408 | TosaTensorGen.tgBroadcastFuzz, |
| 3409 | TosaTensorValuesGen.tvgDefault, |
| 3410 | None, |
| 3411 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3412 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3413 | "error_if_validators": ( |
| 3414 | TosaErrorValidator.evRankMismatch, |
| 3415 | TosaErrorValidator.evWrongInputType, |
| 3416 | TosaErrorValidator.evWrongOutputType, |
| 3417 | TosaErrorValidator.evWrongInputList, |
| 3418 | TosaErrorValidator.evWrongOutputList, |
| 3419 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3420 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3421 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3422 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3423 | "sub": { |
| 3424 | "op": Op.SUB, |
| 3425 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3426 | "build_fcn": ( |
| 3427 | build_binary_broadcast, |
| 3428 | TosaTensorGen.tgBroadcastFuzz, |
| 3429 | TosaTensorValuesGen.tvgAddSub, |
| 3430 | None, |
| 3431 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3432 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3433 | "error_if_validators": ( |
| 3434 | TosaErrorValidator.evRankMismatch, |
| 3435 | TosaErrorValidator.evWrongInputType, |
| 3436 | TosaErrorValidator.evWrongOutputType, |
| 3437 | TosaErrorValidator.evWrongInputList, |
| 3438 | TosaErrorValidator.evWrongOutputList, |
| 3439 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3440 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3441 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3442 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3443 | "table": { |
| 3444 | "op": Op.TABLE, |
| 3445 | # Use the automatic generation functions to create the input array |
| 3446 | # but create the table tensor in the build function, as it may be |
| 3447 | # a different type from the input |
| 3448 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3449 | "build_fcn": ( |
| 3450 | build_table, |
| 3451 | TosaTensorGen.tgBasic, |
| 3452 | TosaTensorValuesGen.tvgDefault, |
| 3453 | TosaArgGen.agTable, |
| 3454 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3455 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3456 | "error_if_validators": ( |
| 3457 | TosaErrorValidator.evWrongInputType, |
| 3458 | TosaErrorValidator.evWrongOutputType, |
| 3459 | TosaErrorValidator.evWrongInputList, |
| 3460 | TosaErrorValidator.evWrongOutputList, |
| 3461 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3462 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3463 | # Elementwise Unary operators |
| 3464 | "abs": { |
| 3465 | "op": Op.ABS, |
| 3466 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3467 | "build_fcn": ( |
| 3468 | build_unary, |
| 3469 | TosaTensorGen.tgBasic, |
| 3470 | TosaTensorValuesGen.tvgDefault, |
| 3471 | None, |
| 3472 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3473 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3474 | "error_if_validators": ( |
| 3475 | TosaErrorValidator.evWrongInputType, |
| 3476 | TosaErrorValidator.evWrongOutputType, |
| 3477 | TosaErrorValidator.evWrongInputList, |
| 3478 | TosaErrorValidator.evWrongOutputList, |
| 3479 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3480 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3481 | "bitwise_not": { |
| 3482 | "op": Op.BITWISE_NOT, |
| 3483 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3484 | "build_fcn": ( |
| 3485 | build_unary, |
| 3486 | TosaTensorGen.tgBasic, |
| 3487 | TosaTensorValuesGen.tvgDefault, |
| 3488 | None, |
| 3489 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3490 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3491 | "error_if_validators": ( |
| 3492 | TosaErrorValidator.evWrongInputType, |
| 3493 | TosaErrorValidator.evWrongOutputType, |
| 3494 | TosaErrorValidator.evWrongInputList, |
| 3495 | TosaErrorValidator.evWrongOutputList, |
| 3496 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3497 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3498 | "ceil": { |
| 3499 | "op": Op.CEIL, |
| 3500 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3501 | "build_fcn": ( |
| 3502 | build_unary, |
| 3503 | TosaTensorGen.tgBasic, |
| 3504 | TosaTensorValuesGen.tvgDefault, |
| 3505 | None, |
| 3506 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3507 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3508 | "error_if_validators": ( |
| 3509 | TosaErrorValidator.evWrongInputType, |
| 3510 | TosaErrorValidator.evWrongOutputType, |
| 3511 | TosaErrorValidator.evWrongInputList, |
| 3512 | TosaErrorValidator.evWrongOutputList, |
| 3513 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3514 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3515 | "clz": { |
| 3516 | "op": Op.CLZ, |
| 3517 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3518 | "build_fcn": ( |
| 3519 | build_unary, |
| 3520 | TosaTensorGen.tgBasic, |
| 3521 | TosaTensorValuesGen.tvgDefault, |
| 3522 | None, |
| 3523 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3524 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3525 | "error_if_validators": ( |
| 3526 | TosaErrorValidator.evWrongInputType, |
| 3527 | TosaErrorValidator.evWrongOutputType, |
| 3528 | TosaErrorValidator.evWrongInputList, |
| 3529 | TosaErrorValidator.evWrongOutputList, |
| 3530 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3531 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3532 | "exp": { |
| 3533 | "op": Op.EXP, |
| 3534 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3535 | "build_fcn": ( |
| 3536 | build_unary, |
| 3537 | TosaTensorGen.tgBasic, |
| 3538 | TosaTensorValuesGen.tvgDefault, |
| 3539 | None, |
| 3540 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3541 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3542 | "error_if_validators": ( |
| 3543 | TosaErrorValidator.evWrongInputType, |
| 3544 | TosaErrorValidator.evWrongOutputType, |
| 3545 | TosaErrorValidator.evWrongInputList, |
| 3546 | TosaErrorValidator.evWrongOutputList, |
| 3547 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3548 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3549 | "floor": { |
| 3550 | "op": Op.FLOOR, |
| 3551 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3552 | "build_fcn": ( |
| 3553 | build_unary, |
| 3554 | TosaTensorGen.tgBasic, |
| 3555 | TosaTensorValuesGen.tvgDefault, |
| 3556 | None, |
| 3557 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3558 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3559 | "error_if_validators": ( |
| 3560 | TosaErrorValidator.evWrongInputType, |
| 3561 | TosaErrorValidator.evWrongOutputType, |
| 3562 | TosaErrorValidator.evWrongInputList, |
| 3563 | TosaErrorValidator.evWrongOutputList, |
| 3564 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3565 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3566 | "log": { |
| 3567 | "op": Op.LOG, |
| 3568 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3569 | "build_fcn": ( |
| 3570 | build_unary, |
| 3571 | TosaTensorGen.tgBasic, |
| 3572 | TosaTensorValuesGen.tvgDefault, |
| 3573 | None, |
| 3574 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3575 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3576 | "error_if_validators": ( |
| 3577 | TosaErrorValidator.evWrongInputType, |
| 3578 | TosaErrorValidator.evWrongOutputType, |
| 3579 | TosaErrorValidator.evWrongInputList, |
| 3580 | TosaErrorValidator.evWrongOutputList, |
| 3581 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3582 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3583 | "logical_not": { |
| 3584 | "op": Op.LOGICAL_NOT, |
| 3585 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3586 | "build_fcn": ( |
| 3587 | build_unary, |
| 3588 | TosaTensorGen.tgBasic, |
| 3589 | TosaTensorValuesGen.tvgDefault, |
| 3590 | None, |
| 3591 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3592 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3593 | "error_if_validators": ( |
| 3594 | TosaErrorValidator.evWrongInputType, |
| 3595 | TosaErrorValidator.evWrongOutputType, |
| 3596 | TosaErrorValidator.evWrongInputList, |
| 3597 | TosaErrorValidator.evWrongOutputList, |
| 3598 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3599 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3600 | "negate": { |
| 3601 | "op": Op.NEGATE, |
| 3602 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3603 | "build_fcn": ( |
| 3604 | build_unary, |
| 3605 | TosaTensorGen.tgBasic, |
| 3606 | TosaTensorValuesGen.tvgNegate, |
| 3607 | None, |
| 3608 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3609 | "qgen": TosaQuantGen.qgUnary, |
| 3610 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3611 | "error_if_validators": ( |
| 3612 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3613 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3614 | TosaErrorValidator.evWrongInputType, |
| 3615 | TosaErrorValidator.evWrongOutputType, |
| 3616 | TosaErrorValidator.evWrongInputList, |
| 3617 | TosaErrorValidator.evWrongOutputList, |
| 3618 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3619 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3620 | "reciprocal": { |
| 3621 | "op": Op.RECIPROCAL, |
| 3622 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3623 | "build_fcn": ( |
| 3624 | build_unary, |
| 3625 | TosaTensorGen.tgBasic, |
| 3626 | TosaTensorValuesGen.tvgDefault, |
| 3627 | None, |
| 3628 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3629 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3630 | "error_if_validators": ( |
| 3631 | TosaErrorValidator.evWrongInputType, |
| 3632 | TosaErrorValidator.evWrongOutputType, |
| 3633 | TosaErrorValidator.evWrongInputList, |
| 3634 | TosaErrorValidator.evWrongOutputList, |
| 3635 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3636 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3637 | "rsqrt": { |
| 3638 | "op": Op.RSQRT, |
| 3639 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3640 | "build_fcn": ( |
| 3641 | build_unary, |
| 3642 | TosaTensorGen.tgBasic, |
| 3643 | TosaTensorValuesGen.tvgDefault, |
| 3644 | None, |
| 3645 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3646 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3647 | "error_if_validators": ( |
| 3648 | TosaErrorValidator.evWrongInputType, |
| 3649 | TosaErrorValidator.evWrongOutputType, |
| 3650 | TosaErrorValidator.evWrongInputList, |
| 3651 | TosaErrorValidator.evWrongOutputList, |
| 3652 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3653 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3654 | # Elementwise Ternary operators |
| 3655 | "select": { |
| 3656 | "op": Op.SELECT, |
| 3657 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3658 | "build_fcn": ( |
| 3659 | build_select, |
| 3660 | TosaTensorGen.tgBroadcastFuzz, |
| 3661 | TosaTensorValuesGen.tvgSelect, |
| 3662 | None, |
| 3663 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3664 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3665 | "error_if_validators": ( |
| 3666 | TosaErrorValidator.evRankMismatch, |
| 3667 | TosaErrorValidator.evWrongInputType, |
| 3668 | TosaErrorValidator.evWrongOutputType, |
| 3669 | TosaErrorValidator.evWrongInputList, |
| 3670 | TosaErrorValidator.evWrongOutputList, |
| 3671 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3672 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3673 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3674 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3675 | # Comparison operators |
| 3676 | "equal": { |
| 3677 | "op": Op.EQUAL, |
| 3678 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3679 | "build_fcn": ( |
| 3680 | build_comparison, |
| 3681 | TosaTensorGen.tgBroadcastFuzz, |
| 3682 | TosaTensorValuesGen.tvgEqual, |
| 3683 | None, |
| 3684 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3685 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3686 | "error_if_validators": ( |
| 3687 | TosaErrorValidator.evRankMismatch, |
| 3688 | TosaErrorValidator.evWrongInputType, |
| 3689 | TosaErrorValidator.evWrongOutputType, |
| 3690 | TosaErrorValidator.evWrongInputList, |
| 3691 | TosaErrorValidator.evWrongOutputList, |
| 3692 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3693 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3694 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3695 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3696 | "greater_equal": { |
| 3697 | "op": Op.GREATER_EQUAL, |
| 3698 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3699 | "build_fcn": ( |
| 3700 | build_comparison, |
| 3701 | TosaTensorGen.tgBroadcastFuzz, |
| 3702 | TosaTensorValuesGen.tvgDefault, |
| 3703 | None, |
| 3704 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3705 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3706 | "error_if_validators": ( |
| 3707 | TosaErrorValidator.evRankMismatch, |
| 3708 | TosaErrorValidator.evWrongInputType, |
| 3709 | TosaErrorValidator.evWrongOutputType, |
| 3710 | TosaErrorValidator.evWrongInputList, |
| 3711 | TosaErrorValidator.evWrongOutputList, |
| 3712 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3713 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3714 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3715 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3716 | "greater": { |
| 3717 | "op": Op.GREATER, |
| 3718 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3719 | "build_fcn": ( |
| 3720 | build_comparison, |
| 3721 | TosaTensorGen.tgBroadcastFuzz, |
| 3722 | TosaTensorValuesGen.tvgDefault, |
| 3723 | None, |
| 3724 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3725 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3726 | "error_if_validators": ( |
| 3727 | TosaErrorValidator.evRankMismatch, |
| 3728 | TosaErrorValidator.evWrongInputType, |
| 3729 | TosaErrorValidator.evWrongOutputType, |
| 3730 | TosaErrorValidator.evWrongInputList, |
| 3731 | TosaErrorValidator.evWrongOutputList, |
| 3732 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3733 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3734 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3735 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3736 | # Reduction operators |
| 3737 | "reduce_all": { |
| 3738 | "op": Op.REDUCE_ALL, |
| 3739 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3740 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3741 | "build_fcn": ( |
| 3742 | build_reduce, |
| 3743 | TosaTensorGen.tgBasic, |
| 3744 | TosaTensorValuesGen.tvgDefault, |
| 3745 | TosaArgGen.agAxis, |
| 3746 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3747 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3748 | "error_if_validators": ( |
| 3749 | TosaErrorValidator.evAxisLargerRank, |
| 3750 | TosaErrorValidator.evAxisSmallerZero, |
| 3751 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3752 | TosaErrorValidator.evWrongInputType, |
| 3753 | TosaErrorValidator.evWrongOutputType, |
| 3754 | TosaErrorValidator.evWrongRank, |
| 3755 | TosaErrorValidator.evWrongInputList, |
| 3756 | TosaErrorValidator.evWrongOutputList, |
| 3757 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3758 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3759 | "reduce_any": { |
| 3760 | "op": Op.REDUCE_ANY, |
| 3761 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3762 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3763 | "build_fcn": ( |
| 3764 | build_reduce, |
| 3765 | TosaTensorGen.tgBasic, |
| 3766 | TosaTensorValuesGen.tvgDefault, |
| 3767 | TosaArgGen.agAxis, |
| 3768 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3769 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3770 | "error_if_validators": ( |
| 3771 | TosaErrorValidator.evAxisLargerRank, |
| 3772 | TosaErrorValidator.evAxisSmallerZero, |
| 3773 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3774 | TosaErrorValidator.evWrongInputType, |
| 3775 | TosaErrorValidator.evWrongOutputType, |
| 3776 | TosaErrorValidator.evWrongRank, |
| 3777 | TosaErrorValidator.evWrongInputList, |
| 3778 | TosaErrorValidator.evWrongOutputList, |
| 3779 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3780 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3781 | "reduce_max": { |
| 3782 | "op": Op.REDUCE_MAX, |
| 3783 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3784 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3785 | "build_fcn": ( |
| 3786 | build_reduce, |
| 3787 | TosaTensorGen.tgBasic, |
| 3788 | TosaTensorValuesGen.tvgDefault, |
| 3789 | TosaArgGen.agAxis, |
| 3790 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3791 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3792 | "error_if_validators": ( |
| 3793 | TosaErrorValidator.evAxisLargerRank, |
| 3794 | TosaErrorValidator.evAxisSmallerZero, |
| 3795 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3796 | TosaErrorValidator.evWrongInputType, |
| 3797 | TosaErrorValidator.evWrongOutputType, |
| 3798 | TosaErrorValidator.evWrongRank, |
| 3799 | TosaErrorValidator.evWrongInputList, |
| 3800 | TosaErrorValidator.evWrongOutputList, |
| 3801 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3802 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3803 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3804 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3805 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3806 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3807 | "build_fcn": ( |
| 3808 | build_reduce, |
| 3809 | TosaTensorGen.tgBasic, |
| 3810 | TosaTensorValuesGen.tvgDefault, |
| 3811 | TosaArgGen.agAxis, |
| 3812 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3813 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3814 | "error_if_validators": ( |
| 3815 | TosaErrorValidator.evAxisLargerRank, |
| 3816 | TosaErrorValidator.evAxisSmallerZero, |
| 3817 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3818 | TosaErrorValidator.evWrongInputType, |
| 3819 | TosaErrorValidator.evWrongOutputType, |
| 3820 | TosaErrorValidator.evWrongRank, |
| 3821 | TosaErrorValidator.evWrongInputList, |
| 3822 | TosaErrorValidator.evWrongOutputList, |
| 3823 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3824 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3825 | "reduce_product": { |
| 3826 | "op": Op.REDUCE_PRODUCT, |
| 3827 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3828 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3829 | "build_fcn": ( |
| 3830 | build_reduce, |
| 3831 | TosaTensorGen.tgBasic, |
| 3832 | TosaTensorValuesGen.tvgDefault, |
| 3833 | TosaArgGen.agAxis, |
| 3834 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3835 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3836 | "error_if_validators": ( |
| 3837 | TosaErrorValidator.evAxisLargerRank, |
| 3838 | TosaErrorValidator.evAxisSmallerZero, |
| 3839 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3840 | TosaErrorValidator.evWrongInputType, |
| 3841 | TosaErrorValidator.evWrongOutputType, |
| 3842 | TosaErrorValidator.evWrongRank, |
| 3843 | TosaErrorValidator.evWrongInputList, |
| 3844 | TosaErrorValidator.evWrongOutputList, |
| 3845 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3846 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3847 | "reduce_sum": { |
| 3848 | "op": Op.REDUCE_SUM, |
| 3849 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3850 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3851 | "build_fcn": ( |
| 3852 | build_reduce, |
| 3853 | TosaTensorGen.tgBasic, |
| 3854 | TosaTensorValuesGen.tvgReduceSum, |
| 3855 | TosaArgGen.agAxis, |
| 3856 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3857 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3858 | "error_if_validators": ( |
| 3859 | TosaErrorValidator.evAxisLargerRank, |
| 3860 | TosaErrorValidator.evAxisSmallerZero, |
| 3861 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3862 | TosaErrorValidator.evWrongInputType, |
| 3863 | TosaErrorValidator.evWrongOutputType, |
| 3864 | TosaErrorValidator.evWrongRank, |
| 3865 | TosaErrorValidator.evWrongInputList, |
| 3866 | TosaErrorValidator.evWrongOutputList, |
| 3867 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3868 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3869 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3870 | "concat": { |
| 3871 | "op": Op.CONCAT, |
| 3872 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3873 | "build_fcn": ( |
| 3874 | build_concat, |
| 3875 | TosaTensorGen.tgConcat, |
| 3876 | TosaTensorValuesGen.tvgConcat, |
| 3877 | TosaArgGen.agAxis, |
| 3878 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3879 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3880 | "error_if_validators": ( |
| 3881 | TosaErrorValidator.evAxisLargerRank, |
| 3882 | TosaErrorValidator.evAxisSmallerZero, |
| 3883 | TosaErrorValidator.evConcatInputRankMismatch, |
| 3884 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 3885 | TosaErrorValidator.evConcatInputDimMismatch, |
| 3886 | TosaErrorValidator.evWrongInputType, |
| 3887 | TosaErrorValidator.evWrongOutputType, |
| 3888 | TosaErrorValidator.evWrongOutputList, |
| 3889 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3890 | }, |
| 3891 | "pad": { |
| 3892 | "op": Op.PAD, |
| 3893 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3894 | "build_fcn": ( |
| 3895 | build_pad, |
| 3896 | TosaTensorGen.tgBasic, |
| 3897 | TosaTensorValuesGen.tvgDefault, |
| 3898 | TosaArgGen.agPad, |
| 3899 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3900 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3901 | "error_if_validators": ( |
| 3902 | TosaErrorValidator.evWrongInputType, |
| 3903 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 3904 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3905 | TosaErrorValidator.evWrongOutputType, |
| 3906 | TosaErrorValidator.evWrongInputList, |
| 3907 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3908 | TosaErrorValidator.evRankMismatch, |
| 3909 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3910 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3911 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 3912 | "dim": { |
| 3913 | "op": Op.DIM, |
| 3914 | "operands": (1, 0), |
| 3915 | "build_fcn": ( |
| 3916 | build_dim, |
| 3917 | TosaTensorGen.tgBasic, |
| 3918 | TosaTensorValuesGen.tvgDefault, |
| 3919 | TosaArgGen.agAxis, |
| 3920 | ), |
| 3921 | "types": TYPE_FIB, |
| 3922 | "error_if_validators": ( |
| 3923 | TosaErrorValidator.evAxisLargerRank, |
| 3924 | TosaErrorValidator.evAxisSmallerZero, |
| 3925 | TosaErrorValidator.evWrongInputType, |
| 3926 | TosaErrorValidator.evWrongInputList, |
| 3927 | TosaErrorValidator.evWrongOutputList, |
| 3928 | TosaErrorValidator.evWrongRank, |
| 3929 | ), |
| 3930 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3931 | "reshape": { |
| 3932 | "op": Op.RESHAPE, |
| 3933 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3934 | "build_fcn": ( |
| 3935 | build_reshape, |
| 3936 | TosaTensorGen.tgBasic, |
| 3937 | TosaTensorValuesGen.tvgDefault, |
| 3938 | TosaArgGen.agReshape, |
| 3939 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3940 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3941 | "error_if_validators": ( |
| 3942 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 3943 | TosaErrorValidator.evWrongInputType, |
| 3944 | TosaErrorValidator.evWrongOutputType, |
| 3945 | TosaErrorValidator.evWrongInputList, |
| 3946 | TosaErrorValidator.evWrongOutputList, |
Jerry Ge | 264f7fa | 2023-04-21 22:49:57 +0000 | [diff] [blame] | 3947 | TosaErrorValidator.evReshapeOutputSizeMultiInference, |
| 3948 | TosaErrorValidator.evReshapeOutputSizeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3949 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3950 | }, |
| 3951 | "reverse": { |
| 3952 | "op": Op.REVERSE, |
| 3953 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3954 | "build_fcn": ( |
| 3955 | build_reverse, |
| 3956 | TosaTensorGen.tgBasic, |
| 3957 | TosaTensorValuesGen.tvgDefault, |
| 3958 | TosaArgGen.agAxis, |
| 3959 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3960 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3961 | "error_if_validators": ( |
| 3962 | TosaErrorValidator.evAxisSmallerZero, |
| 3963 | TosaErrorValidator.evAxisLargerRank, |
| 3964 | TosaErrorValidator.evWrongInputType, |
| 3965 | TosaErrorValidator.evWrongOutputType, |
| 3966 | TosaErrorValidator.evWrongInputList, |
| 3967 | TosaErrorValidator.evWrongOutputList, |
| 3968 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3969 | }, |
| 3970 | "slice": { |
| 3971 | "op": Op.SLICE, |
| 3972 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3973 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3974 | "build_fcn": ( |
| 3975 | build_slice, |
| 3976 | TosaTensorGen.tgBasic, |
| 3977 | TosaTensorValuesGen.tvgDefault, |
| 3978 | TosaArgGen.agSlice, |
| 3979 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3980 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3981 | "error_if_validators": ( |
| 3982 | TosaErrorValidator.evStartSmallerZero, |
| 3983 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 3984 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 3985 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 3986 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 3987 | TosaErrorValidator.evWrongRank, |
| 3988 | TosaErrorValidator.evWrongInputType, |
| 3989 | TosaErrorValidator.evWrongOutputType, |
| 3990 | TosaErrorValidator.evWrongInputList, |
| 3991 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3992 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3993 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3994 | }, |
| 3995 | "tile": { |
| 3996 | "op": Op.TILE, |
| 3997 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3998 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3999 | "build_fcn": ( |
| 4000 | build_tile, |
| 4001 | TosaTensorGen.tgBasic, |
| 4002 | TosaTensorValuesGen.tvgDefault, |
| 4003 | TosaArgGen.agTile, |
| 4004 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4005 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4006 | "error_if_validators": ( |
| 4007 | TosaErrorValidator.evWrongInputType, |
| 4008 | TosaErrorValidator.evWrongOutputType, |
| 4009 | TosaErrorValidator.evWrongInputList, |
| 4010 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4011 | TosaErrorValidator.evRankMismatch, |
| 4012 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4013 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4014 | }, |
| 4015 | "transpose": { |
| 4016 | "op": Op.TRANSPOSE, |
| 4017 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4018 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4019 | "build_fcn": ( |
| 4020 | build_transpose, |
| 4021 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4022 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4023 | TosaArgGen.agTranspose, |
| 4024 | ), |
| 4025 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4026 | "error_if_validators": ( |
| 4027 | TosaErrorValidator.evIndexOutsideBounds, |
| 4028 | TosaErrorValidator.evIndexUsedTwice, |
| 4029 | TosaErrorValidator.evWrongInputType, |
| 4030 | TosaErrorValidator.evWrongOutputType, |
| 4031 | TosaErrorValidator.evWrongInputList, |
| 4032 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4033 | TosaErrorValidator.evWrongRank, |
| 4034 | TosaErrorValidator.evRankMismatch, |
| 4035 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4036 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4037 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4038 | # Data nodes |
| 4039 | "const": { |
| 4040 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4041 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4042 | "build_fcn": ( |
| 4043 | build_const, |
| 4044 | TosaTensorGen.tgBasic, |
| 4045 | TosaTensorValuesGen.tvgDefault, |
| 4046 | None, |
| 4047 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4048 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4049 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4050 | "identity": { |
| 4051 | "op": Op.IDENTITY, |
| 4052 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4053 | "build_fcn": ( |
| 4054 | build_unary, |
| 4055 | TosaTensorGen.tgBasic, |
| 4056 | TosaTensorValuesGen.tvgDefault, |
| 4057 | None, |
| 4058 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4059 | "types": TYPE_FIB, |
| 4060 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4061 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4062 | "gather": { |
| 4063 | "op": Op.GATHER, |
| 4064 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 4065 | "operands": (1, 0), |
| 4066 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4067 | "build_fcn": ( |
| 4068 | build_gather, |
| 4069 | TosaTensorGen.tgBasic, |
| 4070 | TosaTensorValuesGen.tvgDefault, |
| 4071 | None, |
| 4072 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4073 | "types": ( |
| 4074 | DType.INT8, |
| 4075 | DType.INT16, |
| 4076 | DType.INT32, |
| 4077 | DType.FP16, |
| 4078 | DType.BF16, |
| 4079 | DType.FP32, |
| 4080 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4081 | "error_if_validators": ( |
| 4082 | TosaErrorValidator.evWrongInputType, |
| 4083 | TosaErrorValidator.evWrongOutputType, |
| 4084 | TosaErrorValidator.evWrongInputList, |
| 4085 | TosaErrorValidator.evWrongOutputList, |
| 4086 | TosaErrorValidator.evWrongRank, |
| 4087 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4088 | }, |
| 4089 | "scatter": { |
| 4090 | "op": Op.SCATTER, |
| 4091 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4092 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4093 | "operands": (2, 0), |
| 4094 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4095 | "build_fcn": ( |
| 4096 | build_scatter, |
| 4097 | TosaTensorGen.tgScatter, |
| 4098 | TosaTensorValuesGen.tvgDefault, |
| 4099 | None, |
| 4100 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4101 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4102 | "error_if_validators": ( |
| 4103 | TosaErrorValidator.evWrongInputType, |
| 4104 | TosaErrorValidator.evWrongOutputType, |
| 4105 | TosaErrorValidator.evWrongInputList, |
| 4106 | TosaErrorValidator.evWrongOutputList, |
| 4107 | TosaErrorValidator.evWrongRank, |
| 4108 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4109 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4110 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4111 | "resize": { |
| 4112 | "op": Op.RESIZE, |
| 4113 | "operands": (1, 0), |
| 4114 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4115 | "build_fcn": ( |
| 4116 | build_resize, |
| 4117 | TosaTensorGen.tgNHWC, |
| 4118 | TosaTensorValuesGen.tvgDefault, |
| 4119 | TosaArgGen.agResize, |
| 4120 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4121 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4122 | "invalid_test_validators": ( |
| 4123 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4124 | ), |
| 4125 | "error_if_validators": ( |
| 4126 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4127 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4128 | TosaErrorValidator.evScaleNLargerMax, |
| 4129 | TosaErrorValidator.evScaleDLargerMax, |
| 4130 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4131 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4132 | TosaErrorValidator.evBorderSmallerMin, |
| 4133 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4134 | TosaErrorValidator.evWrongInputType, |
| 4135 | TosaErrorValidator.evWrongOutputType, |
| 4136 | TosaErrorValidator.evWrongRank, |
| 4137 | TosaErrorValidator.evWrongInputList, |
| 4138 | TosaErrorValidator.evWrongOutputList, |
| 4139 | TosaErrorValidator.evBatchMismatch, |
| 4140 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4141 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4142 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4143 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4144 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4145 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4146 | "cast": { |
| 4147 | "op": Op.CAST, |
| 4148 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4149 | "build_fcn": ( |
| 4150 | build_cast, |
| 4151 | TosaTensorGen.tgBasic, |
| 4152 | TosaTensorValuesGen.tvgDefault, |
| 4153 | TosaArgGen.agCast, |
| 4154 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4155 | "types": ( |
| 4156 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4157 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4158 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4159 | DType.INT8, |
| 4160 | DType.INT16, |
| 4161 | DType.INT32, |
| 4162 | DType.BOOL, |
| 4163 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4164 | "error_if_validators": ( |
| 4165 | TosaErrorValidator.evWrongInputType, |
| 4166 | TosaErrorValidator.evWrongOutputType, |
| 4167 | TosaErrorValidator.evWrongInputList, |
| 4168 | TosaErrorValidator.evWrongOutputList, |
| 4169 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4170 | }, |
| 4171 | "rescale": { |
| 4172 | "op": Op.RESCALE, |
| 4173 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4174 | "build_fcn": ( |
| 4175 | build_rescale, |
| 4176 | TosaTensorGen.tgBasic, |
| 4177 | TosaTensorValuesGen.tvgDefault, |
| 4178 | TosaArgGen.agRescale, |
| 4179 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4180 | "types": [ |
| 4181 | DType.UINT8, |
| 4182 | DType.INT8, |
| 4183 | DType.INT16, |
| 4184 | DType.INT32, |
| 4185 | DType.INT48, |
| 4186 | DType.UINT16, |
| 4187 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4188 | "error_if_validators": ( |
| 4189 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4190 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4191 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4192 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4193 | TosaErrorValidator.evScaleTrue, |
| 4194 | TosaErrorValidator.evScaleNotTrue, |
| 4195 | TosaErrorValidator.evWrongInputType, |
| 4196 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4197 | TosaErrorValidator.evWrongInputList, |
| 4198 | TosaErrorValidator.evWrongOutputList, |
| 4199 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4200 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4201 | # Custom |
| 4202 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4203 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4204 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4205 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4206 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4207 | "cond_if_const": { |
| 4208 | "op": Op.COND_IF, |
| 4209 | "operands": (0, 2), |
| 4210 | "build_fcn": ( |
| 4211 | build_cond_if_const, |
| 4212 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4213 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4214 | TosaArgGen.agCondIf, |
| 4215 | ), |
| 4216 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4217 | "error_if_validators": ( |
| 4218 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4219 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4220 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4221 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4222 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4223 | }, |
| 4224 | "cond_if_binary": { |
| 4225 | "op": Op.COND_IF, |
| 4226 | "operands": (2, 0), |
| 4227 | "build_fcn": ( |
| 4228 | build_cond_if_binary, |
| 4229 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4230 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4231 | TosaArgGen.agCondIf, |
| 4232 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4233 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4234 | "error_if_validators": ( |
| 4235 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4236 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4237 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4238 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4239 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4240 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4241 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4242 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4243 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4244 | "while_loop": { |
| 4245 | "op": Op.WHILE_LOOP, |
| 4246 | "operands": (0, 1), |
| 4247 | "build_fcn": ( |
| 4248 | build_while_loop, |
| 4249 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4250 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4251 | TosaArgGen.agWhileLoop, |
| 4252 | ), |
| 4253 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4254 | "error_if_validators": ( |
| 4255 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4256 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4257 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4258 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4259 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4260 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4261 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4262 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4263 | "fft2d": { |
| 4264 | "op": Op.FFT2D, |
| 4265 | "operands": (2, 0), |
| 4266 | "rank": (3, 3), |
| 4267 | "build_fcn": ( |
| 4268 | build_fft2d, |
| 4269 | TosaTensorGen.tgFFT2d, |
| 4270 | TosaTensorValuesGen.tvgDefault, |
| 4271 | TosaArgGen.agFFT2d, |
| 4272 | ), |
| 4273 | "types": [DType.FP32], |
| 4274 | "error_if_validators": ( |
| 4275 | TosaErrorValidator.evWrongInputType, |
| 4276 | TosaErrorValidator.evWrongOutputType, |
| 4277 | TosaErrorValidator.evWrongInputList, |
| 4278 | TosaErrorValidator.evWrongOutputList, |
| 4279 | TosaErrorValidator.evWrongRank, |
| 4280 | TosaErrorValidator.evBatchMismatch, |
| 4281 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4282 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4283 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4284 | ), |
| 4285 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4286 | "rfft2d": { |
| 4287 | "op": Op.RFFT2D, |
| 4288 | "operands": (1, 0), |
| 4289 | "rank": (3, 3), |
| 4290 | "build_fcn": ( |
| 4291 | build_rfft2d, |
| 4292 | TosaTensorGen.tgRFFT2d, |
| 4293 | TosaTensorValuesGen.tvgDefault, |
| 4294 | TosaArgGen.agNone, |
| 4295 | ), |
| 4296 | "types": [DType.FP32], |
| 4297 | "error_if_validators": ( |
| 4298 | TosaErrorValidator.evWrongInputType, |
| 4299 | TosaErrorValidator.evWrongOutputType, |
| 4300 | TosaErrorValidator.evWrongInputList, |
| 4301 | TosaErrorValidator.evWrongOutputList, |
| 4302 | TosaErrorValidator.evWrongRank, |
| 4303 | TosaErrorValidator.evBatchMismatch, |
| 4304 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4305 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4306 | ), |
| 4307 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4308 | } |
| 4309 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4310 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4311 | class OutputShaper: |
| 4312 | # Methods in this class compute the expected output shape and datatype |
| 4313 | # for common classes of operations |
| 4314 | def __init__(self): |
| 4315 | pass |
| 4316 | |
| 4317 | # These methods return arguments that can be used for |
| 4318 | # creating a new output tensor |
| 4319 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4320 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4321 | if error_name != ErrorIf.RankMismatch: |
| 4322 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4323 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4324 | |
| 4325 | shape = [] |
| 4326 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4327 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4328 | shape.append(b.shape[i]) |
| 4329 | else: |
| 4330 | shape.append(a.shape[i]) |
| 4331 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4332 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4333 | if error_name == ErrorIf.DimensionMismatch: |
| 4334 | shape[fuzz_idx] += 1 |
| 4335 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4336 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4337 | all_dtypes = [ |
| 4338 | DType.INT8, |
| 4339 | DType.INT16, |
| 4340 | DType.INT32, |
| 4341 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4342 | DType.FP16, |
| 4343 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4344 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4345 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4346 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4347 | outputDType = rng.choice(wrong_dtypes) |
| 4348 | else: |
| 4349 | outputDType = a.dtype |
| 4350 | |
| 4351 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4352 | |
| 4353 | @staticmethod |
| 4354 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4355 | assert len(a.shape) == len(b.shape) |
| 4356 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4357 | |
| 4358 | shape = [] |
| 4359 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4360 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4361 | shape.append(a.shape[i]) |
| 4362 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4363 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4364 | |
| 4365 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4366 | def unaryOp(ser, rng, a, error_name=None): |
| 4367 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4368 | all_dtypes = [ |
| 4369 | DType.INT8, |
| 4370 | DType.INT16, |
| 4371 | DType.INT32, |
| 4372 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4373 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4374 | DType.FP16, |
| 4375 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4376 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4377 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4378 | outputDType = rng.choice(wrong_dtypes) |
| 4379 | else: |
| 4380 | outputDType = a.dtype |
| 4381 | |
| 4382 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4383 | |
| 4384 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4385 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4386 | if error_name != ErrorIf.RankMismatch: |
| 4387 | 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] | 4388 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4389 | |
| 4390 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4391 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4392 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4393 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4394 | else: |
| 4395 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4396 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4397 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4398 | if error_name == ErrorIf.DimensionMismatch: |
| 4399 | shape[fuzz_idx] += 1 |
| 4400 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4401 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4402 | all_dtypes = [ |
| 4403 | DType.INT8, |
| 4404 | DType.INT16, |
| 4405 | DType.INT32, |
| 4406 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4407 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4408 | DType.FP16, |
| 4409 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4410 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4411 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4412 | outputDType = rng.choice(wrong_dtypes) |
| 4413 | else: |
| 4414 | outputDType = a.dtype |
| 4415 | |
| 4416 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4417 | |
| 4418 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4419 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4420 | if error_name != ErrorIf.RankMismatch: |
| 4421 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4422 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4423 | |
| 4424 | # Do broadcast |
| 4425 | shape = [] |
| 4426 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4427 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4428 | shape.append(b.shape[i]) |
| 4429 | else: |
| 4430 | shape.append(a.shape[i]) |
| 4431 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4432 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4433 | if error_name == ErrorIf.DimensionMismatch: |
| 4434 | shape[fuzz_idx] += 1 |
| 4435 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4436 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4437 | wrong_dtypes = [ |
| 4438 | DType.INT8, |
| 4439 | DType.INT16, |
| 4440 | DType.INT32, |
| 4441 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4442 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4443 | DType.FP16, |
| 4444 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4445 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4446 | outputDType = rng.choice(wrong_dtypes) |
| 4447 | else: |
| 4448 | outputDType = DType.BOOL |
| 4449 | |
| 4450 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4451 | |
| 4452 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4453 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4454 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4455 | if error_name not in [ |
| 4456 | ErrorIf.AxisSmallerZero, |
| 4457 | ErrorIf.AxisLargerRank, |
| 4458 | ErrorIf.ShapeOfAxisNotOne, |
| 4459 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4460 | shape[axis] = 1 |
| 4461 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4462 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4463 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4464 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4465 | all_dtypes = [ |
| 4466 | DType.INT8, |
| 4467 | DType.INT16, |
| 4468 | DType.INT32, |
| 4469 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4470 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4471 | DType.FP16, |
| 4472 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4473 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4474 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4475 | outputDType = rng.choice(wrong_dtypes) |
| 4476 | else: |
| 4477 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4478 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4479 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4480 | |
| 4481 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4482 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4483 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4484 | |
| 4485 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4486 | del shape[axis] |
| 4487 | |
| 4488 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4489 | remove = rng.choice([True, False]) |
| 4490 | if remove and len(shape) > 1: |
| 4491 | del shape[0] |
| 4492 | else: |
| 4493 | shape.append(1) |
| 4494 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4495 | for i in range(len(shape)): |
| 4496 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4497 | |
| 4498 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4499 | all_dtypes = [ |
| 4500 | DType.INT8, |
| 4501 | DType.INT16, |
| 4502 | DType.INT32, |
| 4503 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4504 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4505 | DType.FP16, |
| 4506 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4507 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4508 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4509 | outputDType = rng.choice(wrong_dtypes) |
| 4510 | else: |
| 4511 | outputDType = DType.INT32 |
| 4512 | |
| 4513 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4514 | |
| 4515 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4516 | def conv2dOp( |
| 4517 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4518 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4519 | |
| 4520 | # IFM: NHWC |
| 4521 | # Filter: OHWI |
| 4522 | # OFM: NHWC |
| 4523 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4524 | h = ( |
| 4525 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4526 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4527 | + padding[0] |
| 4528 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4529 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4530 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4531 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4532 | w = ( |
| 4533 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4534 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4535 | + padding[2] |
| 4536 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4537 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4538 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4539 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4540 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4541 | choices = [1, 2, 3] |
| 4542 | change = rng.choice(choices) |
| 4543 | # increment in multiples of stride to not hit non-integer error case |
| 4544 | if change in [1, 3]: |
| 4545 | h = h + (rng.choice(choices) * strides[0]) |
| 4546 | if change in [2, 3]: |
| 4547 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4548 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4549 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4550 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4551 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4552 | # Pick some potentially correct output dtype if input type is incorrect |
| 4553 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4554 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4555 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4556 | |
| 4557 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4558 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4559 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4560 | else: |
| 4561 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4562 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4563 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4564 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4565 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4566 | |
| 4567 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4568 | def conv3dOp( |
| 4569 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4570 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4571 | |
| 4572 | # IFM: NDHWC |
| 4573 | # Filter: ODHWI |
| 4574 | # OFM: NDHWC |
| 4575 | |
| 4576 | d = ( |
| 4577 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4578 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4579 | + padding[0] |
| 4580 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4581 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4582 | ) // strides[0] + 1 |
| 4583 | |
| 4584 | h = ( |
| 4585 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4586 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4587 | + padding[2] |
| 4588 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4589 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4590 | ) // strides[1] + 1 |
| 4591 | |
| 4592 | w = ( |
| 4593 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4594 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4595 | + padding[4] |
| 4596 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4597 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4598 | ) // strides[2] + 1 |
| 4599 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4600 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4601 | choices = [1, 2, 3, 4] |
| 4602 | change = rng.choice(choices) |
| 4603 | # increment in multiples of stride to not hit non-integer error case |
| 4604 | if change in [1, 4]: |
| 4605 | d = d + (rng.choice(choices) * strides[0]) |
| 4606 | if change in [2, 4]: |
| 4607 | h = h + (rng.choice(choices) * strides[1]) |
| 4608 | if change in [3, 4]: |
| 4609 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4610 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4611 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4612 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4613 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4614 | # Pick some potentially correct output dtype if input type is incorrect |
| 4615 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4616 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4617 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4618 | |
| 4619 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4620 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4621 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4622 | else: |
| 4623 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4624 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4625 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4626 | |
| 4627 | return ser.addOutput(ofm_shape, out_dtype) |
| 4628 | |
| 4629 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4630 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4631 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4632 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4633 | # IFM: NHWC |
| 4634 | # Filter: HWCM |
| 4635 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4636 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4637 | h = ( |
| 4638 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4639 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4640 | + padding[0] |
| 4641 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4642 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4643 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4644 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4645 | w = ( |
| 4646 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4647 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4648 | + padding[2] |
| 4649 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4650 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4651 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4652 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4653 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4654 | choices = [1, 2, 3] |
| 4655 | change = rng.choice(choices) |
| 4656 | # increment in multiples of stride to not hit non-integer error case |
| 4657 | if change in [1, 3]: |
| 4658 | h = h + (rng.choice(choices) * strides[0]) |
| 4659 | if change in [2, 3]: |
| 4660 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4661 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4662 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4663 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4664 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4665 | # Pick some potentially correct output dtype if input type is incorrect |
| 4666 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4667 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4668 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4669 | |
| 4670 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4671 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4672 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4673 | else: |
| 4674 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4675 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4676 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4677 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4678 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4679 | |
| 4680 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4681 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4682 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4683 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4684 | # 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] | 4685 | h = 1 |
| 4686 | w = 1 |
| 4687 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4688 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4689 | 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] | 4690 | |
| 4691 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4692 | choices = [1, 2, 3] |
| 4693 | change = rng.choice(choices) |
| 4694 | # increment in multiples of stride to not hit non-integer error case |
| 4695 | if change in [1, 3]: |
| 4696 | h = h + (rng.choice(choices) * stride[0]) |
| 4697 | if change in [2, 3]: |
| 4698 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4699 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4700 | |
| 4701 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4702 | all_dtypes = [ |
| 4703 | DType.INT8, |
| 4704 | DType.INT16, |
| 4705 | DType.INT32, |
| 4706 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4707 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4708 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4709 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4710 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4711 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4712 | outputDType = rng.choice(wrong_dtypes) |
| 4713 | else: |
| 4714 | outputDType = ifm.dtype |
| 4715 | |
| 4716 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4717 | |
| 4718 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4719 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4720 | # input: N, IC |
| 4721 | # filter: OC, IC |
| 4722 | # output: N, OC |
| 4723 | |
| 4724 | output_shape = [input.shape[0], filter.shape[0]] |
| 4725 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4726 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4727 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4728 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4729 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4730 | |
| 4731 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4732 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4733 | # a: N, H, C |
| 4734 | # b: N, C, W |
| 4735 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4736 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4737 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4738 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4739 | if error_name == ErrorIf.WrongOutputType: |
| 4740 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4741 | incorrect_types = ( |
| 4742 | DType.INT4, |
| 4743 | DType.INT8, |
| 4744 | DType.INT16, |
| 4745 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4746 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4747 | DType.FP16, |
| 4748 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4749 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4750 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4751 | incorrect_types = ( |
| 4752 | DType.INT4, |
| 4753 | DType.INT8, |
| 4754 | DType.INT16, |
| 4755 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4756 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4757 | DType.FP16, |
| 4758 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4759 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4760 | elif ( |
| 4761 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 4762 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4763 | incorrect_types = ( |
| 4764 | DType.INT4, |
| 4765 | DType.INT8, |
| 4766 | DType.INT16, |
| 4767 | DType.INT32, |
| 4768 | DType.INT48, |
| 4769 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4770 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4771 | elif error_name == ErrorIf.WrongInputType: |
| 4772 | # Pick some potentially correct output dtype if input type is incorrect |
| 4773 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4774 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4775 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4776 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4777 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4778 | |
| 4779 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4780 | def concatOp(ser, rng, axis, *a, error_name=None): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4781 | input1 = a[0] |
| 4782 | remaining_inputs = a[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4783 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4784 | # 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] | 4785 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4786 | if not ( |
| 4787 | # unable to concat tensors of different ranks |
| 4788 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4789 | # unable to concat tensors along an invalid axis |
| 4790 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4791 | ): |
| 4792 | for tensor in remaining_inputs: |
| 4793 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4794 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4795 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4796 | output_shape[axis] += rng.integers(5, 10) |
| 4797 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4798 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4799 | all_dtypes = { |
| 4800 | DType.INT8, |
| 4801 | DType.INT16, |
| 4802 | DType.INT32, |
| 4803 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4804 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4805 | DType.FP16, |
| 4806 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4807 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4808 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 4809 | outputDType = rng.choice(wrong_dtypes) |
| 4810 | else: |
| 4811 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4812 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4813 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4814 | |
| 4815 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4816 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4817 | |
| 4818 | output_shape = a.shape.copy() |
| 4819 | |
| 4820 | for i in range(len(output_shape)): |
| 4821 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 4822 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4823 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 4824 | bad_dim = rng.choice(range(len(output_shape))) |
| 4825 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4826 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4827 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4828 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4829 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4830 | all_dtypes = [ |
| 4831 | DType.INT8, |
| 4832 | DType.INT16, |
| 4833 | DType.INT32, |
| 4834 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4835 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4836 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4837 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4838 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4839 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4840 | outputDType = rng.choice(wrong_dtypes) |
| 4841 | else: |
| 4842 | outputDType = a.dtype |
| 4843 | |
| 4844 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4845 | |
| 4846 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4847 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 7935972 | 2023-08-31 18:17:38 +0000 | [diff] [blame] | 4848 | output_shape = [] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4849 | |
| 4850 | if error_name == ErrorIf.WrongOutputType: |
| 4851 | all_dtypes = [ |
| 4852 | DType.INT8, |
| 4853 | DType.INT16, |
| 4854 | DType.INT32, |
| 4855 | DType.INT48, |
| 4856 | DType.FP32, |
| 4857 | DType.FP16, |
| 4858 | DType.BF16, |
| 4859 | ] |
| 4860 | wrong_dtypes = list(set(all_dtypes)) |
| 4861 | outputDType = rng.choice(wrong_dtypes) |
| 4862 | else: |
| 4863 | outputDType = DType.SHAPE |
| 4864 | |
| 4865 | return ser.addOutput(output_shape, outputDType) |
| 4866 | |
| 4867 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4868 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4869 | output_shape = shape.copy() |
| 4870 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4871 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4872 | for i in range(len(output_shape)): |
| 4873 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 4874 | |
| 4875 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4876 | all_dtypes = [ |
| 4877 | DType.INT8, |
| 4878 | DType.INT16, |
| 4879 | DType.INT32, |
| 4880 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4881 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4882 | DType.FP16, |
| 4883 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4884 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4885 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4886 | outputDType = rng.choice(wrong_dtypes) |
| 4887 | else: |
| 4888 | outputDType = a.dtype |
| 4889 | |
| 4890 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4891 | |
| 4892 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4893 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4894 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4895 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4896 | all_dtypes = [ |
| 4897 | DType.INT8, |
| 4898 | DType.INT16, |
| 4899 | DType.INT32, |
| 4900 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4901 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4902 | DType.FP16, |
| 4903 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4904 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4905 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4906 | outputDType = rng.choice(wrong_dtypes) |
| 4907 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4908 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4909 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4910 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4911 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4912 | for index in range(len(output_shape)): |
| 4913 | if output_shape[index] <= 2: |
| 4914 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 4915 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4916 | output_shape[index] = output_shape[index] + rng.choice( |
| 4917 | [-2, -1, 1, 2] |
| 4918 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4919 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 4920 | output_shape = input.shape.copy() |
| 4921 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4922 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4923 | |
| 4924 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4925 | |
| 4926 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4927 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4928 | |
| 4929 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4930 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4931 | |
| 4932 | for i in range(len(output_shape)): |
| 4933 | output_shape[i] = a.shape[i] * multiples[i] |
| 4934 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4935 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4936 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4937 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4938 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4939 | all_dtypes = [ |
| 4940 | DType.INT8, |
| 4941 | DType.INT16, |
| 4942 | DType.INT32, |
| 4943 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4944 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4945 | DType.FP16, |
| 4946 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4947 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4948 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4949 | outputDType = rng.choice(wrong_dtypes) |
| 4950 | else: |
| 4951 | outputDType = a.dtype |
| 4952 | |
| 4953 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4954 | |
| 4955 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4956 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4957 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4958 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4959 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4960 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4961 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4962 | for i in range(len(output_shape)): |
| 4963 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4964 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4965 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4966 | for i in range(len(output_shape)): |
| 4967 | output_shape[i] += rng.integers(1, 10) |
| 4968 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4969 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4970 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4971 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4972 | all_dtypes = [ |
| 4973 | DType.INT8, |
| 4974 | DType.INT16, |
| 4975 | DType.INT32, |
| 4976 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4977 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4978 | DType.FP16, |
| 4979 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4980 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4981 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4982 | outputDType = rng.choice(wrong_dtypes) |
| 4983 | else: |
| 4984 | outputDType = a.dtype |
| 4985 | |
| 4986 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4987 | |
| 4988 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4989 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4990 | if error_name != ErrorIf.WrongRank: |
| 4991 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4992 | assert len(indices.shape) == 2 |
| 4993 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4994 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4995 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 4996 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4997 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4998 | all_dtypes = [ |
| 4999 | DType.INT8, |
| 5000 | DType.INT16, |
| 5001 | DType.INT32, |
| 5002 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5003 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5004 | DType.FP16, |
| 5005 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5006 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5007 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5008 | outputDType = rng.choice(wrong_dtypes) |
| 5009 | else: |
| 5010 | outputDType = values.dtype |
| 5011 | |
| 5012 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5013 | |
| 5014 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5015 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5016 | if error_name != ErrorIf.WrongRank: |
| 5017 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5018 | assert len(indices.shape) == 2 |
| 5019 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5020 | assert values_in.shape[0] == indices.shape[0] # N |
| 5021 | assert input.shape[1] == indices.shape[1] # W |
| 5022 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5023 | |
| 5024 | output_shape = values_in.shape |
| 5025 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5026 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5027 | all_dtypes = [ |
| 5028 | DType.INT8, |
| 5029 | DType.INT16, |
| 5030 | DType.INT32, |
| 5031 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5032 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5033 | DType.FP16, |
| 5034 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5035 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5036 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5037 | outputDType = rng.choice(wrong_dtypes) |
| 5038 | else: |
| 5039 | outputDType = values_in.dtype |
| 5040 | |
| 5041 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5042 | |
| 5043 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5044 | def tableOp(ser, rng, input, error_name=None): |
| 5045 | # Same shape as the input, dtype dependent on input dtype |
| 5046 | if error_name != ErrorIf.WrongInputType: |
| 5047 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5048 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5049 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5050 | wrong_dtypes = [ |
| 5051 | DType.INT8, |
| 5052 | DType.INT16, |
| 5053 | DType.INT32, |
| 5054 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5055 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5056 | DType.FP16, |
| 5057 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5058 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5059 | wrong_dtypes.remove(output_dtype) |
| 5060 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5061 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5062 | |
| 5063 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5064 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5065 | serializer, |
| 5066 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5067 | input, |
| 5068 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5069 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5070 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5071 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5072 | input_dtype, |
| 5073 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5074 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5075 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5076 | # Calculate OH, OW |
| 5077 | scale_y_n = scale[0] |
| 5078 | scale_y_d = scale[1] |
| 5079 | scale_x_n = scale[2] |
| 5080 | scale_x_d = scale[3] |
| 5081 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5082 | scale_y_n = max(scale_y_n, 1) |
| 5083 | scale_y_d = max(scale_y_d, 1) |
| 5084 | scale_x_n = max(scale_x_n, 1) |
| 5085 | scale_x_d = max(scale_x_d, 1) |
| 5086 | |
| 5087 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5088 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5089 | |
| 5090 | if error_name is not None: |
| 5091 | # Make sure the output tensor is valid, which can occur when |
| 5092 | # scale, offset or border have been changed for ERROR_IFs |
| 5093 | oh = max(oh, 1) |
| 5094 | ow = max(ow, 1) |
| 5095 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5096 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5097 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5098 | |
| 5099 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5100 | choices = [1, 2, 3] |
| 5101 | change = rng.choice(choices) |
| 5102 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5103 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5104 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5105 | oh -= scale_y_d |
| 5106 | assert oh > 0 # Should have been caught in agResize |
| 5107 | else: |
| 5108 | oh += scale_y_d |
| 5109 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5110 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5111 | ow -= scale_x_d |
| 5112 | assert ow > 0 # Should have been caught in agResize |
| 5113 | else: |
| 5114 | ow += scale_x_d |
| 5115 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5116 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5117 | output_dims = [ |
| 5118 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5119 | oh, |
| 5120 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5121 | input.shape[0], |
| 5122 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5123 | elif error_name == ErrorIf.BatchMismatch: |
| 5124 | output_dims = [ |
| 5125 | input.shape[0] + rng.integers(1, 10), |
| 5126 | oh, |
| 5127 | ow, |
| 5128 | input.shape[3], |
| 5129 | ] |
| 5130 | elif error_name == ErrorIf.ChannelMismatch: |
| 5131 | output_dims = [ |
| 5132 | input.shape[0], |
| 5133 | oh, |
| 5134 | ow, |
| 5135 | input.shape[3] + rng.integers(1, 10), |
| 5136 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5137 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5138 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5139 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5140 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5141 | |
| 5142 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5143 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5144 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5145 | |
| 5146 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5147 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5148 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5149 | choices = [1, 2, 3] |
| 5150 | change = rng.choice(choices) |
| 5151 | if change in [1, 3]: |
| 5152 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5153 | if change in [2, 3]: |
| 5154 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5155 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5156 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5157 | # Pick some potentially correct output dtype if input type is incorrect |
| 5158 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5159 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5160 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5161 | |
| 5162 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5163 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5164 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5165 | else: |
| 5166 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5167 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5168 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5169 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5170 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5171 | |
| 5172 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5173 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5174 | outputs = [] |
| 5175 | |
| 5176 | assert ifm1.dtype == ifm2.dtype |
| 5177 | input_dtype = ifm1.dtype |
| 5178 | |
| 5179 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5180 | assert ifm1.shape == ifm2.shape |
| 5181 | |
| 5182 | input_shape = ifm1.shape |
| 5183 | if error_name != ErrorIf.WrongRank: |
| 5184 | assert len(input_shape) == 3 |
| 5185 | |
| 5186 | output_shape = input_shape.copy() |
| 5187 | output_dtype = input_dtype |
| 5188 | |
| 5189 | if error_name == ErrorIf.WrongOutputType: |
| 5190 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5191 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5192 | output_dtype = rng.choice(wrong_dtypes) |
| 5193 | elif error_name == ErrorIf.BatchMismatch: |
| 5194 | output_shape[0] += rng.integers(1, 10) |
| 5195 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5196 | modify_dim = rng.choice([1, 2]) |
| 5197 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5198 | |
| 5199 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5200 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5201 | return outputs |
| 5202 | |
| 5203 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5204 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5205 | outputs = [] |
| 5206 | |
| 5207 | input_shape = value.shape |
| 5208 | if error_name != ErrorIf.WrongRank: |
| 5209 | assert len(input_shape) == 3 |
| 5210 | |
| 5211 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5212 | |
| 5213 | output_dtype = value.dtype |
| 5214 | if error_name == ErrorIf.WrongOutputType: |
| 5215 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5216 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5217 | output_dtype = rng.choice(wrong_dtypes) |
| 5218 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5219 | output_shape[0] += rng.integers(1, 10) |
| 5220 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5221 | modify_dim = rng.choice([1, 2]) |
| 5222 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5223 | |
| 5224 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5225 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5226 | return outputs |