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 | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 12 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 13 | from generator.tosa_arg_gen import TosaArgGen |
| 14 | from generator.tosa_arg_gen import TosaQuantGen |
| 15 | from generator.tosa_arg_gen import TosaTensorGen |
| 16 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 17 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 18 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 19 | from generator.tosa_error_if import TosaErrorValidator |
| 20 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 21 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 22 | from tosa.DType import DType |
| 23 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 24 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 25 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 26 | // SPDX-License-Identifier: Apache-2.0 |
| 27 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 28 | """ |
| 29 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 30 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 31 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 32 | # Maximum rank of tensor supported by test generator. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 33 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 34 | TOSA_TENSOR_MAX_RANK = 6 |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 35 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 36 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 37 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 38 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 39 | # Main compliance dot product statistical test range |
| 40 | TOSA_MI_DOT_PRODUCT_TEST_SETS = range(0, 6) |
| 41 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 42 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 43 | def __init__(self, args): |
| 44 | self.args = args |
| 45 | self.basePath = args.output_dir |
| 46 | self.random_seed = args.random_seed |
| 47 | self.ser = None |
| 48 | self.rng = np.random.default_rng(self.random_seed) |
| 49 | self.createDynamicOpLists() |
| 50 | self.initOpListDefaults() |
| 51 | self.quantGen = TosaQuantGen() |
| 52 | # Force makeShape to do a specific starting shape |
| 53 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 54 | # JSON schema validation |
| 55 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 56 | # Data generator library is sometimes needed for compliance set up |
| 57 | # even if we are generating the data later (lazy_data_generation) |
| 58 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 59 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 60 | # Work out floating point range |
| 61 | def convertFPRange(rangeFP, maxFP): |
| 62 | # Converts program arguments of max/-max to FP max |
| 63 | vals = [] |
| 64 | for v in rangeFP: |
| 65 | if v == "max": |
| 66 | v = maxFP |
| 67 | elif v == "-max": |
| 68 | v = -maxFP |
| 69 | vals.append(v) |
| 70 | return tuple(sorted(vals)) |
| 71 | |
| 72 | self.random_float_range = {} |
| 73 | for dtype in (DType.FP32, DType.FP16, DType.BF16): |
| 74 | self.random_float_range[dtype] = convertFPRange( |
| 75 | args.tensor_fp_value_range, |
| 76 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 77 | ) |
| 78 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 79 | def createSerializer(self, opName, testPath): |
| 80 | self.testPath = os.path.join(opName, testPath) |
| 81 | |
| 82 | fullPath = os.path.join(self.basePath, self.testPath) |
| 83 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 84 | # Embed const data in the flatbuffer |
| 85 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 86 | if self.args.lazy_data_gen: |
| 87 | # Lazy data generation - so make constants files |
| 88 | constMode = ts.ConstMode.INPUTS |
| 89 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 90 | constMode = ts.ConstMode.EMBED_DUMP |
| 91 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 92 | |
| 93 | def getSerializer(self): |
| 94 | return self.ser |
| 95 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 96 | def serialize(self, testName, metaData=None): |
| 97 | path = Path(self.basePath) / self.testPath |
| 98 | |
| 99 | # Write out TOSA flatbuffer binary |
| 100 | path_fb = path / f"{testName}.tosa" |
| 101 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 102 | fd.write(self.ser.serialize()) |
| 103 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 104 | # Get JSON descriptor from serializer |
| 105 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 106 | |
| 107 | if metaData: |
| 108 | # Add extra meta data to desc.json |
| 109 | desc["meta"] = metaData |
| 110 | |
| 111 | # Validate desc.json before we output it |
| 112 | self.descSchemaValidator.validate_config(desc) |
| 113 | |
| 114 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 115 | if "data_gen" in metaData: |
| 116 | if self.args.lazy_data_gen: |
| 117 | # Output datagen meta data as CPP data |
| 118 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 119 | with path_md.open("w") as fd: |
| 120 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 121 | fd.write("// Test meta data for data generation setup\n\n") |
| 122 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 123 | json.dump(metaData["data_gen"], fd) |
| 124 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 125 | if "compliance" in metaData: |
| 126 | # Output datagen meta data as CPP data |
| 127 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 128 | with path_md.open("w") as fd: |
| 129 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 130 | fd.write("// Test meta data for compliance validation\n\n") |
| 131 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 132 | json.dump(metaData["compliance"], fd) |
| 133 | fd.write(')";\n\n') |
| 134 | |
| 135 | # Write desc.json |
| 136 | path_desc = path / "desc.json" |
| 137 | with path_desc.open("w") as fd: |
| 138 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 139 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 140 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 141 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 142 | seed = self.random_seed + 1 |
| 143 | self.rng = np.random.default_rng(seed) |
| 144 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 145 | def getDTypeRange(self, dtype, high_inclusive=False): |
| 146 | # Returns dtype value range boundaries (low, high) |
| 147 | # The high boundary is excluded in the range |
| 148 | # unless high_inclusive is True |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 149 | if dtype in (DType.FP32, DType.FP16, DType.BF16): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 150 | return self.random_float_range[dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 151 | elif dtype == DType.BOOL: |
| 152 | rng = (0, 2) |
| 153 | elif dtype == DType.UINT8: |
| 154 | rng = (0, 256) |
| 155 | elif dtype == DType.UINT16: |
| 156 | rng = (0, 65536) |
| 157 | elif dtype == DType.INT4: |
| 158 | # TOSA specific INT4 weight range from -7 to 7 |
| 159 | rng = (-7, 8) |
| 160 | elif dtype == DType.INT8: |
| 161 | rng = (-128, 128) |
| 162 | elif dtype == DType.INT16: |
| 163 | rng = (-32768, 32768) |
| 164 | elif dtype in (DType.INT32, DType.SHAPE): |
| 165 | # restricting too large value for SHAPE |
| 166 | rng = (-(1 << 31), (1 << 31)) |
| 167 | elif dtype == DType.INT48: |
| 168 | rng = (-(1 << 47), (1 << 47)) |
| 169 | else: |
| 170 | raise Exception("Unknown dtype: {}".format(dtype)) |
| 171 | |
| 172 | if not high_inclusive: |
| 173 | # Exclusive high: low <= range < high |
| 174 | return rng |
| 175 | else: |
| 176 | # Inclusive range: low <= range <= high |
| 177 | return (rng[0], rng[1] - 1) |
| 178 | |
Jeremy Johnson | 30a41db | 2023-11-15 11:00:49 +0000 | [diff] [blame] | 179 | def getRandTensor(self, shape, dtype, data_range=None): |
| 180 | if data_range is None: |
| 181 | low, high = self.getDTypeRange(dtype) |
| 182 | else: |
| 183 | low, high = data_range |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 184 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 185 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 186 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 187 | elif dtype == DType.INT48: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 188 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
| 189 | elif dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 190 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 191 | |
| 192 | if dtype == DType.FP16: |
| 193 | return np.float16(f_tensor) |
| 194 | else: |
| 195 | f32_tensor = np.float32(f_tensor) |
| 196 | if dtype == DType.BF16: |
| 197 | # Floor the last 16 bits of each f32 value |
| 198 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
| 199 | else: |
| 200 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 201 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 202 | # All other integer types |
| 203 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 204 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 205 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 206 | placeholders = [] |
| 207 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 208 | assert len(shape_list) == len(dtype_list) |
| 209 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 210 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 211 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 212 | if not self.args.lazy_data_gen: |
| 213 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 214 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 215 | |
| 216 | return placeholders |
| 217 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 218 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 219 | consts = [] |
| 220 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 221 | assert len(shape_list) == len(dtype_list) |
| 222 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 223 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 224 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 225 | if not self.args.lazy_data_gen: |
| 226 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 227 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 228 | |
| 229 | return consts |
| 230 | |
| 231 | def makeShape(self, rank): |
| 232 | if self.targetted_shape: |
| 233 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 234 | return np.int32( |
| 235 | self.rng.integers( |
| 236 | low=self.args.tensor_shape_range[0], |
| 237 | high=self.args.tensor_shape_range[1], |
| 238 | size=rank, |
| 239 | ) |
| 240 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 241 | |
| 242 | def setTargetShape(self, shape): |
| 243 | self.targetted_shape = shape |
| 244 | |
| 245 | def randInt(self, low=0, high=256): |
| 246 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 247 | |
| 248 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 249 | low, high = self.getDTypeRange(dtype) |
| 250 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 251 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 252 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 253 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 254 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 255 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 256 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 257 | return gtu.vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 258 | elif dtype == DType.BOOL: |
| 259 | return self.rng.choice([False, True]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 260 | elif dtype == DType.INT48: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 261 | # Special size |
| 262 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 263 | |
| 264 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 265 | |
| 266 | def shapeStr(self, shape): |
| 267 | |
| 268 | sStr = [] |
| 269 | # Convert to strings |
| 270 | for i in shape: |
| 271 | sStr.append(str(i)) |
| 272 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 273 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 274 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 275 | def typeStr(self, dtype): |
| 276 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 277 | assert len(dtype) >= 2 |
| 278 | strs = [self.typeStr(t) for t in dtype] |
| 279 | # Limit types to the first 2 as the 3rd is the accumulator |
| 280 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 281 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 282 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 283 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 284 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 285 | raise Exception( |
| 286 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 287 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 288 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 289 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 290 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 291 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 292 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 293 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 294 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 295 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 296 | def constrictBatchSize(self, shape): |
| 297 | # Limit the batch size unless an explicit target shape set |
| 298 | if self.args.max_batch_size and not self.args.target_shapes: |
| 299 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 300 | return shape |
| 301 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 302 | def makeDimension(self): |
| 303 | return self.randInt( |
| 304 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 305 | ) |
| 306 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 307 | def tensorComplianceMetaData( |
| 308 | self, op, inputType, argsDict, outputTensor, errorName |
| 309 | ): |
| 310 | if ( |
| 311 | errorName |
| 312 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
| 313 | or not gtu.dtypeIsSupportedByCompliance(inputType) |
| 314 | ): |
| 315 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 316 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 317 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 318 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 319 | compliance_tens = { |
| 320 | "mode": None, |
| 321 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 322 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 323 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 324 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 325 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 326 | compliance_tens["dot_product_info"] = { |
| 327 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 328 | "ks": int(argsDict["ksb"]) |
| 329 | if "ksb" in argsDict |
| 330 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 331 | } |
| 332 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 333 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 334 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 335 | mode = gtu.ComplianceMode.ULP |
| 336 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
| 337 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 338 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 339 | elif op["op"] in (Op.EXP, Op.POW): |
| 340 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 341 | else: |
| 342 | mode = gtu.ComplianceMode.EXACT |
| 343 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 344 | |
| 345 | return compliance_tens |
| 346 | |
| 347 | # Build Op functions |
| 348 | # Create the output tensor (calling OutputShaper as needed) |
| 349 | # Do final tweaks to attributes (if necessary for errorIf) |
| 350 | # Add Op into graph |
| 351 | # Return resulting tensor information or BuildInfo |
| 352 | |
| 353 | class BuildInfo: |
| 354 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 355 | |
| 356 | def __init__(self, resultTensor, complianceDict): |
| 357 | self.resultTensor = resultTensor |
| 358 | self.complianceDict = complianceDict |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 359 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 360 | def build_unary( |
| 361 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 362 | ): |
| 363 | assert len(inputs) == 1 |
| 364 | a = inputs[0] |
| 365 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 366 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 367 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 368 | |
| 369 | # Ensure new output type has correct qinfo |
| 370 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 371 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 372 | qinfo = [ |
| 373 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 374 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 375 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 376 | |
| 377 | # Invalidate Input/Output list for error if checks. |
| 378 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 379 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 380 | pCount, cCount = op["operands"] |
| 381 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 382 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 383 | self, error_name, input_list, output_list |
| 384 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 385 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 386 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 387 | self.ser, |
| 388 | validator_fcns, |
| 389 | error_name, |
| 390 | op=op, |
| 391 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 392 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 393 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 394 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 395 | input_list=input_list, |
| 396 | output_list=output_list, |
| 397 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 398 | ): |
| 399 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 400 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 401 | attr = None |
| 402 | if op["op"] == Op.NEGATE: |
| 403 | attr = ts.TosaSerializerAttribute() |
| 404 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 405 | |
| 406 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 407 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 408 | compliance = self.tensorComplianceMetaData( |
| 409 | op, a.dtype, args_dict, result_tensor, error_name |
| 410 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 411 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 412 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 413 | def build_binary_broadcast( |
| 414 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 415 | ): |
| 416 | assert len(inputs) == 2 |
| 417 | a, b = inputs |
| 418 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 419 | self.ser, self.rng, a, b, error_name |
| 420 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 421 | |
| 422 | # Invalidate Input/Output list for error if checks. |
| 423 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 424 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 425 | pCount, cCount = op["operands"] |
| 426 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 427 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 428 | self, error_name, input_list, output_list |
| 429 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 430 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 431 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 432 | self.ser, |
| 433 | validator_fcns, |
| 434 | error_name, |
| 435 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 436 | input1=a, |
| 437 | input2=b, |
| 438 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 439 | output_dtype=result_tensor.dtype, |
| 440 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 441 | input_list=input_list, |
| 442 | output_list=output_list, |
| 443 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 444 | ): |
| 445 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 446 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 447 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 448 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 449 | compliance = self.tensorComplianceMetaData( |
| 450 | op, a.dtype, args_dict, result_tensor, error_name |
| 451 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 452 | |
| 453 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 454 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 455 | 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] | 456 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 457 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 458 | return result_tens |
| 459 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 460 | def build_arithmetic_right_shift( |
| 461 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 462 | ): |
| 463 | result_tens = OutputShaper.binaryBroadcastOp( |
| 464 | self.ser, self.rng, a, b, error_name |
| 465 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 466 | |
| 467 | # Invalidate Input/Output list for error if checks. |
| 468 | input_list = [a.name, b.name] |
| 469 | output_list = [result_tens.name] |
| 470 | pCount, cCount = op["operands"] |
| 471 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 472 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 473 | self, error_name, input_list, output_list |
| 474 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 475 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 476 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 477 | self.ser, |
| 478 | validator_fcns, |
| 479 | error_name, |
| 480 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 481 | input1=a, |
| 482 | input2=b, |
| 483 | input_dtype=a.dtype, |
| 484 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 485 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 486 | input_list=input_list, |
| 487 | output_list=output_list, |
| 488 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 489 | ): |
| 490 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 491 | |
| 492 | attr = ts.TosaSerializerAttribute() |
| 493 | attr.ArithmeticRightShiftAttribute(round) |
| 494 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 495 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 496 | return result_tens |
| 497 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 498 | def build_mul( |
| 499 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 500 | ): |
| 501 | assert len(inputs) == 2 |
| 502 | a, b = inputs |
| 503 | shift = args_dict["shift"] |
| 504 | |
| 505 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 506 | self.ser, self.rng, a, b, error_name |
| 507 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 508 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 509 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 510 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 511 | result_tensor.setDtype(DType.INT32) |
| 512 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 513 | if error_name == ErrorIf.WrongOutputType: |
| 514 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 515 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 516 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 517 | |
| 518 | # Invalidate Input/Output list for error if checks. |
| 519 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 520 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 521 | pCount, cCount = op["operands"] |
| 522 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 523 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 524 | self, error_name, input_list, output_list |
| 525 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 526 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 527 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 528 | self.ser, |
| 529 | validator_fcns, |
| 530 | error_name, |
| 531 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 532 | input1=a, |
| 533 | input2=b, |
| 534 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 535 | output_dtype=result_tensor.dtype, |
| 536 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 537 | input_list=input_list, |
| 538 | output_list=output_list, |
| 539 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 540 | ): |
| 541 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 542 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 543 | attr = ts.TosaSerializerAttribute() |
| 544 | attr.MulAttribute(shift) |
| 545 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 546 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 547 | |
| 548 | compliance = self.tensorComplianceMetaData( |
| 549 | op, a.dtype, args_dict, result_tensor, error_name |
| 550 | ) |
| 551 | |
| 552 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 553 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 554 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 555 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 556 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 557 | attr = ts.TosaSerializerAttribute() |
| 558 | attr.TableAttribute(table) |
| 559 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 560 | # Invalidate Input/Output list for error if checks. |
| 561 | input_list = [a.name] |
| 562 | output_list = [result_tens.name] |
| 563 | pCount, cCount = op["operands"] |
| 564 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 565 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 566 | self, error_name, input_list, output_list |
| 567 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 568 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 569 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 570 | self.ser, |
| 571 | validator_fcns, |
| 572 | error_name, |
| 573 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 574 | input_shape=a.shape, |
| 575 | input_dtype=a.dtype, |
| 576 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 577 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 578 | input_list=input_list, |
| 579 | output_list=output_list, |
| 580 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 581 | ): |
| 582 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 583 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 584 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 585 | |
| 586 | return result_tens |
| 587 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 588 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 589 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 590 | |
| 591 | # Invalidate Input/Output list for error if checks. |
| 592 | input_list = [cond.name, a.name, b.name] |
| 593 | output_list = [result_tens.name] |
| 594 | pCount, cCount = op["operands"] |
| 595 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 596 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 597 | self, error_name, input_list, output_list |
| 598 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 599 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 600 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 601 | self.ser, |
| 602 | validator_fcns, |
| 603 | error_name, |
| 604 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 605 | input1=cond, |
| 606 | input2=a, |
| 607 | input3=b, |
| 608 | input_shape=a.shape, |
| 609 | input_dtype=a.dtype, |
| 610 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 611 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 612 | input_list=input_list, |
| 613 | output_list=output_list, |
| 614 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 615 | ): |
| 616 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 617 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 618 | self.ser.addOperator( |
| 619 | op["op"], |
| 620 | input_list, |
| 621 | output_list, |
| 622 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 623 | return result_tens |
| 624 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 625 | 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] | 626 | result_tens = OutputShaper.binaryComparisonOp( |
| 627 | self.ser, self.rng, a, b, error_name |
| 628 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 629 | |
| 630 | # Invalidate Input/Output list for error if checks. |
| 631 | input_list = [a.name, b.name] |
| 632 | output_list = [result_tens.name] |
| 633 | pCount, cCount = op["operands"] |
| 634 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 635 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 636 | self, error_name, input_list, output_list |
| 637 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 638 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 639 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 640 | self.ser, |
| 641 | validator_fcns, |
| 642 | error_name, |
| 643 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 644 | input1=a, |
| 645 | input2=b, |
| 646 | input_shape=a.shape, |
| 647 | input_dtype=a.dtype, |
| 648 | output_shape=result_tens.shape, |
| 649 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 650 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 651 | input_list=input_list, |
| 652 | output_list=output_list, |
| 653 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 654 | ): |
| 655 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 656 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 657 | self.ser.addOperator( |
| 658 | op["op"], |
| 659 | input_list, |
| 660 | output_list, |
| 661 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 662 | return result_tens |
| 663 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 664 | def build_argmax( |
| 665 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 666 | ): |
| 667 | assert len(inputs) == 1 |
| 668 | a = inputs[0] |
| 669 | axis = args_dict["axis"] |
| 670 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 671 | |
| 672 | # Invalidate Input/Output list for error if checks. |
| 673 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 674 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 675 | pCount, cCount = op["operands"] |
| 676 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 677 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 678 | self, error_name, input_list, output_list |
| 679 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 680 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 681 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 682 | self.ser, |
| 683 | validator_fcns, |
| 684 | error_name, |
| 685 | op=op, |
| 686 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 687 | input_shape=a.shape, |
| 688 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 689 | output_shape=result_tensor.shape, |
| 690 | output_dtype=result_tensor.dtype, |
| 691 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 692 | input_list=input_list, |
| 693 | output_list=output_list, |
| 694 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 695 | ): |
| 696 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 697 | |
| 698 | attr = ts.TosaSerializerAttribute() |
| 699 | attr.AxisAttribute(axis) |
| 700 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 701 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 702 | |
| 703 | compliance = self.tensorComplianceMetaData( |
| 704 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 705 | ) |
| 706 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 707 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 708 | def build_pool2d( |
| 709 | self, |
| 710 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 711 | inputs, |
| 712 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 713 | validator_fcns=None, |
| 714 | error_name=None, |
| 715 | qinfo=None, |
| 716 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 717 | assert len(inputs) == 1 |
| 718 | input = inputs[0] |
| 719 | # max_pool has no accum_dtype |
| 720 | accum_dtype = ( |
| 721 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 722 | ) |
| 723 | stride = args_dict["stride"] |
| 724 | pad = args_dict["pad"] |
| 725 | kernel = args_dict["kernel"] |
| 726 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 727 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 728 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 729 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 730 | |
| 731 | # Ensure new output type has correct qinfo |
| 732 | if error_name == ErrorIf.WrongInputType: |
| 733 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 734 | qinfo = [ |
| 735 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 736 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 737 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 738 | |
| 739 | # Invalidate Input/Output list for error if checks. |
| 740 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 741 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 742 | pCount, cCount = op["operands"] |
| 743 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 744 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 745 | self, error_name, input_list, output_list |
| 746 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 747 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 748 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 749 | self.ser, |
| 750 | validator_fcns, |
| 751 | error_name, |
| 752 | op=op, |
| 753 | input_shape=input.shape, |
| 754 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 755 | output_shape=result_tensor.shape, |
| 756 | output_dtype=result_tensor.dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 757 | kernel=kernel, |
| 758 | stride=stride, |
| 759 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 760 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 761 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 762 | input_list=input_list, |
| 763 | output_list=output_list, |
| 764 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 765 | ): |
| 766 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 767 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 768 | if qinfo is None: |
| 769 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 770 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 771 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 772 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 773 | |
| 774 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 775 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 776 | compliance = self.tensorComplianceMetaData( |
| 777 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 778 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 779 | |
| 780 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 781 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 782 | def build_conv2d( |
| 783 | self, |
| 784 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 785 | inputs, |
| 786 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 787 | validator_fcns=None, |
| 788 | error_name=None, |
| 789 | qinfo=None, |
| 790 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 791 | assert len(inputs) == 3 |
| 792 | ifm, filter, bias = inputs |
| 793 | accum_dtype = args_dict["acc_type"] |
| 794 | strides = args_dict["stride"] |
| 795 | padding = args_dict["pad"] |
| 796 | dilations = args_dict["dilation"] |
| 797 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 798 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 799 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 800 | self.ser, |
| 801 | self.rng, |
| 802 | ifm, |
| 803 | filter, |
| 804 | accum_dtype, |
| 805 | strides, |
| 806 | padding, |
| 807 | dilations, |
| 808 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 809 | ) |
| 810 | |
| 811 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 812 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 813 | DType.INT8, |
| 814 | DType.UINT8, |
| 815 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 816 | qinfo = [ |
| 817 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 818 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 819 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 820 | |
| 821 | # Invalidate Input/Output list for error_if checks. |
| 822 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 823 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 824 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 825 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 826 | self, error_name, input_list, output_list |
| 827 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 828 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 829 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 830 | self.ser, |
| 831 | validator_fcns, |
| 832 | error_name, |
| 833 | op=op, |
| 834 | input_dtype=ifm.dtype, |
| 835 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 836 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 837 | qinfo=qinfo, |
| 838 | input_list=input_list, |
| 839 | num_operands=num_operands, |
| 840 | output_list=output_list, |
| 841 | pad=padding, |
| 842 | stride=strides, |
| 843 | dilation=dilations, |
| 844 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 845 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 846 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 847 | ): |
| 848 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 849 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 850 | # TODO - Test local_bound, for now set local bound attribute to False |
| 851 | local_bound = False |
| 852 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 853 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 854 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 855 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 856 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 857 | |
| 858 | compliance = self.tensorComplianceMetaData( |
| 859 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 860 | ) |
| 861 | |
| 862 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 863 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 864 | def build_conv3d( |
| 865 | self, |
| 866 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 867 | inputs, |
| 868 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 869 | validator_fcns=None, |
| 870 | error_name=None, |
| 871 | qinfo=None, |
| 872 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 873 | assert len(inputs) == 3 |
| 874 | ifm, filter, bias = inputs |
| 875 | accum_dtype = args_dict["acc_type"] |
| 876 | strides = args_dict["stride"] |
| 877 | padding = args_dict["pad"] |
| 878 | dilations = args_dict["dilation"] |
| 879 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 880 | assert len(padding) == 6 |
| 881 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 882 | self.ser, |
| 883 | self.rng, |
| 884 | ifm, |
| 885 | filter, |
| 886 | accum_dtype, |
| 887 | strides, |
| 888 | padding, |
| 889 | dilations, |
| 890 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 891 | ) |
| 892 | |
| 893 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 894 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 895 | DType.INT8, |
| 896 | DType.UINT8, |
| 897 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 898 | qinfo = [ |
| 899 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 900 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 901 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 902 | |
| 903 | # Invalidate Input/Output list for error_if checks. |
| 904 | input_list = [ifm.name, filter.name, bias.name] |
| 905 | output_list = [result_tens.name] |
| 906 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 907 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 908 | self, error_name, input_list, output_list |
| 909 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 910 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 911 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 912 | self.ser, |
| 913 | validator_fcns, |
| 914 | error_name, |
| 915 | op=op, |
| 916 | input_dtype=ifm.dtype, |
| 917 | weight_dtype=filter.dtype, |
| 918 | output_dtype=result_tens.dtype, |
| 919 | qinfo=qinfo, |
| 920 | input_list=input_list, |
| 921 | num_operands=num_operands, |
| 922 | output_list=output_list, |
| 923 | pad=padding, |
| 924 | stride=strides, |
| 925 | dilation=dilations, |
| 926 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 927 | weight_shape=filter.shape, |
| 928 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 929 | ): |
| 930 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 931 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 932 | # TODO - Test local_bound, for now set local bound attribute to False |
| 933 | local_bound = False |
| 934 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 935 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 936 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 937 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 938 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 939 | return result_tens |
| 940 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 941 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 942 | self, |
| 943 | op, |
| 944 | ifm, |
| 945 | filter, |
| 946 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 947 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 948 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 949 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 950 | output_shape, |
| 951 | validator_fcns=None, |
| 952 | error_name=None, |
| 953 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 954 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 955 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 956 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 957 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 958 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 959 | |
| 960 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 961 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 962 | DType.INT8, |
| 963 | DType.UINT8, |
| 964 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 965 | qinfo = [ |
| 966 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 967 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 968 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 969 | |
| 970 | # Invalidate Input/Output list for error_if checks. |
| 971 | input_list = [ifm.name, filter.name, bias.name] |
| 972 | output_list = [result_tens.name] |
| 973 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 974 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 975 | self, error_name, input_list, output_list |
| 976 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 977 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 978 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 979 | self.ser, |
| 980 | validator_fcns, |
| 981 | error_name, |
| 982 | op=op, |
| 983 | input_dtype=ifm.dtype, |
| 984 | weight_dtype=filter.dtype, |
| 985 | output_dtype=result_tens.dtype, |
| 986 | qinfo=qinfo, |
| 987 | input_list=input_list, |
| 988 | num_operands=num_operands, |
| 989 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 990 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 991 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 992 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 993 | weight_shape=filter.shape, |
| 994 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 995 | ): |
| 996 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 997 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 998 | # TODO - Test local_bound, for now set local bound attribute to False |
| 999 | local_bound = False |
| 1000 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1001 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1002 | attr.TransposeConvAttribute( |
| 1003 | out_pad, stride, output_shape, qinfo[0], qinfo[1], local_bound |
| 1004 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1005 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1006 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1007 | return result_tens |
| 1008 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1009 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1010 | self, |
| 1011 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1012 | inputs, |
| 1013 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1014 | validator_fcns=None, |
| 1015 | error_name=None, |
| 1016 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1017 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1018 | assert len(inputs) == 3 |
| 1019 | ifm, filter, bias = inputs |
| 1020 | accum_dtype = args_dict["acc_type"] |
| 1021 | strides = args_dict["stride"] |
| 1022 | padding = args_dict["pad"] |
| 1023 | dilations = args_dict["dilation"] |
| 1024 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1025 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1026 | self.ser, |
| 1027 | self.rng, |
| 1028 | ifm, |
| 1029 | filter, |
| 1030 | accum_dtype, |
| 1031 | strides, |
| 1032 | padding, |
| 1033 | dilations, |
| 1034 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1035 | ) |
| 1036 | |
| 1037 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1038 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1039 | DType.INT8, |
| 1040 | DType.UINT8, |
| 1041 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1042 | qinfo = [ |
| 1043 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 1044 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 1045 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1046 | |
| 1047 | # Invalidate Input/Output list for error_if checks. |
| 1048 | input_list = [ifm.name, filter.name, bias.name] |
| 1049 | output_list = [result_tens.name] |
| 1050 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1051 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1052 | self, error_name, input_list, output_list |
| 1053 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1054 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1055 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1056 | self.ser, |
| 1057 | validator_fcns, |
| 1058 | error_name, |
| 1059 | op=op, |
| 1060 | input_dtype=ifm.dtype, |
| 1061 | weight_dtype=filter.dtype, |
| 1062 | output_dtype=result_tens.dtype, |
| 1063 | qinfo=qinfo, |
| 1064 | input_list=input_list, |
| 1065 | num_operands=num_operands, |
| 1066 | output_list=output_list, |
| 1067 | pad=padding, |
| 1068 | stride=strides, |
| 1069 | dilation=dilations, |
| 1070 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1071 | weight_shape=filter.shape, |
| 1072 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1073 | ): |
| 1074 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1075 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1076 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1077 | local_bound = False |
| 1078 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1079 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1080 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1081 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1082 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1083 | return result_tens |
| 1084 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1085 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1086 | self, |
| 1087 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1088 | inputs, |
| 1089 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1090 | validator_fcns=None, |
| 1091 | error_name=None, |
| 1092 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1093 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1094 | assert len(inputs) == 3 |
| 1095 | ifm, filter, bias = inputs |
| 1096 | accum_dtype = args_dict["acc_type"] |
| 1097 | |
| 1098 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1099 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1100 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1101 | |
| 1102 | # Invalidate Input/Output list for error if checks. |
| 1103 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1104 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1105 | pCount, cCount = op["operands"] |
| 1106 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1107 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1108 | self, error_name, input_list, output_list |
| 1109 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1110 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1111 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1112 | self.ser, |
| 1113 | validator_fcns, |
| 1114 | error_name, |
| 1115 | op=op, |
| 1116 | input_shape=ifm.shape, |
| 1117 | input_dtype=ifm.dtype, |
| 1118 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1119 | output_shape=result_tensor.shape, |
| 1120 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1121 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1122 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1123 | input_list=input_list, |
| 1124 | output_list=output_list, |
| 1125 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1126 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1127 | ): |
| 1128 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1129 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1130 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1131 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1132 | |
| 1133 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1134 | |
| 1135 | compliance = self.tensorComplianceMetaData( |
| 1136 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1137 | ) |
| 1138 | |
| 1139 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1140 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1141 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1142 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1143 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1144 | assert len(inputs) == 2 |
| 1145 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1146 | accum_dtype = args_dict["acc_type"] |
| 1147 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1148 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1149 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1150 | |
| 1151 | # Invalidate Input/Output list for error if checks. |
| 1152 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1153 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1154 | pCount, cCount = op["operands"] |
| 1155 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1156 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1157 | self, error_name, input_list, output_list |
| 1158 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1159 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1160 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1161 | self.ser, |
| 1162 | validator_fcns, |
| 1163 | error_name, |
| 1164 | op=op, |
| 1165 | input_shape=a.shape, |
| 1166 | input_dtype=a.dtype, |
| 1167 | input2_shape=b.shape, |
| 1168 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1169 | output_shape=result_tensor.shape, |
| 1170 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1171 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1172 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1173 | input_list=input_list, |
| 1174 | output_list=output_list, |
| 1175 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1176 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1177 | ): |
| 1178 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1179 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1180 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1181 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1182 | |
| 1183 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1184 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1185 | compliance = self.tensorComplianceMetaData( |
| 1186 | op, a.dtype, args_dict, result_tensor, error_name |
| 1187 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1188 | |
| 1189 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1190 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1191 | def build_reduce( |
| 1192 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1193 | ): |
| 1194 | assert len(inputs) == 1 |
| 1195 | a = inputs[0] |
| 1196 | axis = args_dict["axis"] |
| 1197 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1198 | |
| 1199 | # Invalidate Input/Output list for error if checks. |
| 1200 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1201 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1202 | pCount, cCount = op["operands"] |
| 1203 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1204 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1205 | self, error_name, input_list, output_list |
| 1206 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1207 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1208 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1209 | self.ser, |
| 1210 | validator_fcns, |
| 1211 | error_name, |
| 1212 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1213 | axis=axis, |
| 1214 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1215 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1216 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1217 | output_dtype=result_tensor.dtype, |
| 1218 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1219 | input_list=input_list, |
| 1220 | output_list=output_list, |
| 1221 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1222 | ): |
| 1223 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1224 | |
| 1225 | attr = ts.TosaSerializerAttribute() |
| 1226 | attr.AxisAttribute(axis) |
| 1227 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1228 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1229 | |
| 1230 | if op["op"] == Op.REDUCE_PRODUCT: |
| 1231 | # TODO: Add compliance support! |
| 1232 | compliance = None |
| 1233 | else: |
| 1234 | compliance = self.tensorComplianceMetaData( |
| 1235 | op, a.dtype, args_dict, result_tensor, error_name |
| 1236 | ) |
| 1237 | |
| 1238 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1239 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 1240 | def build_clamp( |
| 1241 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1242 | ): |
| 1243 | assert len(inputs) == 1 |
| 1244 | a = inputs[0] |
| 1245 | |
| 1246 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1247 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1248 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1249 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1250 | if error_name == ErrorIf.MaxSmallerMin: |
| 1251 | # Make sure the numbers are different to invoke this error |
| 1252 | while v[0] == v[1]: |
| 1253 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1254 | max_val = min(v) |
| 1255 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1256 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1257 | max_val = max(v) |
| 1258 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1259 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1260 | # Invalidate Input/Output list for error if checks. |
| 1261 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 1262 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1263 | pCount, cCount = op["operands"] |
| 1264 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1265 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1266 | self, error_name, input_list, output_list |
| 1267 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1268 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1269 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1270 | self.ser, |
| 1271 | validator_fcns, |
| 1272 | error_name, |
| 1273 | op=op, |
| 1274 | max_val=max_val, |
| 1275 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1276 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 1277 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1278 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 1279 | output_dtype=result_tensor.dtype, |
| 1280 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1281 | input_list=input_list, |
| 1282 | output_list=output_list, |
| 1283 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1284 | ): |
| 1285 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1286 | |
| 1287 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1288 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1289 | if a.dtype == DType.FP16: |
| 1290 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1291 | min_val = min_val.astype(np.float32) |
| 1292 | max_val = max_val.astype(np.float32) |
| 1293 | |
| 1294 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1295 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1296 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1297 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1298 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 1299 | |
| 1300 | compliance = self.tensorComplianceMetaData( |
| 1301 | op, a.dtype, args_dict, result_tensor, error_name |
| 1302 | ) |
| 1303 | |
| 1304 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1305 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1306 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1307 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1308 | attr = ts.TosaSerializerAttribute() |
| 1309 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1310 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1311 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1312 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1313 | return result_tens |
| 1314 | |
| 1315 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1316 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1317 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1318 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1319 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1320 | return result_tens |
| 1321 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 1322 | def build_activation( |
| 1323 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1324 | ): |
| 1325 | assert len(inputs) == 1 |
| 1326 | a = inputs[0] |
| 1327 | |
| 1328 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1329 | |
| 1330 | # Invalidate Input/Output list for error if checks. |
| 1331 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 1332 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1333 | pCount, cCount = op["operands"] |
| 1334 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1335 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1336 | self, error_name, input_list, output_list |
| 1337 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1338 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1339 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1340 | self.ser, |
| 1341 | validator_fcns, |
| 1342 | error_name, |
| 1343 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1344 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 1345 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1346 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 1347 | output_dtype=result_tensor.dtype, |
| 1348 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1349 | input_list=input_list, |
| 1350 | output_list=output_list, |
| 1351 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1352 | ): |
| 1353 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1354 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1355 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1356 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 1357 | compliance = self.tensorComplianceMetaData( |
| 1358 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1359 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1360 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 1361 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1362 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1363 | def build_concat( |
| 1364 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1365 | ): |
| 1366 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1367 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1368 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1369 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1370 | result_tensor = OutputShaper.concatOp( |
| 1371 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1372 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1373 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1374 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1375 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1376 | input_tensor_names.append(tensor.name) |
| 1377 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1378 | # Invalidate Input/Output list for error if checks. |
| 1379 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1380 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1381 | pCount, cCount = op["operands"] |
| 1382 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1383 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1384 | self, error_name, input_list, output_list |
| 1385 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1386 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1387 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1388 | self.ser, |
| 1389 | validator_fcns, |
| 1390 | error_name, |
| 1391 | op=op, |
| 1392 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1393 | input_shape=inputs[0].shape, |
| 1394 | output_shape=result_tensor.shape, |
| 1395 | input_dtype=inputs[0].dtype, |
| 1396 | output_dtype=result_tensor.dtype, |
| 1397 | inputs=inputs, |
| 1398 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1399 | input_list=input_list, |
| 1400 | output_list=output_list, |
| 1401 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1402 | ): |
| 1403 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1404 | |
| 1405 | attr = ts.TosaSerializerAttribute() |
| 1406 | attr.AxisAttribute(axis) |
| 1407 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1408 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1409 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1410 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1411 | def build_pad( |
| 1412 | self, |
| 1413 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1414 | inputs, |
| 1415 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1416 | validator_fcns=None, |
| 1417 | error_name=None, |
| 1418 | qinfo=None, |
| 1419 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1420 | assert len(inputs) == 1 |
| 1421 | a = inputs[0] |
| 1422 | padding = args_dict["pad"] |
| 1423 | pad_const_int = args_dict["pad_const_int"] |
| 1424 | pad_const_float = args_dict["pad_const_fp"] |
| 1425 | |
| 1426 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1427 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1428 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1429 | attr.PadAttribute( |
| 1430 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1431 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1432 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1433 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1434 | input_list = [a.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1435 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1436 | pCount, cCount = op["operands"] |
| 1437 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1438 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1439 | self, error_name, input_list, output_list |
| 1440 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1441 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1442 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1443 | self.ser, |
| 1444 | validator_fcns, |
| 1445 | error_name, |
| 1446 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1447 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1448 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1449 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1450 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1451 | pad=padding, |
| 1452 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1453 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1454 | input_list=input_list, |
| 1455 | output_list=output_list, |
| 1456 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1457 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1458 | ): |
| 1459 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1460 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1461 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1462 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1463 | compliance = self.tensorComplianceMetaData( |
| 1464 | op, a.dtype, args_dict, result_tensor, error_name |
| 1465 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1466 | |
| 1467 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1468 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1469 | def build_dim( |
| 1470 | self, |
| 1471 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1472 | inputs, |
| 1473 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1474 | validator_fcns=None, |
| 1475 | error_name=None, |
| 1476 | qinfo=None, |
| 1477 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1478 | assert len(inputs) == 1 |
| 1479 | a = inputs[0] |
| 1480 | axis = args_dict["axis"] |
| 1481 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1482 | |
| 1483 | # Invalidate Input/Output list for error if checks. |
| 1484 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1485 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1486 | pCount, cCount = op["operands"] |
| 1487 | num_operands = pCount + cCount |
| 1488 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1489 | self, error_name, input_list, output_list |
| 1490 | ) |
| 1491 | |
| 1492 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1493 | self.ser, |
| 1494 | validator_fcns, |
| 1495 | error_name, |
| 1496 | op=op, |
| 1497 | axis=axis, |
| 1498 | input_shape=a.shape, |
| 1499 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1500 | output_shape=result_tensor.shape, |
| 1501 | output_dtype=result_tensor.dtype, |
| 1502 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1503 | input_list=input_list, |
| 1504 | output_list=output_list, |
| 1505 | num_operands=num_operands, |
| 1506 | ): |
| 1507 | return None |
| 1508 | |
| 1509 | attr = ts.TosaSerializerAttribute() |
| 1510 | attr.AxisAttribute(axis) |
| 1511 | |
| 1512 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1513 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1514 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1515 | 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] | 1516 | result_tens = OutputShaper.reshapeOp( |
| 1517 | self.ser, self.rng, a, newShape, error_name |
| 1518 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1519 | |
| 1520 | # Invalidate Input/Output list for error if checks. |
| 1521 | input_list = [a.name] |
| 1522 | output_list = [result_tens.name] |
| 1523 | pCount, cCount = op["operands"] |
| 1524 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1525 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1526 | self, error_name, input_list, output_list |
| 1527 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1528 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1529 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1530 | self.ser, |
| 1531 | validator_fcns, |
| 1532 | error_name, |
| 1533 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1534 | input_shape=a.shape, |
| 1535 | output_shape=result_tens.shape, |
| 1536 | input_dtype=a.dtype, |
| 1537 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1538 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1539 | input_list=input_list, |
| 1540 | output_list=output_list, |
| 1541 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1542 | ): |
| 1543 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1544 | |
| 1545 | attr = ts.TosaSerializerAttribute() |
| 1546 | attr.ReshapeAttribute(newShape) |
| 1547 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1548 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1549 | return result_tens |
| 1550 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1551 | def build_reverse( |
| 1552 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1553 | ): |
| 1554 | assert len(inputs) == 1 |
| 1555 | a = inputs[0] |
| 1556 | axis = args_dict["axis"] |
| 1557 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1558 | |
| 1559 | # Invalidate Input/Output list for error if checks. |
| 1560 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1561 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1562 | pCount, cCount = op["operands"] |
| 1563 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1564 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1565 | self, error_name, input_list, output_list |
| 1566 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1567 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1568 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1569 | self.ser, |
| 1570 | validator_fcns, |
| 1571 | error_name, |
| 1572 | op=op, |
| 1573 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1574 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1575 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1576 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1577 | output_dtype=result_tensor.dtype, |
| 1578 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1579 | input_list=input_list, |
| 1580 | output_list=output_list, |
| 1581 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1582 | ): |
| 1583 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1584 | |
| 1585 | attr = ts.TosaSerializerAttribute() |
| 1586 | attr.AxisAttribute(axis) |
| 1587 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1588 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1589 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1590 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1591 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1592 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1593 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1594 | attr = ts.TosaSerializerAttribute() |
| 1595 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1596 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1597 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1598 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1599 | output_list = [result_tens.name] |
| 1600 | pCount, cCount = op["operands"] |
| 1601 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1602 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1603 | self, error_name, input_list, output_list |
| 1604 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1605 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1606 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1607 | self.ser, |
| 1608 | validator_fcns, |
| 1609 | error_name, |
| 1610 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1611 | input_shape=a.shape, |
| 1612 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1613 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 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 | e807aae | 2021-10-11 18:12:58 +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 |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1623 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1624 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1625 | return result_tens |
| 1626 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1627 | 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] | 1628 | result_tens = OutputShaper.sliceOp( |
| 1629 | self.ser, self.rng, a, start, size, error_name |
| 1630 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1631 | |
| 1632 | # Invalidate Input/Output list for error if checks. |
| 1633 | input_list = [a.name] |
| 1634 | output_list = [result_tens.name] |
| 1635 | pCount, cCount = op["operands"] |
| 1636 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1637 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1638 | self, error_name, input_list, output_list |
| 1639 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1640 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1641 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1642 | self.ser, |
| 1643 | validator_fcns, |
| 1644 | error_name, |
| 1645 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1646 | input_shape=a.shape, |
| 1647 | output_shape=result_tens.shape, |
| 1648 | input_dtype=a.dtype, |
| 1649 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1650 | start=start, |
| 1651 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1652 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1653 | input_list=input_list, |
| 1654 | output_list=output_list, |
| 1655 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1656 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1657 | ): |
| 1658 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1659 | |
| 1660 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1661 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1662 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1663 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1664 | return result_tens |
| 1665 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1666 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1667 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1668 | |
| 1669 | # Invalidate Input/Output list for error if checks. |
| 1670 | input_list = [a.name] |
| 1671 | output_list = [result_tens.name] |
| 1672 | pCount, cCount = op["operands"] |
| 1673 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1674 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1675 | self, error_name, input_list, output_list |
| 1676 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1677 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1678 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1679 | self.ser, |
| 1680 | validator_fcns, |
| 1681 | error_name, |
| 1682 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1683 | input_shape=a.shape, |
| 1684 | output_shape=result_tens.shape, |
| 1685 | input_dtype=a.dtype, |
| 1686 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1687 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1688 | input_list=input_list, |
| 1689 | output_list=output_list, |
| 1690 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1691 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1692 | ): |
| 1693 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1694 | |
| 1695 | attr = ts.TosaSerializerAttribute() |
| 1696 | attr.TileAttribute(multiples) |
| 1697 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1698 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1699 | return result_tens |
| 1700 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1701 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1702 | |
| 1703 | # Create a new indicies tensor |
| 1704 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1705 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1706 | K = values.shape[1] # K |
| 1707 | W = self.randInt( |
| 1708 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1709 | ) # W |
| 1710 | indicies_arr = np.int32( |
| 1711 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1712 | ) # (N, W) |
| 1713 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1714 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1715 | result_tens = OutputShaper.gatherOp( |
| 1716 | self.ser, self.rng, values, indicies, error_name |
| 1717 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1718 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1719 | # Invalidate Input/Output list for error if checks. |
| 1720 | input_list = [values.name, indicies.name] |
| 1721 | output_list = [result_tens.name] |
| 1722 | pCount, cCount = op["operands"] |
| 1723 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1724 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1725 | self, error_name, input_list, output_list |
| 1726 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1727 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1728 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1729 | self.ser, |
| 1730 | validator_fcns, |
| 1731 | error_name, |
| 1732 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1733 | input_shape=values.shape, |
| 1734 | output_shape=result_tens.shape, |
| 1735 | input_dtype=values.dtype, |
| 1736 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1737 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1738 | input_list=input_list, |
| 1739 | output_list=output_list, |
| 1740 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1741 | ): |
| 1742 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1743 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1744 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1745 | |
| 1746 | return result_tens |
| 1747 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1748 | 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] | 1749 | |
| 1750 | # Create a new indicies tensor |
| 1751 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1752 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1753 | K = values_in.shape[1] # K |
| 1754 | W = input.shape[1] # W |
| 1755 | indicies_arr = np.int32( |
| 1756 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1757 | ) # (N, W) |
| 1758 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1759 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1760 | result_tens = OutputShaper.scatterOp( |
| 1761 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1762 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1763 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1764 | # Invalidate Input/Output list for error if checks. |
| 1765 | input_list = [values_in.name, indicies.name, input.name] |
| 1766 | output_list = [result_tens.name] |
| 1767 | pCount, cCount = op["operands"] |
| 1768 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1769 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1770 | self, error_name, input_list, output_list |
| 1771 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1772 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1773 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1774 | self.ser, |
| 1775 | validator_fcns, |
| 1776 | error_name, |
| 1777 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1778 | input_shape=values_in.shape, |
| 1779 | output_shape=result_tens.shape, |
| 1780 | input_dtype=values_in.dtype, |
| 1781 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1782 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1783 | input_list=input_list, |
| 1784 | output_list=output_list, |
| 1785 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1786 | ): |
| 1787 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1788 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1789 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1790 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1791 | return result_tens |
| 1792 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1793 | def build_resize( |
| 1794 | self, |
| 1795 | op, |
| 1796 | input, |
| 1797 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1798 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1799 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1800 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1801 | input_dtype, |
| 1802 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1803 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1804 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1805 | ): |
| 1806 | result_tens = OutputShaper.resizeOp( |
| 1807 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1808 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1809 | input, |
| 1810 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1811 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1812 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1813 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1814 | input_dtype, |
| 1815 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1816 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1817 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1818 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1819 | # Invalidate Input/Output list for error if checks. |
| 1820 | input_list = [input.name] |
| 1821 | output_list = [result_tens.name] |
| 1822 | pCount, cCount = op["operands"] |
| 1823 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1824 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1825 | self, error_name, input_list, output_list |
| 1826 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1827 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1828 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1829 | self.ser, |
| 1830 | validator_fcns, |
| 1831 | error_name, |
| 1832 | op=op, |
| 1833 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1834 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1835 | input_dtype=input_dtype, |
| 1836 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1837 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1838 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1839 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1840 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1841 | input_list=input_list, |
| 1842 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1843 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1844 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1845 | ): |
| 1846 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1847 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1848 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1849 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1850 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1851 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1852 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1853 | return result_tens |
| 1854 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1855 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1856 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1857 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1858 | self.ser.addOperator( |
| 1859 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1860 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1861 | return result_tens |
| 1862 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1863 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1864 | self.ser.addOutputTensor(val) |
| 1865 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1866 | |
| 1867 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1868 | 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] | 1869 | result_tens = OutputShaper.typeConversionOp( |
| 1870 | self.ser, self.rng, val, out_dtype, error_name |
| 1871 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1872 | |
| 1873 | # Invalidate Input/Output list for error if checks. |
| 1874 | input_list = [val.name] |
| 1875 | output_list = [result_tens.name] |
| 1876 | pCount, cCount = op["operands"] |
| 1877 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1878 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1879 | self, error_name, input_list, output_list |
| 1880 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1881 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1882 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1883 | self.ser, |
| 1884 | validator_fcns, |
| 1885 | error_name, |
| 1886 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1887 | input_shape=val.shape, |
| 1888 | output_shape=result_tens.shape, |
| 1889 | input_dtype=val.dtype, |
| 1890 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1891 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1892 | input_list=input_list, |
| 1893 | output_list=output_list, |
| 1894 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1895 | ): |
| 1896 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1897 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1898 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1899 | return result_tens |
| 1900 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1901 | def build_rescale( |
| 1902 | self, |
| 1903 | op, |
| 1904 | val, |
| 1905 | out_dtype, |
| 1906 | scale32, |
| 1907 | double_round, |
| 1908 | per_channel, |
| 1909 | validator_fcns, |
| 1910 | error_name, |
| 1911 | ): |
| 1912 | result_tens = OutputShaper.typeConversionOp( |
| 1913 | self.ser, self.rng, val, out_dtype, error_name |
| 1914 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1915 | |
| 1916 | if per_channel: |
| 1917 | nc = val.shape[-1] |
| 1918 | else: |
| 1919 | nc = 1 |
| 1920 | |
| 1921 | in_type_width = self.typeWidth(val.dtype) |
| 1922 | out_type_width = self.typeWidth(out_dtype) |
| 1923 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1924 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1925 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1926 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1927 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1928 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1929 | in_type_width += 1 |
| 1930 | elif error_name in [ |
| 1931 | ErrorIf.InputZeroPointNotZero, |
| 1932 | ErrorIf.U16InputZeroPointNotValid, |
| 1933 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1934 | input_zp = self.randInt(-128, 128) |
| 1935 | if input_zp == 0: |
| 1936 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1937 | in_type_width += 1 |
| 1938 | elif val.dtype == DType.UINT16: |
| 1939 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1940 | input_zp = self.rng.choice([0, 32768]) |
| 1941 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1942 | else: |
| 1943 | input_zp = 0 |
| 1944 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1945 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1946 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1947 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1948 | elif out_dtype == DType.UINT8: |
| 1949 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1950 | out_type_width += 1 |
| 1951 | elif error_name in [ |
| 1952 | ErrorIf.OutputZeroPointNotZero, |
| 1953 | ErrorIf.U16OutputZeroPointNotValid, |
| 1954 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1955 | output_zp = self.randInt(-128, 128) |
| 1956 | if output_zp == 0: |
| 1957 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1958 | out_type_width += 1 |
| 1959 | elif out_dtype == DType.UINT16: |
| 1960 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1961 | output_zp = self.rng.choice([0, 32768]) |
| 1962 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1963 | else: |
| 1964 | output_zp = 0 |
| 1965 | |
| 1966 | # Calculate scale based on: |
| 1967 | # scale = a *(2^output_width)/(2^input_width)) |
| 1968 | |
| 1969 | a = np.float32(self.rng.random(size=[nc])) |
| 1970 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 1971 | |
| 1972 | if scale32: |
| 1973 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 1974 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1975 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 1976 | else: |
| 1977 | # Cap the scaling at 2^15 - 1 for scale16 |
| 1978 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 1979 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1980 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1981 | |
| 1982 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 1983 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1984 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 1985 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1986 | |
| 1987 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1988 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 1989 | scale_arr[i], scale32 |
| 1990 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1991 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 1992 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1993 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1994 | # 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] | 1995 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1996 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1997 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1998 | assert val.placeholderFilename |
| 1999 | values = np.load( |
| 2000 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2001 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2002 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2003 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2004 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 2005 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2006 | if not np.all(np.array_equal(values, val_adj)): |
| 2007 | # Values changed so overwrite file with new values |
| 2008 | np.save( |
| 2009 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2010 | val_adj, |
| 2011 | False, |
| 2012 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2013 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2014 | # Invalidate Input/Output list for error if checks. |
| 2015 | input_list = [val.name] |
| 2016 | output_list = [result_tens.name] |
| 2017 | pCount, cCount = op["operands"] |
| 2018 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2019 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2020 | self, error_name, input_list, output_list |
| 2021 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2022 | |
| 2023 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2024 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2025 | self.ser, |
| 2026 | validator_fcns, |
| 2027 | error_name, |
| 2028 | op=op, |
| 2029 | input_dtype=val.dtype, |
| 2030 | output_dtype=out_dtype, |
| 2031 | input_shape=val.shape, |
| 2032 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2033 | scale32=scale32, |
| 2034 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2035 | input_list=input_list, |
| 2036 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2037 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2038 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2039 | ): |
| 2040 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2041 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2042 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2043 | attr.RescaleAttribute( |
| 2044 | input_zp, |
| 2045 | output_zp, |
| 2046 | multiplier_arr, |
| 2047 | shift_arr, |
| 2048 | scale32, |
| 2049 | double_round, |
| 2050 | per_channel, |
| 2051 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2052 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2053 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2054 | return result_tens |
| 2055 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2056 | def _get_condition_tensor(self, op, cond, error_name): |
| 2057 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2058 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2059 | else: |
| 2060 | cond_type = DType.BOOL |
| 2061 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2062 | choice = self.rng.choice([1, 2]) |
| 2063 | if choice == 1: |
| 2064 | cond_shape = [2] |
| 2065 | else: |
| 2066 | cond_shape = [1, 2] |
| 2067 | else: |
| 2068 | # Must be of size 1 (rank 0) |
| 2069 | cond_shape = [] |
| 2070 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2071 | return cond_tens |
| 2072 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2073 | def build_cond_if_const( |
| 2074 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2075 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2076 | # 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] | 2077 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2078 | # and fill them with const nodes for the body. |
| 2079 | |
| 2080 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2081 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2082 | |
| 2083 | # Make then/else tensors |
| 2084 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2085 | |
| 2086 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2087 | if error_name in [ |
| 2088 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2089 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2090 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2091 | incorrect_shape = deepcopy(then_tens.shape) |
| 2092 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2093 | incorrect_shape[i] += ( |
| 2094 | self.rng.choice([-3, -2, 2, 3]) |
| 2095 | if incorrect_shape[i] > 3 |
| 2096 | else self.rng.choice([1, 2, 4]) |
| 2097 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2098 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2099 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2100 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2101 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2102 | |
| 2103 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2104 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2105 | |
| 2106 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2107 | then_block = "THEN_BLOCK" |
| 2108 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2109 | attr = ts.TosaSerializerAttribute() |
| 2110 | attr.CondIfAttribute(then_block, else_block) |
| 2111 | |
| 2112 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2113 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2114 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2115 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2116 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2117 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2118 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2119 | else: |
| 2120 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2121 | self.ser.addOutputTensor(then_tens) |
| 2122 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2123 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2124 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2125 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2126 | else: |
| 2127 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2128 | self.ser.addOutputTensor(else_tens) |
| 2129 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2130 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2131 | self.ser, |
| 2132 | validator_fcns, |
| 2133 | error_name, |
| 2134 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2135 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2136 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2137 | ): |
| 2138 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2139 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2140 | return result_tens |
| 2141 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2142 | def build_cond_if_binary( |
| 2143 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2144 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2145 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2146 | # alternately add or subtract them based on the condition |
| 2147 | |
| 2148 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2149 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2150 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2151 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2152 | |
| 2153 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2154 | then_block = "THEN_BLOCK" |
| 2155 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2156 | attr = ts.TosaSerializerAttribute() |
| 2157 | attr.CondIfAttribute(then_block, else_block) |
| 2158 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2159 | if error_name in [ |
| 2160 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2161 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2162 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2163 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2164 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2165 | incorrect_shape = a.shape.copy() |
| 2166 | for i in range(len(incorrect_shape)): |
| 2167 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2168 | incorrect_block_input = deepcopy(a) |
| 2169 | incorrect_block_input.shape = incorrect_shape |
| 2170 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2171 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2172 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2173 | 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] | 2174 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2175 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2176 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2177 | then_op, else_op = Op.ADD, Op.SUB |
| 2178 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2179 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2180 | else: |
| 2181 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2182 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2183 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2184 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2185 | if ( |
| 2186 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2187 | and block == then_block |
| 2188 | ) or ( |
| 2189 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2190 | and block == else_block |
| 2191 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2192 | self.ser.addInputTensor(incorrect_block_input) |
| 2193 | self.ser.addInputTensor(b) |
| 2194 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2195 | elif ( |
| 2196 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2197 | and block == then_block |
| 2198 | ) or ( |
| 2199 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2200 | and block == else_block |
| 2201 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2202 | self.ser.addInputTensor(a) |
| 2203 | self.ser.addInputTensor(b) |
| 2204 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2205 | else: |
| 2206 | self.ser.addInputTensor(a) |
| 2207 | self.ser.addInputTensor(b) |
| 2208 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2209 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2210 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2211 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2212 | self.ser, |
| 2213 | validator_fcns, |
| 2214 | error_name, |
| 2215 | op=op, |
| 2216 | a=a, |
| 2217 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2218 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2219 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2220 | ): |
| 2221 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2222 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2223 | return result_tens |
| 2224 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2225 | 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] | 2226 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2227 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2228 | cond_block = "COND_BLOCK" |
| 2229 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2230 | |
| 2231 | attr = ts.TosaSerializerAttribute() |
| 2232 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2233 | |
| 2234 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2235 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2236 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2237 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2238 | |
| 2239 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2240 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2241 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2242 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2243 | incorrect_acc = deepcopy(acc) |
| 2244 | for i in range(len(incorrect_acc.shape)): |
| 2245 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2246 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2247 | else: |
| 2248 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2249 | |
| 2250 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2251 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2252 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2253 | [iter.name, a.name, acc.name], |
| 2254 | [iter_out.name, a_out.name, acc_out.name], |
| 2255 | attr, |
| 2256 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2257 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2258 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2259 | if error_name in [ |
| 2260 | ErrorIf.InputListCondGraphMismatch, |
| 2261 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2262 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2263 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2264 | incorrect_iter = deepcopy(iter) |
| 2265 | for i in range(len(incorrect_iter.shape)): |
| 2266 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2267 | if len(incorrect_iter.shape) == 0: |
| 2268 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2269 | |
| 2270 | incorrect_acc = deepcopy(acc) |
| 2271 | for i in range(len(incorrect_acc.shape)): |
| 2272 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2273 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2274 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2275 | self.ser.addBasicBlock(cond_block) |
| 2276 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2277 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2278 | self.ser.addInputTensor(incorrect_iter) |
| 2279 | self.ser.addInputTensor(a) |
| 2280 | self.ser.addInputTensor(incorrect_acc) |
| 2281 | else: |
| 2282 | self.ser.addInputTensor(iter) |
| 2283 | self.ser.addInputTensor(a) |
| 2284 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2285 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2286 | |
| 2287 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2288 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2289 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2290 | cond_type = DType.BOOL |
| 2291 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2292 | choice = self.rng.choice([1, 2]) |
| 2293 | if choice == 1: |
| 2294 | cond_shape = [3] |
| 2295 | else: |
| 2296 | cond_shape = [1, 2] |
| 2297 | else: |
| 2298 | cond_shape = [] |
| 2299 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2300 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2301 | 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] | 2302 | |
| 2303 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2304 | # 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] | 2305 | self.ser.addBasicBlock(body_block) |
| 2306 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2307 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2308 | self.ser.addInputTensor(incorrect_iter) |
| 2309 | self.ser.addInputTensor(a) |
| 2310 | self.ser.addInputTensor(incorrect_acc) |
| 2311 | else: |
| 2312 | self.ser.addInputTensor(iter) |
| 2313 | self.ser.addInputTensor(a) |
| 2314 | self.ser.addInputTensor(acc) |
| 2315 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2316 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2317 | |
| 2318 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2319 | iter_body_out = self.ser.addIntermediate( |
| 2320 | incorrect_iter.shape, incorrect_iter.dtype |
| 2321 | ) |
| 2322 | acc_body_out = self.ser.addIntermediate( |
| 2323 | incorrect_acc.shape, incorrect_acc.dtype |
| 2324 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2325 | else: |
| 2326 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2327 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2328 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2329 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2330 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2331 | self.ser.addOutputTensor(iter_body_out) |
| 2332 | self.ser.addOutputTensor(a) |
| 2333 | self.ser.addOutputTensor(acc_body_out) |
| 2334 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2335 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2336 | self.ser, |
| 2337 | validator_fcns, |
| 2338 | error_name, |
| 2339 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2340 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2341 | ): |
| 2342 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2343 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2344 | return acc_out |
| 2345 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2346 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2347 | self, |
| 2348 | op, |
| 2349 | val1, |
| 2350 | val2, |
| 2351 | inverse, |
| 2352 | validator_fcns=None, |
| 2353 | error_name=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2354 | ): |
| 2355 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2356 | |
| 2357 | input_names = [val1.name, val2.name] |
| 2358 | pCount, cCount = op["operands"] |
| 2359 | num_operands = pCount + cCount |
| 2360 | |
| 2361 | output_names = [res.name for res in results] |
| 2362 | output_shapes = [res.shape for res in results] |
| 2363 | output_dtypes = [res.dtype for res in results] |
| 2364 | |
| 2365 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2366 | self, error_name, input_names, output_names |
| 2367 | ) |
| 2368 | |
| 2369 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2370 | self.ser, |
| 2371 | validator_fcns, |
| 2372 | error_name, |
| 2373 | op=op, |
| 2374 | inverse=inverse, |
| 2375 | input1=val1, |
| 2376 | input2=val2, |
| 2377 | input_shape=val1.shape, |
| 2378 | input_dtype=val1.dtype, |
| 2379 | output_shape=output_shapes, |
| 2380 | output_dtype=output_dtypes, |
| 2381 | result_tensors=results, |
| 2382 | input_list=input_names, |
| 2383 | output_list=output_names, |
| 2384 | num_operands=num_operands, |
| 2385 | ): |
| 2386 | return None |
| 2387 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2388 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2389 | local_bound = False |
| 2390 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2391 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2392 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2393 | |
| 2394 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2395 | return results |
| 2396 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2397 | def build_rfft2d( |
| 2398 | self, |
| 2399 | op, |
| 2400 | val, |
| 2401 | validator_fcns=None, |
| 2402 | error_name=None, |
| 2403 | ): |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2404 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2405 | |
| 2406 | input_names = [val.name] |
| 2407 | pCount, cCount = op["operands"] |
| 2408 | num_operands = pCount + cCount |
| 2409 | |
| 2410 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2411 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2412 | output_dtypes = [res.dtype for res in results] |
| 2413 | |
| 2414 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2415 | self, error_name, input_names, output_names |
| 2416 | ) |
| 2417 | |
| 2418 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2419 | self.ser, |
| 2420 | validator_fcns, |
| 2421 | error_name, |
| 2422 | op=op, |
| 2423 | input_shape=val.shape, |
| 2424 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2425 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2426 | output_dtype=output_dtypes, |
| 2427 | result_tensors=results, |
| 2428 | input_list=input_names, |
| 2429 | output_list=output_names, |
| 2430 | num_operands=num_operands, |
| 2431 | ): |
| 2432 | return None |
| 2433 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2434 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2435 | local_bound = False |
| 2436 | |
| 2437 | attr = ts.TosaSerializerAttribute() |
| 2438 | attr.RFFTAttribute(local_bound) |
| 2439 | |
| 2440 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2441 | return results |
| 2442 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2443 | def create_filter_lists( |
| 2444 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2445 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2446 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2447 | default_test_rank_range = range(1, 5) |
| 2448 | if not shapeFilter: |
| 2449 | shapeFilter = [None] |
| 2450 | |
| 2451 | # Calculate the filters based on what is requested and what the operator allows |
| 2452 | rmin, rmax = op["rank"] |
| 2453 | if rankFilter is not None: |
| 2454 | cleanRankFilter = [] |
| 2455 | # Ensure rankFilter values are allowed by operator |
| 2456 | for rank in rankFilter: |
| 2457 | if rank >= rmin and rank <= rmax: |
| 2458 | cleanRankFilter.append(rank) |
| 2459 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2460 | # Ensure default behaviour is bounded by default range or by operator, |
| 2461 | # whichever is the smaller range of ranks. |
| 2462 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2463 | cleanRankFilter = ( |
| 2464 | opRankRange |
| 2465 | if len(opRankRange) <= len(default_test_rank_range) |
| 2466 | else default_test_rank_range |
| 2467 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2468 | else: |
| 2469 | cleanRankFilter = range(rmin, rmax + 1) |
| 2470 | |
| 2471 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2472 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2473 | if dtypeFilter is not None: |
| 2474 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2475 | # Create list of operator dtypes filtered by requested dtypes |
| 2476 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2477 | if dtype in dtypeFilter or ( |
| 2478 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2479 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2480 | cleanDtypeFilter.append(dtype) |
| 2481 | else: |
| 2482 | cleanDtypeFilter = dtypes |
| 2483 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2484 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2485 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2486 | "shapeFilter": shapeFilter, |
| 2487 | "rankFilter": cleanRankFilter, |
| 2488 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2489 | } |
| 2490 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2491 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2492 | if validator is not None: |
| 2493 | validator_info = validator(check=False, op=op) |
| 2494 | else: |
| 2495 | return None |
| 2496 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2497 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2498 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2499 | # Set parameters as required |
| 2500 | if error_arguments["rank"] is not None: |
| 2501 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2502 | else: |
| 2503 | rankFilter = cleanRankFilter |
| 2504 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2505 | if error_arguments["dtype"] is not None: |
| 2506 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2507 | else: |
| 2508 | dtypeFilter = cleanDtypeFilter |
| 2509 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2510 | if error_arguments["shape"] is not None: |
| 2511 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2512 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2513 | shapeFilter = shapeFilter[ |
| 2514 | :2 |
| 2515 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2516 | |
| 2517 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2518 | "shapeFilter": shapeFilter, |
| 2519 | "rankFilter": rankFilter, |
| 2520 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2521 | } |
| 2522 | return filterDict |
| 2523 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2524 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2525 | self, |
| 2526 | opName, |
| 2527 | shapeFilter=[None], |
| 2528 | rankFilter=None, |
| 2529 | dtypeFilter=None, |
| 2530 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2531 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2532 | |
| 2533 | try: |
| 2534 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2535 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2536 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2537 | |
| 2538 | # Initialize a new random number generator |
| 2539 | self.rng = np.random.default_rng(self.random_seed) |
| 2540 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2541 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2542 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2543 | # Test list consists of a tuple of: |
| 2544 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2545 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2546 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2547 | error_if_validators = op["error_if_validators"] |
| 2548 | else: |
| 2549 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2550 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2551 | for validator in error_if_validators: |
| 2552 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2553 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2554 | else: |
| 2555 | error_name = None |
| 2556 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2557 | filterDict = self.create_filter_lists( |
| 2558 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2559 | ) |
| 2560 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2561 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2562 | cleanRankFilter = filterDict["rankFilter"] |
| 2563 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2564 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2565 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2566 | |
| 2567 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2568 | for t in cleanDtypeFilter: |
| 2569 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2570 | # Filter out by rank |
| 2571 | if shape is not None and len(shape) != r: |
| 2572 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2573 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2574 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2575 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2576 | shapeStr = self.shapeStr(shapeList[0]) |
| 2577 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2578 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2579 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2580 | argList = [] |
| 2581 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2582 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2583 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2584 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2585 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2586 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2587 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2588 | if argStr: |
| 2589 | testStr = "{}_{}_{}_{}".format( |
| 2590 | opName, shapeStr, typeStr, argStr |
| 2591 | ) |
| 2592 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2593 | testStr = "{}_{}_{}".format( |
| 2594 | opName, shapeStr, typeStr |
| 2595 | ) |
| 2596 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2597 | if argStr: |
| 2598 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2599 | opName, error_name, shapeStr, typeStr, argStr |
| 2600 | ) |
| 2601 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2602 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2603 | opName, error_name, shapeStr, typeStr |
| 2604 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2605 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2606 | testList.append( |
| 2607 | (opName, testStr, t, error_name, shapeList, args) |
| 2608 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2609 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2610 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2611 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2612 | if "invalid_test_validators" in op: |
| 2613 | invalid_test_validators = op["invalid_test_validators"] |
| 2614 | clean_testList = [] |
| 2615 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2616 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2617 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2618 | if validator_fcn( |
| 2619 | opName=test[0], |
| 2620 | input_dtype=test[2], |
| 2621 | shapeList=test[4], |
| 2622 | args=test[5], |
| 2623 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2624 | remove_test = True |
| 2625 | if not remove_test: |
| 2626 | clean_testList.append(test) |
| 2627 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2628 | |
| 2629 | return testList |
| 2630 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2631 | def serializeTest( |
| 2632 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2633 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2634 | try: |
| 2635 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2636 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2637 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2638 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2639 | if self.args.verbose: |
| 2640 | print(f"Creating {testStr}") |
| 2641 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2642 | # Create a serializer |
| 2643 | self.createSerializer(opName, testStr) |
| 2644 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2645 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2646 | if "error_if_validators" in op: |
| 2647 | error_if_validators = op["error_if_validators"] |
| 2648 | else: |
| 2649 | error_if_validators = None |
| 2650 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2651 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2652 | num_operands = pCount + cCount |
| 2653 | |
| 2654 | if isinstance(dtype_or_dtypeList, list): |
| 2655 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2656 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2657 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2658 | else: |
| 2659 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2660 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2661 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2662 | assert ( |
| 2663 | len(shapeList) == num_operands |
| 2664 | ), "shapeList length {} must match number of operands {}".format( |
| 2665 | len(shapeList), num_operands |
| 2666 | ) |
| 2667 | assert ( |
| 2668 | len(dtypeList) == num_operands |
| 2669 | ), "dtypeList length {} must match number of operands {}".format( |
| 2670 | len(dtypeList), num_operands |
| 2671 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2672 | |
| 2673 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2674 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2675 | except KeyError: |
| 2676 | qgen = None |
| 2677 | |
| 2678 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2679 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2680 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2681 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2682 | else: |
| 2683 | qinfo = None |
| 2684 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2685 | # Extra meta data for the desc.json |
| 2686 | tensMeta = {} |
| 2687 | |
| 2688 | # Check we are using the new testArgs interface with an argsDict dictionary |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2689 | if isinstance(testArgs, dict): |
| 2690 | # New interface with args info in dictionary |
| 2691 | argsDict = testArgs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2692 | assert "dg_type" in argsDict |
| 2693 | tvgInfo = tvgen_fcn( |
| 2694 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2695 | ) |
| 2696 | if tvgInfo.dataGenDict: |
| 2697 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2698 | tens = tvgInfo.tensorList |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2699 | |
| 2700 | result = build_fcn( |
| 2701 | self, |
| 2702 | op, |
| 2703 | tens, |
| 2704 | argsDict, |
| 2705 | validator_fcns=error_if_validators, |
| 2706 | error_name=error_name, |
| 2707 | qinfo=qinfo, |
| 2708 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2709 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2710 | # Old interface with args info in a list |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2711 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2712 | |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2713 | try: |
| 2714 | if error_if_validators is None: |
| 2715 | if qinfo is not None: |
| 2716 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2717 | else: |
| 2718 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2719 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2720 | if qinfo is not None: |
| 2721 | result = build_fcn( |
| 2722 | self, |
| 2723 | op, |
| 2724 | *tens, |
| 2725 | *testArgs, |
| 2726 | validator_fcns=error_if_validators, |
| 2727 | error_name=error_name, |
| 2728 | qinfo=qinfo, |
| 2729 | ) |
| 2730 | else: |
| 2731 | result = build_fcn( |
| 2732 | self, |
| 2733 | op, |
| 2734 | *tens, |
| 2735 | *testArgs, |
| 2736 | validator_fcns=error_if_validators, |
| 2737 | error_name=error_name, |
| 2738 | ) |
| 2739 | except TypeError as e: |
| 2740 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
| 2741 | raise e |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2742 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2743 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2744 | # The test is valid, serialize it |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2745 | if isinstance(result, TosaTestGen.BuildInfo) and result.complianceDict: |
| 2746 | # Add the compliance meta data |
| 2747 | # NOTE: This currently expects only one result output |
| 2748 | tensMeta["compliance"] = { |
| 2749 | "version": "0.1", |
| 2750 | "tensors": {result.resultTensor.name: result.complianceDict}, |
| 2751 | } |
| 2752 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2753 | else: |
| 2754 | # The test is not valid |
| 2755 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2756 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2757 | def createDynamicOpLists(self): |
| 2758 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2759 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2760 | # Already created these lists (can occur when class is initialized more than once) |
| 2761 | return |
| 2762 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2763 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2764 | if not self.args.level8k: |
| 2765 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2766 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2767 | else: |
| 2768 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2769 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2770 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2771 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2772 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2773 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2774 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2775 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2776 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2777 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2778 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2779 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2780 | "depthwise_conv2d_TEMPLATE" |
| 2781 | ].copy() |
| 2782 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2783 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2784 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2785 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2786 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2787 | "transpose_conv2d_TEMPLATE" |
| 2788 | ].copy() |
| 2789 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2790 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2791 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2792 | for k in KERNELS_3D: |
| 2793 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2794 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2795 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2796 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2797 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2798 | # Delete any templates after having created any dynamic ops |
| 2799 | # This is a two-pass operation because it's bad practice to delete |
| 2800 | # keys from dictionaries while iterating |
| 2801 | keyList = [] |
| 2802 | for k in self.TOSA_OP_LIST: |
| 2803 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2804 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2805 | keyList.append(k) |
| 2806 | continue |
| 2807 | except KeyError: |
| 2808 | pass |
| 2809 | |
| 2810 | for k in keyList: |
| 2811 | del self.TOSA_OP_LIST[k] |
| 2812 | |
| 2813 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2814 | """Fill in default fields for ops if they aren't already specified. |
| 2815 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2816 | for op in self.TOSA_OP_LIST: |
| 2817 | |
| 2818 | # Required fields |
| 2819 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2820 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2821 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2822 | raise Exception( |
| 2823 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2824 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2825 | |
| 2826 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2827 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2828 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2829 | raise Exception( |
| 2830 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2831 | op |
| 2832 | ) |
| 2833 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2834 | |
| 2835 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2836 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2837 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2838 | raise Exception( |
| 2839 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2840 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2841 | |
| 2842 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2843 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2844 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2845 | raise Exception( |
| 2846 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2847 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2848 | |
| 2849 | # Put in default rank range, if missing |
| 2850 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2851 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2852 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2853 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2854 | |
| 2855 | # Tensor operator list |
| 2856 | # 'op': op name |
| 2857 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2858 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2859 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2860 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2861 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2862 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2863 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2864 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2865 | TYPE_INT_FP = [ |
| 2866 | DType.INT8, |
| 2867 | DType.INT16, |
| 2868 | DType.INT32, |
| 2869 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2870 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2871 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2872 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2873 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2874 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2875 | TYPE_FI32 = [ |
| 2876 | DType.FP32, |
| 2877 | DType.FP16, |
| 2878 | DType.BF16, |
| 2879 | DType.INT32, |
| 2880 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2881 | TYPE_FIB = [ |
| 2882 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2883 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2884 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2885 | DType.INT8, |
| 2886 | DType.INT16, |
| 2887 | DType.INT32, |
| 2888 | DType.BOOL, |
| 2889 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2890 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2891 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2892 | 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] | 2893 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2894 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2895 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2896 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2897 | [DType.INT8, DType.INT8, DType.INT32], |
| 2898 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2899 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2900 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2901 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2902 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2903 | ] |
| 2904 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2905 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2906 | |
| 2907 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2908 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2909 | "argmax": { |
| 2910 | "op": Op.ARGMAX, |
| 2911 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 2912 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2913 | "build_fcn": ( |
| 2914 | build_argmax, |
| 2915 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 2916 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2917 | TosaArgGen.agAxis, |
| 2918 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2919 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2920 | "error_if_validators": ( |
| 2921 | TosaErrorValidator.evAxisSmallerZero, |
| 2922 | TosaErrorValidator.evAxisLargerRank, |
| 2923 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2924 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2925 | TosaErrorValidator.evWrongRank, |
| 2926 | TosaErrorValidator.evWrongInputType, |
| 2927 | TosaErrorValidator.evWrongOutputType, |
| 2928 | TosaErrorValidator.evWrongInputList, |
| 2929 | TosaErrorValidator.evWrongOutputList, |
| 2930 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 2931 | "data_gen": { |
| 2932 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 2933 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2934 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2935 | "avg_pool2d": { |
| 2936 | "op": Op.AVG_POOL2D, |
| 2937 | "operands": (1, 0), |
| 2938 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2939 | "build_fcn": ( |
| 2940 | build_pool2d, |
| 2941 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2942 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2943 | TosaArgGen.agPooling, |
| 2944 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2945 | "qgen": TosaQuantGen.qgUnary, |
| 2946 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2947 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2948 | "error_if_validators": ( |
| 2949 | TosaErrorValidator.evKernelSmallerOne, |
| 2950 | TosaErrorValidator.evStrideSmallerOne, |
| 2951 | TosaErrorValidator.evPadSmallerZero, |
| 2952 | TosaErrorValidator.evWrongRank, |
| 2953 | TosaErrorValidator.evWrongInputType, |
| 2954 | TosaErrorValidator.evWrongOutputType, |
| 2955 | TosaErrorValidator.evWrongInputList, |
| 2956 | TosaErrorValidator.evWrongOutputList, |
| 2957 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2958 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2959 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2960 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2961 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2962 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 2963 | "data_gen": { |
| 2964 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 2965 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2966 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2967 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2968 | "conv2d_TEMPLATE": { |
| 2969 | "op": Op.CONV2D, |
| 2970 | "operands": (1, 2), |
| 2971 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2972 | "build_fcn": ( |
| 2973 | build_conv2d, |
| 2974 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 2975 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2976 | TosaArgGen.agConv, |
| 2977 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2978 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2979 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2980 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2981 | "error_if_validators": ( |
| 2982 | TosaErrorValidator.evWrongInputType, |
| 2983 | TosaErrorValidator.evWrongOutputType, |
| 2984 | TosaErrorValidator.evWrongInputList, |
| 2985 | TosaErrorValidator.evWrongOutputList, |
| 2986 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2987 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2988 | TosaErrorValidator.evPadSmallerZero, |
| 2989 | TosaErrorValidator.evStrideSmallerOne, |
| 2990 | TosaErrorValidator.evDilationSmallerOne, |
| 2991 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2992 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2993 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2994 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 2995 | "data_gen": { |
| 2996 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 2997 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2998 | "template": True, |
| 2999 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3000 | # Templated operator. Filled in by createDynamicOpLists |
| 3001 | "conv3d_TEMPLATE": { |
| 3002 | "op": Op.CONV3D, |
| 3003 | "operands": (1, 2), |
| 3004 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3005 | "build_fcn": ( |
| 3006 | build_conv3d, |
| 3007 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3008 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3009 | TosaArgGen.agConv, |
| 3010 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3011 | "qgen": TosaQuantGen.qgConv, |
| 3012 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3013 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3014 | "error_if_validators": ( |
| 3015 | TosaErrorValidator.evWrongInputType, |
| 3016 | TosaErrorValidator.evWrongOutputType, |
| 3017 | TosaErrorValidator.evWrongInputList, |
| 3018 | TosaErrorValidator.evWrongOutputList, |
| 3019 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3020 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3021 | TosaErrorValidator.evPadSmallerZero, |
| 3022 | TosaErrorValidator.evStrideSmallerOne, |
| 3023 | TosaErrorValidator.evDilationSmallerOne, |
| 3024 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3025 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3026 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3027 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3028 | "template": True, |
| 3029 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3030 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3031 | "depthwise_conv2d_TEMPLATE": { |
| 3032 | "op": Op.DEPTHWISE_CONV2D, |
| 3033 | "operands": (1, 2), |
| 3034 | "filter": [1, 1], |
| 3035 | "rank": (4, 4), |
| 3036 | "build_fcn": ( |
| 3037 | build_depthwise_conv2d, |
| 3038 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3039 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3040 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3041 | ), |
| 3042 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3043 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3044 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3045 | "error_if_validators": ( |
| 3046 | TosaErrorValidator.evWrongInputType, |
| 3047 | TosaErrorValidator.evWrongOutputType, |
| 3048 | TosaErrorValidator.evWrongInputList, |
| 3049 | TosaErrorValidator.evWrongOutputList, |
| 3050 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3051 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3052 | TosaErrorValidator.evPadSmallerZero, |
| 3053 | TosaErrorValidator.evStrideSmallerOne, |
| 3054 | TosaErrorValidator.evDilationSmallerOne, |
| 3055 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3056 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3057 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3058 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3059 | "template": True, |
| 3060 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3061 | "fully_connected": { |
| 3062 | "op": Op.FULLY_CONNECTED, |
| 3063 | "operands": (1, 2), |
| 3064 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3065 | "build_fcn": ( |
| 3066 | build_fully_connected, |
| 3067 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3068 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3069 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3070 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3071 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3072 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3073 | "error_if_validators": ( |
| 3074 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3075 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3076 | TosaErrorValidator.evWrongRank, |
| 3077 | TosaErrorValidator.evWrongInputType, |
| 3078 | TosaErrorValidator.evWrongOutputType, |
| 3079 | TosaErrorValidator.evWrongInputList, |
| 3080 | TosaErrorValidator.evWrongOutputList, |
| 3081 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3082 | "data_gen": { |
| 3083 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3084 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3085 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3086 | "matmul": { |
| 3087 | "op": Op.MATMUL, |
| 3088 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3089 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3090 | "build_fcn": ( |
| 3091 | build_matmul, |
| 3092 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3093 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3094 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3095 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3096 | "qgen": TosaQuantGen.qgMatmul, |
| 3097 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3098 | "error_if_validators": ( |
| 3099 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3100 | TosaErrorValidator.evWrongRank, |
| 3101 | TosaErrorValidator.evWrongInputType, |
| 3102 | TosaErrorValidator.evWrongOutputType, |
| 3103 | TosaErrorValidator.evWrongInputList, |
| 3104 | TosaErrorValidator.evWrongOutputList, |
| 3105 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3106 | "data_gen": { |
| 3107 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3108 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3109 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3110 | "max_pool2d": { |
| 3111 | "op": Op.MAX_POOL2D, |
| 3112 | "operands": (1, 0), |
| 3113 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3114 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3115 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3116 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3117 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3118 | TosaArgGen.agPooling, |
| 3119 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3120 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3121 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3122 | "error_if_validators": ( |
| 3123 | TosaErrorValidator.evKernelSmallerOne, |
| 3124 | TosaErrorValidator.evStrideSmallerOne, |
| 3125 | TosaErrorValidator.evPadSmallerZero, |
| 3126 | TosaErrorValidator.evWrongRank, |
| 3127 | TosaErrorValidator.evWrongInputType, |
| 3128 | TosaErrorValidator.evWrongOutputType, |
| 3129 | TosaErrorValidator.evWrongInputList, |
| 3130 | TosaErrorValidator.evWrongOutputList, |
| 3131 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3132 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3133 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3134 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3135 | "data_gen": { |
| 3136 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3137 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3138 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3139 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3140 | "transpose_conv2d_TEMPLATE": { |
| 3141 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3142 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3143 | "rank": (4, 4), |
| 3144 | "build_fcn": ( |
| 3145 | build_transpose_conv2d, |
| 3146 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3147 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3148 | TosaArgGen.agTransposeConv2D, |
| 3149 | ), |
| 3150 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3151 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3152 | "invalid_test_validators": ( |
| 3153 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3154 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3155 | ), |
| 3156 | "error_if_validators": ( |
| 3157 | TosaErrorValidator.evWrongInputType, |
| 3158 | TosaErrorValidator.evWrongOutputType, |
| 3159 | TosaErrorValidator.evWrongInputList, |
| 3160 | TosaErrorValidator.evWrongOutputList, |
| 3161 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3162 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3163 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3164 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3165 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3166 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3167 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3168 | "template": True, |
| 3169 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3170 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3171 | "clamp": { |
| 3172 | "op": Op.CLAMP, |
| 3173 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3174 | "build_fcn": ( |
| 3175 | build_clamp, |
| 3176 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 3177 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3178 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3179 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3180 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3181 | "error_if_validators": ( |
| 3182 | TosaErrorValidator.evMaxSmallerMin, |
| 3183 | TosaErrorValidator.evWrongInputType, |
| 3184 | TosaErrorValidator.evWrongOutputType, |
| 3185 | TosaErrorValidator.evWrongInputList, |
| 3186 | TosaErrorValidator.evWrongOutputList, |
| 3187 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 3188 | "data_gen": { |
| 3189 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3190 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3191 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3192 | "sigmoid": { |
| 3193 | "op": Op.SIGMOID, |
| 3194 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3195 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 3196 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3197 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 3198 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3199 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3200 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3201 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3202 | "error_if_validators": ( |
| 3203 | TosaErrorValidator.evWrongInputType, |
| 3204 | TosaErrorValidator.evWrongOutputType, |
| 3205 | TosaErrorValidator.evWrongInputList, |
| 3206 | TosaErrorValidator.evWrongOutputList, |
| 3207 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 3208 | "data_gen": { |
| 3209 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3210 | }, |
| 3211 | "compliance": {"ulp": 5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3212 | }, |
| 3213 | "tanh": { |
| 3214 | "op": Op.TANH, |
| 3215 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3216 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 3217 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3218 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 3219 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3220 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3221 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3222 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3223 | "error_if_validators": ( |
| 3224 | TosaErrorValidator.evWrongInputType, |
| 3225 | TosaErrorValidator.evWrongOutputType, |
| 3226 | TosaErrorValidator.evWrongInputList, |
| 3227 | TosaErrorValidator.evWrongOutputList, |
| 3228 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 3229 | "data_gen": { |
| 3230 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3231 | }, |
| 3232 | "compliance": {"ulp": 5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3233 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3234 | "erf": { |
| 3235 | "op": Op.ERF, |
| 3236 | "operands": (1, 0), |
| 3237 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 3238 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3239 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 3240 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3241 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3242 | ), |
| 3243 | "types": TYPE_FP, |
| 3244 | "error_if_validators": ( |
| 3245 | TosaErrorValidator.evWrongInputType, |
| 3246 | TosaErrorValidator.evWrongOutputType, |
| 3247 | TosaErrorValidator.evWrongInputList, |
| 3248 | TosaErrorValidator.evWrongOutputList, |
| 3249 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 3250 | "data_gen": { |
| 3251 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3252 | }, |
| 3253 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3254 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3255 | # Elementwise Binary Operators |
| 3256 | "add": { |
| 3257 | "op": Op.ADD, |
| 3258 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3259 | "build_fcn": ( |
| 3260 | build_binary_broadcast, |
| 3261 | TosaTensorGen.tgBroadcastFuzz, |
| 3262 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3263 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3264 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3265 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3266 | "error_if_validators": ( |
| 3267 | TosaErrorValidator.evRankMismatch, |
| 3268 | TosaErrorValidator.evWrongInputType, |
| 3269 | TosaErrorValidator.evWrongOutputType, |
| 3270 | TosaErrorValidator.evWrongInputList, |
| 3271 | TosaErrorValidator.evWrongOutputList, |
| 3272 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3273 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3274 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3275 | "data_gen": { |
| 3276 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3277 | }, |
| 3278 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3279 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3280 | "arithmetic_right_shift": { |
| 3281 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3282 | "operands": (2, 0), |
| 3283 | "build_fcn": ( |
| 3284 | build_arithmetic_right_shift, |
| 3285 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3286 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3287 | TosaArgGen.agArithmeticRightShift, |
| 3288 | ), |
| 3289 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3290 | "error_if_validators": ( |
| 3291 | TosaErrorValidator.evRankMismatch, |
| 3292 | TosaErrorValidator.evWrongInputType, |
| 3293 | TosaErrorValidator.evWrongOutputType, |
| 3294 | TosaErrorValidator.evWrongInputList, |
| 3295 | TosaErrorValidator.evWrongOutputList, |
| 3296 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3297 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3298 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3299 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3300 | "bitwise_and": { |
| 3301 | "op": Op.BITWISE_AND, |
| 3302 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3303 | "build_fcn": ( |
| 3304 | build_binary_broadcast, |
| 3305 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3306 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3307 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3308 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3309 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3310 | "error_if_validators": ( |
| 3311 | TosaErrorValidator.evRankMismatch, |
| 3312 | TosaErrorValidator.evWrongInputType, |
| 3313 | TosaErrorValidator.evWrongOutputType, |
| 3314 | TosaErrorValidator.evWrongInputList, |
| 3315 | TosaErrorValidator.evWrongOutputList, |
| 3316 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3317 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3318 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3319 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3320 | "bitwise_or": { |
| 3321 | "op": Op.BITWISE_OR, |
| 3322 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3323 | "build_fcn": ( |
| 3324 | build_binary_broadcast, |
| 3325 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3326 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3327 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3328 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3329 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3330 | "error_if_validators": ( |
| 3331 | TosaErrorValidator.evRankMismatch, |
| 3332 | TosaErrorValidator.evWrongInputType, |
| 3333 | TosaErrorValidator.evWrongOutputType, |
| 3334 | TosaErrorValidator.evWrongInputList, |
| 3335 | TosaErrorValidator.evWrongOutputList, |
| 3336 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3337 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3338 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3339 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3340 | "bitwise_xor": { |
| 3341 | "op": Op.BITWISE_XOR, |
| 3342 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3343 | "build_fcn": ( |
| 3344 | build_binary_broadcast, |
| 3345 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3346 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3347 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3348 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3349 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3350 | "error_if_validators": ( |
| 3351 | TosaErrorValidator.evRankMismatch, |
| 3352 | TosaErrorValidator.evWrongInputType, |
| 3353 | TosaErrorValidator.evWrongOutputType, |
| 3354 | TosaErrorValidator.evWrongInputList, |
| 3355 | TosaErrorValidator.evWrongOutputList, |
| 3356 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3357 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3358 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3359 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3360 | "intdiv": { |
| 3361 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3362 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3363 | "build_fcn": ( |
| 3364 | build_binary_broadcast, |
| 3365 | TosaTensorGen.tgBroadcastFuzz, |
| 3366 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3367 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3368 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3369 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3370 | "error_if_validators": ( |
| 3371 | TosaErrorValidator.evRankMismatch, |
| 3372 | TosaErrorValidator.evWrongInputType, |
| 3373 | TosaErrorValidator.evWrongOutputType, |
| 3374 | TosaErrorValidator.evWrongInputList, |
| 3375 | TosaErrorValidator.evWrongOutputList, |
| 3376 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3377 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3378 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3379 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3380 | "logical_and": { |
| 3381 | "op": Op.LOGICAL_AND, |
| 3382 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3383 | "build_fcn": ( |
| 3384 | build_binary_broadcast, |
| 3385 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3386 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3387 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3388 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3389 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3390 | "error_if_validators": ( |
| 3391 | TosaErrorValidator.evRankMismatch, |
| 3392 | TosaErrorValidator.evWrongInputType, |
| 3393 | TosaErrorValidator.evWrongOutputType, |
| 3394 | TosaErrorValidator.evWrongInputList, |
| 3395 | TosaErrorValidator.evWrongOutputList, |
| 3396 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3397 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3398 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3399 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3400 | "logical_left_shift": { |
| 3401 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3402 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3403 | "build_fcn": ( |
| 3404 | build_binary_broadcast, |
| 3405 | TosaTensorGen.tgBroadcastFuzz, |
| 3406 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3407 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3408 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3409 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3410 | "error_if_validators": ( |
| 3411 | TosaErrorValidator.evRankMismatch, |
| 3412 | TosaErrorValidator.evWrongInputType, |
| 3413 | TosaErrorValidator.evWrongOutputType, |
| 3414 | TosaErrorValidator.evWrongInputList, |
| 3415 | TosaErrorValidator.evWrongOutputList, |
| 3416 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3417 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3418 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3419 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3420 | "logical_right_shift": { |
| 3421 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3422 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3423 | "build_fcn": ( |
| 3424 | build_binary_broadcast, |
| 3425 | TosaTensorGen.tgBroadcastFuzz, |
| 3426 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3427 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3428 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3429 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3430 | "error_if_validators": ( |
| 3431 | TosaErrorValidator.evRankMismatch, |
| 3432 | TosaErrorValidator.evWrongInputType, |
| 3433 | TosaErrorValidator.evWrongOutputType, |
| 3434 | TosaErrorValidator.evWrongInputList, |
| 3435 | TosaErrorValidator.evWrongOutputList, |
| 3436 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3437 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3438 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3439 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3440 | "logical_or": { |
| 3441 | "op": Op.LOGICAL_OR, |
| 3442 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3443 | "build_fcn": ( |
| 3444 | build_binary_broadcast, |
| 3445 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3446 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3447 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3448 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3449 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3450 | "error_if_validators": ( |
| 3451 | TosaErrorValidator.evRankMismatch, |
| 3452 | TosaErrorValidator.evWrongInputType, |
| 3453 | TosaErrorValidator.evWrongOutputType, |
| 3454 | TosaErrorValidator.evWrongInputList, |
| 3455 | TosaErrorValidator.evWrongOutputList, |
| 3456 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3457 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3458 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3459 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3460 | "logical_xor": { |
| 3461 | "op": Op.LOGICAL_XOR, |
| 3462 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3463 | "build_fcn": ( |
| 3464 | build_binary_broadcast, |
| 3465 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3466 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3467 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3468 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3469 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3470 | "error_if_validators": ( |
| 3471 | TosaErrorValidator.evRankMismatch, |
| 3472 | TosaErrorValidator.evWrongInputType, |
| 3473 | TosaErrorValidator.evWrongOutputType, |
| 3474 | TosaErrorValidator.evWrongInputList, |
| 3475 | TosaErrorValidator.evWrongOutputList, |
| 3476 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3477 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3478 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3479 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3480 | "maximum": { |
| 3481 | "op": Op.MAXIMUM, |
| 3482 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3483 | "build_fcn": ( |
| 3484 | build_binary_broadcast, |
| 3485 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3486 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3487 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3488 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3489 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3490 | "error_if_validators": ( |
| 3491 | TosaErrorValidator.evRankMismatch, |
| 3492 | TosaErrorValidator.evWrongInputType, |
| 3493 | TosaErrorValidator.evWrongOutputType, |
| 3494 | TosaErrorValidator.evWrongInputList, |
| 3495 | TosaErrorValidator.evWrongOutputList, |
| 3496 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3497 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3498 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3499 | "data_gen": { |
| 3500 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3501 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3502 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3503 | "minimum": { |
| 3504 | "op": Op.MINIMUM, |
| 3505 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3506 | "build_fcn": ( |
| 3507 | build_binary_broadcast, |
| 3508 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3509 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3510 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3511 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3512 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3513 | "error_if_validators": ( |
| 3514 | TosaErrorValidator.evRankMismatch, |
| 3515 | TosaErrorValidator.evWrongInputType, |
| 3516 | TosaErrorValidator.evWrongOutputType, |
| 3517 | TosaErrorValidator.evWrongInputList, |
| 3518 | TosaErrorValidator.evWrongOutputList, |
| 3519 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3520 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3521 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3522 | "data_gen": { |
| 3523 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3524 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3525 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3526 | "mul": { |
| 3527 | "op": Op.MUL, |
| 3528 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3529 | "build_fcn": ( |
| 3530 | build_mul, |
| 3531 | TosaTensorGen.tgBroadcastFuzz, |
| 3532 | TosaTensorValuesGen.tvgMul, |
| 3533 | TosaArgGen.agMul, |
| 3534 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3535 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3536 | "error_if_validators": ( |
| 3537 | TosaErrorValidator.evWrongInputType, |
| 3538 | TosaErrorValidator.evWrongOutputType, |
| 3539 | TosaErrorValidator.evWrongInputList, |
| 3540 | TosaErrorValidator.evWrongOutputList, |
| 3541 | TosaErrorValidator.evRankMismatch, |
| 3542 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3543 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3544 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3545 | "data_gen": { |
| 3546 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3547 | }, |
| 3548 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3549 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3550 | "pow": { |
| 3551 | "op": Op.POW, |
| 3552 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3553 | "build_fcn": ( |
| 3554 | build_binary_broadcast, |
| 3555 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3556 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3557 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3558 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3559 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3560 | "error_if_validators": ( |
| 3561 | TosaErrorValidator.evRankMismatch, |
| 3562 | TosaErrorValidator.evWrongInputType, |
| 3563 | TosaErrorValidator.evWrongOutputType, |
| 3564 | TosaErrorValidator.evWrongInputList, |
| 3565 | TosaErrorValidator.evWrongOutputList, |
| 3566 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3567 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3568 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3569 | "data_gen": { |
| 3570 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3571 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3572 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3573 | "sub": { |
| 3574 | "op": Op.SUB, |
| 3575 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3576 | "build_fcn": ( |
| 3577 | build_binary_broadcast, |
| 3578 | TosaTensorGen.tgBroadcastFuzz, |
| 3579 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3580 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3581 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3582 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3583 | "error_if_validators": ( |
| 3584 | TosaErrorValidator.evRankMismatch, |
| 3585 | TosaErrorValidator.evWrongInputType, |
| 3586 | TosaErrorValidator.evWrongOutputType, |
| 3587 | TosaErrorValidator.evWrongInputList, |
| 3588 | TosaErrorValidator.evWrongOutputList, |
| 3589 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3590 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3591 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3592 | "data_gen": { |
| 3593 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3594 | }, |
| 3595 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3596 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3597 | "table": { |
| 3598 | "op": Op.TABLE, |
| 3599 | # Use the automatic generation functions to create the input array |
| 3600 | # but create the table tensor in the build function, as it may be |
| 3601 | # a different type from the input |
| 3602 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3603 | "build_fcn": ( |
| 3604 | build_table, |
| 3605 | TosaTensorGen.tgBasic, |
| 3606 | TosaTensorValuesGen.tvgDefault, |
| 3607 | TosaArgGen.agTable, |
| 3608 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3609 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3610 | "error_if_validators": ( |
| 3611 | TosaErrorValidator.evWrongInputType, |
| 3612 | TosaErrorValidator.evWrongOutputType, |
| 3613 | TosaErrorValidator.evWrongInputList, |
| 3614 | TosaErrorValidator.evWrongOutputList, |
| 3615 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3616 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3617 | # Elementwise Unary operators |
| 3618 | "abs": { |
| 3619 | "op": Op.ABS, |
| 3620 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3621 | "build_fcn": ( |
| 3622 | build_unary, |
| 3623 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3624 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3625 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3626 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3627 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3628 | "error_if_validators": ( |
| 3629 | TosaErrorValidator.evWrongInputType, |
| 3630 | TosaErrorValidator.evWrongOutputType, |
| 3631 | TosaErrorValidator.evWrongInputList, |
| 3632 | TosaErrorValidator.evWrongOutputList, |
| 3633 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3634 | "data_gen": { |
| 3635 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3636 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3637 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3638 | "bitwise_not": { |
| 3639 | "op": Op.BITWISE_NOT, |
| 3640 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3641 | "build_fcn": ( |
| 3642 | build_unary, |
| 3643 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3644 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3645 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3646 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3647 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3648 | "error_if_validators": ( |
| 3649 | TosaErrorValidator.evWrongInputType, |
| 3650 | TosaErrorValidator.evWrongOutputType, |
| 3651 | TosaErrorValidator.evWrongInputList, |
| 3652 | TosaErrorValidator.evWrongOutputList, |
| 3653 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3654 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3655 | "ceil": { |
| 3656 | "op": Op.CEIL, |
| 3657 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3658 | "build_fcn": ( |
| 3659 | build_unary, |
| 3660 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3661 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3662 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3663 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3664 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3665 | "error_if_validators": ( |
| 3666 | TosaErrorValidator.evWrongInputType, |
| 3667 | TosaErrorValidator.evWrongOutputType, |
| 3668 | TosaErrorValidator.evWrongInputList, |
| 3669 | TosaErrorValidator.evWrongOutputList, |
| 3670 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3671 | "data_gen": { |
| 3672 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3673 | }, |
| 3674 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3675 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3676 | "clz": { |
| 3677 | "op": Op.CLZ, |
| 3678 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3679 | "build_fcn": ( |
| 3680 | build_unary, |
| 3681 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3682 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3683 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3684 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3685 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3686 | "error_if_validators": ( |
| 3687 | TosaErrorValidator.evWrongInputType, |
| 3688 | TosaErrorValidator.evWrongOutputType, |
| 3689 | TosaErrorValidator.evWrongInputList, |
| 3690 | TosaErrorValidator.evWrongOutputList, |
| 3691 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3692 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3693 | "exp": { |
| 3694 | "op": Op.EXP, |
| 3695 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3696 | "build_fcn": ( |
| 3697 | build_unary, |
| 3698 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3699 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3700 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3701 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3702 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3703 | "error_if_validators": ( |
| 3704 | TosaErrorValidator.evWrongInputType, |
| 3705 | TosaErrorValidator.evWrongOutputType, |
| 3706 | TosaErrorValidator.evWrongInputList, |
| 3707 | TosaErrorValidator.evWrongOutputList, |
| 3708 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3709 | "data_gen": { |
| 3710 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3711 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3712 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3713 | "floor": { |
| 3714 | "op": Op.FLOOR, |
| 3715 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3716 | "build_fcn": ( |
| 3717 | build_unary, |
| 3718 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3719 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3720 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3721 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3722 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3723 | "error_if_validators": ( |
| 3724 | TosaErrorValidator.evWrongInputType, |
| 3725 | TosaErrorValidator.evWrongOutputType, |
| 3726 | TosaErrorValidator.evWrongInputList, |
| 3727 | TosaErrorValidator.evWrongOutputList, |
| 3728 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3729 | "data_gen": { |
| 3730 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3731 | }, |
| 3732 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3733 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3734 | "log": { |
| 3735 | "op": Op.LOG, |
| 3736 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3737 | "build_fcn": ( |
| 3738 | build_unary, |
| 3739 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3740 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3741 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3742 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3743 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3744 | "error_if_validators": ( |
| 3745 | TosaErrorValidator.evWrongInputType, |
| 3746 | TosaErrorValidator.evWrongOutputType, |
| 3747 | TosaErrorValidator.evWrongInputList, |
| 3748 | TosaErrorValidator.evWrongOutputList, |
| 3749 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame^] | 3750 | "data_gen": { |
| 3751 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3752 | }, |
| 3753 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3754 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3755 | "logical_not": { |
| 3756 | "op": Op.LOGICAL_NOT, |
| 3757 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3758 | "build_fcn": ( |
| 3759 | build_unary, |
| 3760 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3761 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3762 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3763 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3764 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3765 | "error_if_validators": ( |
| 3766 | TosaErrorValidator.evWrongInputType, |
| 3767 | TosaErrorValidator.evWrongOutputType, |
| 3768 | TosaErrorValidator.evWrongInputList, |
| 3769 | TosaErrorValidator.evWrongOutputList, |
| 3770 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3771 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3772 | "negate": { |
| 3773 | "op": Op.NEGATE, |
| 3774 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3775 | "build_fcn": ( |
| 3776 | build_unary, |
| 3777 | TosaTensorGen.tgBasic, |
| 3778 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3779 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3780 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3781 | "qgen": TosaQuantGen.qgUnary, |
| 3782 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3783 | "error_if_validators": ( |
| 3784 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3785 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3786 | TosaErrorValidator.evWrongInputType, |
| 3787 | TosaErrorValidator.evWrongOutputType, |
| 3788 | TosaErrorValidator.evWrongInputList, |
| 3789 | TosaErrorValidator.evWrongOutputList, |
| 3790 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3791 | "data_gen": { |
| 3792 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3793 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3794 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3795 | "reciprocal": { |
| 3796 | "op": Op.RECIPROCAL, |
| 3797 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3798 | "build_fcn": ( |
| 3799 | build_unary, |
| 3800 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3801 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3802 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3803 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3804 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3805 | "error_if_validators": ( |
| 3806 | TosaErrorValidator.evWrongInputType, |
| 3807 | TosaErrorValidator.evWrongOutputType, |
| 3808 | TosaErrorValidator.evWrongInputList, |
| 3809 | TosaErrorValidator.evWrongOutputList, |
| 3810 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3811 | "data_gen": { |
| 3812 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3813 | }, |
| 3814 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3815 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3816 | "rsqrt": { |
| 3817 | "op": Op.RSQRT, |
| 3818 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3819 | "build_fcn": ( |
| 3820 | build_unary, |
| 3821 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3822 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3823 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3824 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3825 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3826 | "error_if_validators": ( |
| 3827 | TosaErrorValidator.evWrongInputType, |
| 3828 | TosaErrorValidator.evWrongOutputType, |
| 3829 | TosaErrorValidator.evWrongInputList, |
| 3830 | TosaErrorValidator.evWrongOutputList, |
| 3831 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3832 | "data_gen": { |
| 3833 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3834 | }, |
| 3835 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3836 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3837 | # Elementwise Ternary operators |
| 3838 | "select": { |
| 3839 | "op": Op.SELECT, |
| 3840 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3841 | "build_fcn": ( |
| 3842 | build_select, |
| 3843 | TosaTensorGen.tgBroadcastFuzz, |
| 3844 | TosaTensorValuesGen.tvgSelect, |
| 3845 | None, |
| 3846 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3847 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3848 | "error_if_validators": ( |
| 3849 | TosaErrorValidator.evRankMismatch, |
| 3850 | TosaErrorValidator.evWrongInputType, |
| 3851 | TosaErrorValidator.evWrongOutputType, |
| 3852 | TosaErrorValidator.evWrongInputList, |
| 3853 | TosaErrorValidator.evWrongOutputList, |
| 3854 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3855 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3856 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3857 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3858 | # Comparison operators |
| 3859 | "equal": { |
| 3860 | "op": Op.EQUAL, |
| 3861 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3862 | "build_fcn": ( |
| 3863 | build_comparison, |
| 3864 | TosaTensorGen.tgBroadcastFuzz, |
| 3865 | TosaTensorValuesGen.tvgEqual, |
| 3866 | None, |
| 3867 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3868 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3869 | "error_if_validators": ( |
| 3870 | TosaErrorValidator.evRankMismatch, |
| 3871 | TosaErrorValidator.evWrongInputType, |
| 3872 | TosaErrorValidator.evWrongOutputType, |
| 3873 | TosaErrorValidator.evWrongInputList, |
| 3874 | TosaErrorValidator.evWrongOutputList, |
| 3875 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3876 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3877 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3878 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3879 | "greater_equal": { |
| 3880 | "op": Op.GREATER_EQUAL, |
| 3881 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3882 | "build_fcn": ( |
| 3883 | build_comparison, |
| 3884 | TosaTensorGen.tgBroadcastFuzz, |
| 3885 | TosaTensorValuesGen.tvgDefault, |
| 3886 | None, |
| 3887 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3888 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3889 | "error_if_validators": ( |
| 3890 | TosaErrorValidator.evRankMismatch, |
| 3891 | TosaErrorValidator.evWrongInputType, |
| 3892 | TosaErrorValidator.evWrongOutputType, |
| 3893 | TosaErrorValidator.evWrongInputList, |
| 3894 | TosaErrorValidator.evWrongOutputList, |
| 3895 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3896 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3897 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3898 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3899 | "greater": { |
| 3900 | "op": Op.GREATER, |
| 3901 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3902 | "build_fcn": ( |
| 3903 | build_comparison, |
| 3904 | TosaTensorGen.tgBroadcastFuzz, |
| 3905 | TosaTensorValuesGen.tvgDefault, |
| 3906 | None, |
| 3907 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3908 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3909 | "error_if_validators": ( |
| 3910 | TosaErrorValidator.evRankMismatch, |
| 3911 | TosaErrorValidator.evWrongInputType, |
| 3912 | TosaErrorValidator.evWrongOutputType, |
| 3913 | TosaErrorValidator.evWrongInputList, |
| 3914 | TosaErrorValidator.evWrongOutputList, |
| 3915 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3916 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3917 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3918 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3919 | # Reduction operators |
| 3920 | "reduce_all": { |
| 3921 | "op": Op.REDUCE_ALL, |
| 3922 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3923 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3924 | "build_fcn": ( |
| 3925 | build_reduce, |
| 3926 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3927 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3928 | TosaArgGen.agAxis, |
| 3929 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3930 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3931 | "error_if_validators": ( |
| 3932 | TosaErrorValidator.evAxisLargerRank, |
| 3933 | TosaErrorValidator.evAxisSmallerZero, |
| 3934 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3935 | TosaErrorValidator.evWrongInputType, |
| 3936 | TosaErrorValidator.evWrongOutputType, |
| 3937 | TosaErrorValidator.evWrongRank, |
| 3938 | TosaErrorValidator.evWrongInputList, |
| 3939 | TosaErrorValidator.evWrongOutputList, |
| 3940 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3941 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3942 | "reduce_any": { |
| 3943 | "op": Op.REDUCE_ANY, |
| 3944 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3945 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3946 | "build_fcn": ( |
| 3947 | build_reduce, |
| 3948 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3949 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3950 | TosaArgGen.agAxis, |
| 3951 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3952 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3953 | "error_if_validators": ( |
| 3954 | TosaErrorValidator.evAxisLargerRank, |
| 3955 | TosaErrorValidator.evAxisSmallerZero, |
| 3956 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3957 | TosaErrorValidator.evWrongInputType, |
| 3958 | TosaErrorValidator.evWrongOutputType, |
| 3959 | TosaErrorValidator.evWrongRank, |
| 3960 | TosaErrorValidator.evWrongInputList, |
| 3961 | TosaErrorValidator.evWrongOutputList, |
| 3962 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3963 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3964 | "reduce_max": { |
| 3965 | "op": Op.REDUCE_MAX, |
| 3966 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3967 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3968 | "build_fcn": ( |
| 3969 | build_reduce, |
| 3970 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3971 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3972 | TosaArgGen.agAxis, |
| 3973 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3974 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3975 | "error_if_validators": ( |
| 3976 | TosaErrorValidator.evAxisLargerRank, |
| 3977 | TosaErrorValidator.evAxisSmallerZero, |
| 3978 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3979 | TosaErrorValidator.evWrongInputType, |
| 3980 | TosaErrorValidator.evWrongOutputType, |
| 3981 | TosaErrorValidator.evWrongRank, |
| 3982 | TosaErrorValidator.evWrongInputList, |
| 3983 | TosaErrorValidator.evWrongOutputList, |
| 3984 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3985 | "data_gen": { |
| 3986 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3987 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3988 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3989 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3990 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3991 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3992 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3993 | "build_fcn": ( |
| 3994 | build_reduce, |
| 3995 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3996 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3997 | TosaArgGen.agAxis, |
| 3998 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3999 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4000 | "error_if_validators": ( |
| 4001 | TosaErrorValidator.evAxisLargerRank, |
| 4002 | TosaErrorValidator.evAxisSmallerZero, |
| 4003 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4004 | TosaErrorValidator.evWrongInputType, |
| 4005 | TosaErrorValidator.evWrongOutputType, |
| 4006 | TosaErrorValidator.evWrongRank, |
| 4007 | TosaErrorValidator.evWrongInputList, |
| 4008 | TosaErrorValidator.evWrongOutputList, |
| 4009 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4010 | "data_gen": { |
| 4011 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4012 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4013 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4014 | "reduce_product": { |
| 4015 | "op": Op.REDUCE_PRODUCT, |
| 4016 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4017 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4018 | "build_fcn": ( |
| 4019 | build_reduce, |
| 4020 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4021 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4022 | TosaArgGen.agAxis, |
| 4023 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4024 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4025 | "error_if_validators": ( |
| 4026 | TosaErrorValidator.evAxisLargerRank, |
| 4027 | TosaErrorValidator.evAxisSmallerZero, |
| 4028 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4029 | TosaErrorValidator.evWrongInputType, |
| 4030 | TosaErrorValidator.evWrongOutputType, |
| 4031 | TosaErrorValidator.evWrongRank, |
| 4032 | TosaErrorValidator.evWrongInputList, |
| 4033 | TosaErrorValidator.evWrongOutputList, |
| 4034 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4035 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4036 | "reduce_sum": { |
| 4037 | "op": Op.REDUCE_SUM, |
| 4038 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4039 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4040 | "build_fcn": ( |
| 4041 | build_reduce, |
| 4042 | TosaTensorGen.tgBasic, |
| 4043 | TosaTensorValuesGen.tvgReduceSum, |
| 4044 | TosaArgGen.agAxis, |
| 4045 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4046 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4047 | "error_if_validators": ( |
| 4048 | TosaErrorValidator.evAxisLargerRank, |
| 4049 | TosaErrorValidator.evAxisSmallerZero, |
| 4050 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4051 | TosaErrorValidator.evWrongInputType, |
| 4052 | TosaErrorValidator.evWrongOutputType, |
| 4053 | TosaErrorValidator.evWrongRank, |
| 4054 | TosaErrorValidator.evWrongInputList, |
| 4055 | TosaErrorValidator.evWrongOutputList, |
| 4056 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4057 | "data_gen": { |
| 4058 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4059 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4060 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4061 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4062 | "concat": { |
| 4063 | "op": Op.CONCAT, |
| 4064 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4065 | "build_fcn": ( |
| 4066 | build_concat, |
| 4067 | TosaTensorGen.tgConcat, |
| 4068 | TosaTensorValuesGen.tvgConcat, |
| 4069 | TosaArgGen.agAxis, |
| 4070 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4071 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4072 | "error_if_validators": ( |
| 4073 | TosaErrorValidator.evAxisLargerRank, |
| 4074 | TosaErrorValidator.evAxisSmallerZero, |
| 4075 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4076 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4077 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4078 | TosaErrorValidator.evWrongInputType, |
| 4079 | TosaErrorValidator.evWrongOutputType, |
| 4080 | TosaErrorValidator.evWrongOutputList, |
| 4081 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4082 | }, |
| 4083 | "pad": { |
| 4084 | "op": Op.PAD, |
| 4085 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4086 | "build_fcn": ( |
| 4087 | build_pad, |
| 4088 | TosaTensorGen.tgBasic, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4089 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4090 | TosaArgGen.agPad, |
| 4091 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4092 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4093 | "error_if_validators": ( |
| 4094 | TosaErrorValidator.evWrongInputType, |
| 4095 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4096 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4097 | TosaErrorValidator.evWrongOutputType, |
| 4098 | TosaErrorValidator.evWrongInputList, |
| 4099 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4100 | TosaErrorValidator.evRankMismatch, |
| 4101 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4102 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4103 | "data_gen": { |
| 4104 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4105 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4106 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4107 | "dim": { |
| 4108 | "op": Op.DIM, |
| 4109 | "operands": (1, 0), |
| 4110 | "build_fcn": ( |
| 4111 | build_dim, |
| 4112 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4113 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4114 | TosaArgGen.agAxis, |
| 4115 | ), |
| 4116 | "types": TYPE_FIB, |
| 4117 | "error_if_validators": ( |
| 4118 | TosaErrorValidator.evAxisLargerRank, |
| 4119 | TosaErrorValidator.evAxisSmallerZero, |
| 4120 | TosaErrorValidator.evWrongInputType, |
| 4121 | TosaErrorValidator.evWrongInputList, |
| 4122 | TosaErrorValidator.evWrongOutputList, |
| 4123 | TosaErrorValidator.evWrongRank, |
| 4124 | ), |
| 4125 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4126 | "reshape": { |
| 4127 | "op": Op.RESHAPE, |
| 4128 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4129 | "build_fcn": ( |
| 4130 | build_reshape, |
| 4131 | TosaTensorGen.tgBasic, |
| 4132 | TosaTensorValuesGen.tvgDefault, |
| 4133 | TosaArgGen.agReshape, |
| 4134 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4135 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4136 | "error_if_validators": ( |
| 4137 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4138 | TosaErrorValidator.evWrongInputType, |
| 4139 | TosaErrorValidator.evWrongOutputType, |
| 4140 | TosaErrorValidator.evWrongInputList, |
| 4141 | TosaErrorValidator.evWrongOutputList, |
Jerry Ge | 264f7fa | 2023-04-21 22:49:57 +0000 | [diff] [blame] | 4142 | TosaErrorValidator.evReshapeOutputSizeMultiInference, |
| 4143 | TosaErrorValidator.evReshapeOutputSizeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4144 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4145 | }, |
| 4146 | "reverse": { |
| 4147 | "op": Op.REVERSE, |
| 4148 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4149 | "build_fcn": ( |
| 4150 | build_reverse, |
| 4151 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4152 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4153 | TosaArgGen.agAxis, |
| 4154 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4155 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4156 | "error_if_validators": ( |
| 4157 | TosaErrorValidator.evAxisSmallerZero, |
| 4158 | TosaErrorValidator.evAxisLargerRank, |
| 4159 | TosaErrorValidator.evWrongInputType, |
| 4160 | TosaErrorValidator.evWrongOutputType, |
| 4161 | TosaErrorValidator.evWrongInputList, |
| 4162 | TosaErrorValidator.evWrongOutputList, |
| 4163 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4164 | }, |
| 4165 | "slice": { |
| 4166 | "op": Op.SLICE, |
| 4167 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4168 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4169 | "build_fcn": ( |
| 4170 | build_slice, |
| 4171 | TosaTensorGen.tgBasic, |
| 4172 | TosaTensorValuesGen.tvgDefault, |
| 4173 | TosaArgGen.agSlice, |
| 4174 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4175 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4176 | "error_if_validators": ( |
| 4177 | TosaErrorValidator.evStartSmallerZero, |
| 4178 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 4179 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4180 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4181 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4182 | TosaErrorValidator.evWrongRank, |
| 4183 | TosaErrorValidator.evWrongInputType, |
| 4184 | TosaErrorValidator.evWrongOutputType, |
| 4185 | TosaErrorValidator.evWrongInputList, |
| 4186 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4187 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4188 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4189 | }, |
| 4190 | "tile": { |
| 4191 | "op": Op.TILE, |
| 4192 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4193 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4194 | "build_fcn": ( |
| 4195 | build_tile, |
| 4196 | TosaTensorGen.tgBasic, |
| 4197 | TosaTensorValuesGen.tvgDefault, |
| 4198 | TosaArgGen.agTile, |
| 4199 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4200 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4201 | "error_if_validators": ( |
| 4202 | TosaErrorValidator.evWrongInputType, |
| 4203 | TosaErrorValidator.evWrongOutputType, |
| 4204 | TosaErrorValidator.evWrongInputList, |
| 4205 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4206 | TosaErrorValidator.evRankMismatch, |
| 4207 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4208 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4209 | }, |
| 4210 | "transpose": { |
| 4211 | "op": Op.TRANSPOSE, |
| 4212 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4213 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4214 | "build_fcn": ( |
| 4215 | build_transpose, |
| 4216 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4217 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4218 | TosaArgGen.agTranspose, |
| 4219 | ), |
| 4220 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4221 | "error_if_validators": ( |
| 4222 | TosaErrorValidator.evIndexOutsideBounds, |
| 4223 | TosaErrorValidator.evIndexUsedTwice, |
| 4224 | TosaErrorValidator.evWrongInputType, |
| 4225 | TosaErrorValidator.evWrongOutputType, |
| 4226 | TosaErrorValidator.evWrongInputList, |
| 4227 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4228 | TosaErrorValidator.evWrongRank, |
| 4229 | TosaErrorValidator.evRankMismatch, |
| 4230 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4231 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4232 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4233 | # Data nodes |
| 4234 | "const": { |
| 4235 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4236 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4237 | "build_fcn": ( |
| 4238 | build_const, |
| 4239 | TosaTensorGen.tgBasic, |
| 4240 | TosaTensorValuesGen.tvgDefault, |
| 4241 | None, |
| 4242 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4243 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4244 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4245 | "identity": { |
| 4246 | "op": Op.IDENTITY, |
| 4247 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4248 | "build_fcn": ( |
| 4249 | build_unary, |
| 4250 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4251 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4252 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4253 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4254 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4255 | "data_gen": { |
| 4256 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4257 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4258 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4259 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4260 | "gather": { |
| 4261 | "op": Op.GATHER, |
| 4262 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 4263 | "operands": (1, 0), |
| 4264 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4265 | "build_fcn": ( |
| 4266 | build_gather, |
| 4267 | TosaTensorGen.tgBasic, |
| 4268 | TosaTensorValuesGen.tvgDefault, |
| 4269 | None, |
| 4270 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4271 | "types": ( |
| 4272 | DType.INT8, |
| 4273 | DType.INT16, |
| 4274 | DType.INT32, |
| 4275 | DType.FP16, |
| 4276 | DType.BF16, |
| 4277 | DType.FP32, |
| 4278 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4279 | "error_if_validators": ( |
| 4280 | TosaErrorValidator.evWrongInputType, |
| 4281 | TosaErrorValidator.evWrongOutputType, |
| 4282 | TosaErrorValidator.evWrongInputList, |
| 4283 | TosaErrorValidator.evWrongOutputList, |
| 4284 | TosaErrorValidator.evWrongRank, |
| 4285 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4286 | }, |
| 4287 | "scatter": { |
| 4288 | "op": Op.SCATTER, |
| 4289 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4290 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4291 | "operands": (2, 0), |
| 4292 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4293 | "build_fcn": ( |
| 4294 | build_scatter, |
| 4295 | TosaTensorGen.tgScatter, |
| 4296 | TosaTensorValuesGen.tvgDefault, |
| 4297 | None, |
| 4298 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4299 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4300 | "error_if_validators": ( |
| 4301 | TosaErrorValidator.evWrongInputType, |
| 4302 | TosaErrorValidator.evWrongOutputType, |
| 4303 | TosaErrorValidator.evWrongInputList, |
| 4304 | TosaErrorValidator.evWrongOutputList, |
| 4305 | TosaErrorValidator.evWrongRank, |
| 4306 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4307 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4308 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4309 | "resize": { |
| 4310 | "op": Op.RESIZE, |
| 4311 | "operands": (1, 0), |
| 4312 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4313 | "build_fcn": ( |
| 4314 | build_resize, |
| 4315 | TosaTensorGen.tgNHWC, |
| 4316 | TosaTensorValuesGen.tvgDefault, |
| 4317 | TosaArgGen.agResize, |
| 4318 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4319 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4320 | "invalid_test_validators": ( |
| 4321 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4322 | ), |
| 4323 | "error_if_validators": ( |
| 4324 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4325 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4326 | TosaErrorValidator.evScaleNLargerMax, |
| 4327 | TosaErrorValidator.evScaleDLargerMax, |
| 4328 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4329 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4330 | TosaErrorValidator.evBorderSmallerMin, |
| 4331 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4332 | TosaErrorValidator.evWrongInputType, |
| 4333 | TosaErrorValidator.evWrongOutputType, |
| 4334 | TosaErrorValidator.evWrongRank, |
| 4335 | TosaErrorValidator.evWrongInputList, |
| 4336 | TosaErrorValidator.evWrongOutputList, |
| 4337 | TosaErrorValidator.evBatchMismatch, |
| 4338 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4339 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4340 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4341 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4342 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4343 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4344 | "cast": { |
| 4345 | "op": Op.CAST, |
| 4346 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4347 | "build_fcn": ( |
| 4348 | build_cast, |
| 4349 | TosaTensorGen.tgBasic, |
| 4350 | TosaTensorValuesGen.tvgDefault, |
| 4351 | TosaArgGen.agCast, |
| 4352 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4353 | "types": ( |
| 4354 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4355 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4356 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4357 | DType.INT8, |
| 4358 | DType.INT16, |
| 4359 | DType.INT32, |
| 4360 | DType.BOOL, |
| 4361 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4362 | "error_if_validators": ( |
| 4363 | TosaErrorValidator.evWrongInputType, |
| 4364 | TosaErrorValidator.evWrongOutputType, |
| 4365 | TosaErrorValidator.evWrongInputList, |
| 4366 | TosaErrorValidator.evWrongOutputList, |
| 4367 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4368 | }, |
| 4369 | "rescale": { |
| 4370 | "op": Op.RESCALE, |
| 4371 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4372 | "build_fcn": ( |
| 4373 | build_rescale, |
| 4374 | TosaTensorGen.tgBasic, |
| 4375 | TosaTensorValuesGen.tvgDefault, |
| 4376 | TosaArgGen.agRescale, |
| 4377 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4378 | "types": [ |
| 4379 | DType.UINT8, |
| 4380 | DType.INT8, |
| 4381 | DType.INT16, |
| 4382 | DType.INT32, |
| 4383 | DType.INT48, |
| 4384 | DType.UINT16, |
| 4385 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4386 | "error_if_validators": ( |
| 4387 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4388 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4389 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4390 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4391 | TosaErrorValidator.evScaleTrue, |
| 4392 | TosaErrorValidator.evScaleNotTrue, |
| 4393 | TosaErrorValidator.evWrongInputType, |
| 4394 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4395 | TosaErrorValidator.evWrongInputList, |
| 4396 | TosaErrorValidator.evWrongOutputList, |
| 4397 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4398 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4399 | # Custom |
| 4400 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4401 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4402 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4403 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4404 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4405 | "cond_if_const": { |
| 4406 | "op": Op.COND_IF, |
| 4407 | "operands": (0, 2), |
| 4408 | "build_fcn": ( |
| 4409 | build_cond_if_const, |
| 4410 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4411 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4412 | TosaArgGen.agCondIf, |
| 4413 | ), |
| 4414 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4415 | "error_if_validators": ( |
| 4416 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4417 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4418 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4419 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4420 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4421 | }, |
| 4422 | "cond_if_binary": { |
| 4423 | "op": Op.COND_IF, |
| 4424 | "operands": (2, 0), |
| 4425 | "build_fcn": ( |
| 4426 | build_cond_if_binary, |
| 4427 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4428 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4429 | TosaArgGen.agCondIf, |
| 4430 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4431 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4432 | "error_if_validators": ( |
| 4433 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4434 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4435 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4436 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4437 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4438 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4439 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4440 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4441 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4442 | "while_loop": { |
| 4443 | "op": Op.WHILE_LOOP, |
| 4444 | "operands": (0, 1), |
| 4445 | "build_fcn": ( |
| 4446 | build_while_loop, |
| 4447 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4448 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4449 | TosaArgGen.agWhileLoop, |
| 4450 | ), |
| 4451 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4452 | "error_if_validators": ( |
| 4453 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4454 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4455 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4456 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4457 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4458 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4459 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4460 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4461 | "fft2d": { |
| 4462 | "op": Op.FFT2D, |
| 4463 | "operands": (2, 0), |
| 4464 | "rank": (3, 3), |
| 4465 | "build_fcn": ( |
| 4466 | build_fft2d, |
| 4467 | TosaTensorGen.tgFFT2d, |
| 4468 | TosaTensorValuesGen.tvgDefault, |
| 4469 | TosaArgGen.agFFT2d, |
| 4470 | ), |
| 4471 | "types": [DType.FP32], |
| 4472 | "error_if_validators": ( |
| 4473 | TosaErrorValidator.evWrongInputType, |
| 4474 | TosaErrorValidator.evWrongOutputType, |
| 4475 | TosaErrorValidator.evWrongInputList, |
| 4476 | TosaErrorValidator.evWrongOutputList, |
| 4477 | TosaErrorValidator.evWrongRank, |
| 4478 | TosaErrorValidator.evBatchMismatch, |
| 4479 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4480 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4481 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4482 | ), |
| 4483 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4484 | "rfft2d": { |
| 4485 | "op": Op.RFFT2D, |
| 4486 | "operands": (1, 0), |
| 4487 | "rank": (3, 3), |
| 4488 | "build_fcn": ( |
| 4489 | build_rfft2d, |
| 4490 | TosaTensorGen.tgRFFT2d, |
| 4491 | TosaTensorValuesGen.tvgDefault, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4492 | None, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4493 | ), |
| 4494 | "types": [DType.FP32], |
| 4495 | "error_if_validators": ( |
| 4496 | TosaErrorValidator.evWrongInputType, |
| 4497 | TosaErrorValidator.evWrongOutputType, |
| 4498 | TosaErrorValidator.evWrongInputList, |
| 4499 | TosaErrorValidator.evWrongOutputList, |
| 4500 | TosaErrorValidator.evWrongRank, |
| 4501 | TosaErrorValidator.evBatchMismatch, |
| 4502 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4503 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4504 | ), |
| 4505 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4506 | } |
| 4507 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4508 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4509 | class OutputShaper: |
| 4510 | # Methods in this class compute the expected output shape and datatype |
| 4511 | # for common classes of operations |
| 4512 | def __init__(self): |
| 4513 | pass |
| 4514 | |
| 4515 | # These methods return arguments that can be used for |
| 4516 | # creating a new output tensor |
| 4517 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4518 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4519 | if error_name != ErrorIf.RankMismatch: |
| 4520 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4521 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4522 | |
| 4523 | shape = [] |
| 4524 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4525 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4526 | shape.append(b.shape[i]) |
| 4527 | else: |
| 4528 | shape.append(a.shape[i]) |
| 4529 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4530 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4531 | if error_name == ErrorIf.DimensionMismatch: |
| 4532 | shape[fuzz_idx] += 1 |
| 4533 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4534 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4535 | all_dtypes = [ |
| 4536 | DType.INT8, |
| 4537 | DType.INT16, |
| 4538 | DType.INT32, |
| 4539 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4540 | DType.FP16, |
| 4541 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4542 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4543 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4544 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4545 | outputDType = rng.choice(wrong_dtypes) |
| 4546 | else: |
| 4547 | outputDType = a.dtype |
| 4548 | |
| 4549 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4550 | |
| 4551 | @staticmethod |
| 4552 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4553 | assert len(a.shape) == len(b.shape) |
| 4554 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4555 | |
| 4556 | shape = [] |
| 4557 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4558 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4559 | shape.append(a.shape[i]) |
| 4560 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4561 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4562 | |
| 4563 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4564 | def unaryOp(ser, rng, a, error_name=None): |
| 4565 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4566 | all_dtypes = [ |
| 4567 | DType.INT8, |
| 4568 | DType.INT16, |
| 4569 | DType.INT32, |
| 4570 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4571 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4572 | DType.FP16, |
| 4573 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4574 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4575 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4576 | outputDType = rng.choice(wrong_dtypes) |
| 4577 | else: |
| 4578 | outputDType = a.dtype |
| 4579 | |
| 4580 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4581 | |
| 4582 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4583 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4584 | if error_name != ErrorIf.RankMismatch: |
| 4585 | 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] | 4586 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4587 | |
| 4588 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4589 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4590 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4591 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4592 | else: |
| 4593 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4594 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4595 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4596 | if error_name == ErrorIf.DimensionMismatch: |
| 4597 | shape[fuzz_idx] += 1 |
| 4598 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4599 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4600 | all_dtypes = [ |
| 4601 | DType.INT8, |
| 4602 | DType.INT16, |
| 4603 | DType.INT32, |
| 4604 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4605 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4606 | DType.FP16, |
| 4607 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4608 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4609 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4610 | outputDType = rng.choice(wrong_dtypes) |
| 4611 | else: |
| 4612 | outputDType = a.dtype |
| 4613 | |
| 4614 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4615 | |
| 4616 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4617 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4618 | if error_name != ErrorIf.RankMismatch: |
| 4619 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4620 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4621 | |
| 4622 | # Do broadcast |
| 4623 | shape = [] |
| 4624 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4625 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4626 | shape.append(b.shape[i]) |
| 4627 | else: |
| 4628 | shape.append(a.shape[i]) |
| 4629 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4630 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4631 | if error_name == ErrorIf.DimensionMismatch: |
| 4632 | shape[fuzz_idx] += 1 |
| 4633 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4634 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4635 | wrong_dtypes = [ |
| 4636 | DType.INT8, |
| 4637 | DType.INT16, |
| 4638 | DType.INT32, |
| 4639 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4640 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4641 | DType.FP16, |
| 4642 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4643 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4644 | outputDType = rng.choice(wrong_dtypes) |
| 4645 | else: |
| 4646 | outputDType = DType.BOOL |
| 4647 | |
| 4648 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4649 | |
| 4650 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4651 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4652 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4653 | if error_name not in [ |
| 4654 | ErrorIf.AxisSmallerZero, |
| 4655 | ErrorIf.AxisLargerRank, |
| 4656 | ErrorIf.ShapeOfAxisNotOne, |
| 4657 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4658 | shape[axis] = 1 |
| 4659 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4660 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4661 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4662 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4663 | all_dtypes = [ |
| 4664 | DType.INT8, |
| 4665 | DType.INT16, |
| 4666 | DType.INT32, |
| 4667 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4668 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4669 | DType.FP16, |
| 4670 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4671 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4672 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4673 | outputDType = rng.choice(wrong_dtypes) |
| 4674 | else: |
| 4675 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4676 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4677 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4678 | |
| 4679 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4680 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4681 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4682 | |
| 4683 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4684 | del shape[axis] |
| 4685 | |
| 4686 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4687 | remove = rng.choice([True, False]) |
| 4688 | if remove and len(shape) > 1: |
| 4689 | del shape[0] |
| 4690 | else: |
| 4691 | shape.append(1) |
| 4692 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4693 | for i in range(len(shape)): |
| 4694 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4695 | |
| 4696 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4697 | all_dtypes = [ |
| 4698 | DType.INT8, |
| 4699 | DType.INT16, |
| 4700 | DType.INT32, |
| 4701 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4702 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4703 | DType.FP16, |
| 4704 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4705 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4706 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4707 | outputDType = rng.choice(wrong_dtypes) |
| 4708 | else: |
| 4709 | outputDType = DType.INT32 |
| 4710 | |
| 4711 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4712 | |
| 4713 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4714 | def conv2dOp( |
| 4715 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4716 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4717 | |
| 4718 | # IFM: NHWC |
| 4719 | # Filter: OHWI |
| 4720 | # OFM: NHWC |
| 4721 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4722 | h = ( |
| 4723 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4724 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4725 | + padding[0] |
| 4726 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4727 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4728 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4729 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4730 | w = ( |
| 4731 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4732 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4733 | + padding[2] |
| 4734 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4735 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4736 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4737 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4738 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4739 | choices = [1, 2, 3] |
| 4740 | change = rng.choice(choices) |
| 4741 | # increment in multiples of stride to not hit non-integer error case |
| 4742 | if change in [1, 3]: |
| 4743 | h = h + (rng.choice(choices) * strides[0]) |
| 4744 | if change in [2, 3]: |
| 4745 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4746 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4747 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4748 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4749 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4750 | # Pick some potentially correct output dtype if input type is incorrect |
| 4751 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4752 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4753 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4754 | |
| 4755 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4756 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4757 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4758 | else: |
| 4759 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4760 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4761 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4762 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4763 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4764 | |
| 4765 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4766 | def conv3dOp( |
| 4767 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4768 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4769 | |
| 4770 | # IFM: NDHWC |
| 4771 | # Filter: ODHWI |
| 4772 | # OFM: NDHWC |
| 4773 | |
| 4774 | d = ( |
| 4775 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4776 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4777 | + padding[0] |
| 4778 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4779 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4780 | ) // strides[0] + 1 |
| 4781 | |
| 4782 | h = ( |
| 4783 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4784 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4785 | + padding[2] |
| 4786 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4787 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4788 | ) // strides[1] + 1 |
| 4789 | |
| 4790 | w = ( |
| 4791 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4792 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4793 | + padding[4] |
| 4794 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4795 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4796 | ) // strides[2] + 1 |
| 4797 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4798 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4799 | choices = [1, 2, 3, 4] |
| 4800 | change = rng.choice(choices) |
| 4801 | # increment in multiples of stride to not hit non-integer error case |
| 4802 | if change in [1, 4]: |
| 4803 | d = d + (rng.choice(choices) * strides[0]) |
| 4804 | if change in [2, 4]: |
| 4805 | h = h + (rng.choice(choices) * strides[1]) |
| 4806 | if change in [3, 4]: |
| 4807 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4808 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4809 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4810 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4811 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4812 | # Pick some potentially correct output dtype if input type is incorrect |
| 4813 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4814 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4815 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4816 | |
| 4817 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4818 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4819 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4820 | else: |
| 4821 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4822 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4823 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4824 | |
| 4825 | return ser.addOutput(ofm_shape, out_dtype) |
| 4826 | |
| 4827 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4828 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4829 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4830 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4831 | # IFM: NHWC |
| 4832 | # Filter: HWCM |
| 4833 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4834 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4835 | h = ( |
| 4836 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4837 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4838 | + padding[0] |
| 4839 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4840 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4841 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4842 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4843 | w = ( |
| 4844 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4845 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4846 | + padding[2] |
| 4847 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4848 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4849 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4850 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4851 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4852 | choices = [1, 2, 3] |
| 4853 | change = rng.choice(choices) |
| 4854 | # increment in multiples of stride to not hit non-integer error case |
| 4855 | if change in [1, 3]: |
| 4856 | h = h + (rng.choice(choices) * strides[0]) |
| 4857 | if change in [2, 3]: |
| 4858 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4859 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4860 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4861 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4862 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4863 | # Pick some potentially correct output dtype if input type is incorrect |
| 4864 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4865 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4866 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4867 | |
| 4868 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4869 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4870 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4871 | else: |
| 4872 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4873 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4874 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4875 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4876 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4877 | |
| 4878 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4879 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4880 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4881 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4882 | # 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] | 4883 | h = 1 |
| 4884 | w = 1 |
| 4885 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4886 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4887 | 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] | 4888 | |
| 4889 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4890 | choices = [1, 2, 3] |
| 4891 | change = rng.choice(choices) |
| 4892 | # increment in multiples of stride to not hit non-integer error case |
| 4893 | if change in [1, 3]: |
| 4894 | h = h + (rng.choice(choices) * stride[0]) |
| 4895 | if change in [2, 3]: |
| 4896 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4897 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4898 | |
| 4899 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4900 | all_dtypes = [ |
| 4901 | DType.INT8, |
| 4902 | DType.INT16, |
| 4903 | DType.INT32, |
| 4904 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4905 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4906 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4907 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4908 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4909 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4910 | outputDType = rng.choice(wrong_dtypes) |
| 4911 | else: |
| 4912 | outputDType = ifm.dtype |
| 4913 | |
| 4914 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4915 | |
| 4916 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4917 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4918 | # input: N, IC |
| 4919 | # filter: OC, IC |
| 4920 | # output: N, OC |
| 4921 | |
| 4922 | output_shape = [input.shape[0], filter.shape[0]] |
| 4923 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4924 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4925 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4926 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4927 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4928 | |
| 4929 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4930 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4931 | # a: N, H, C |
| 4932 | # b: N, C, W |
| 4933 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4934 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4935 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4936 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4937 | if error_name == ErrorIf.WrongOutputType: |
| 4938 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4939 | incorrect_types = ( |
| 4940 | DType.INT4, |
| 4941 | DType.INT8, |
| 4942 | DType.INT16, |
| 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 | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4948 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4949 | incorrect_types = ( |
| 4950 | DType.INT4, |
| 4951 | DType.INT8, |
| 4952 | DType.INT16, |
| 4953 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4954 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4955 | DType.FP16, |
| 4956 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4957 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4958 | elif ( |
| 4959 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 4960 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4961 | incorrect_types = ( |
| 4962 | DType.INT4, |
| 4963 | DType.INT8, |
| 4964 | DType.INT16, |
| 4965 | DType.INT32, |
| 4966 | DType.INT48, |
| 4967 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4968 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4969 | elif error_name == ErrorIf.WrongInputType: |
| 4970 | # Pick some potentially correct output dtype if input type is incorrect |
| 4971 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4972 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4973 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4974 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4975 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4976 | |
| 4977 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4978 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 4979 | input1 = inputs[0] |
| 4980 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4981 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4982 | # 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] | 4983 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4984 | if not ( |
| 4985 | # unable to concat tensors of different ranks |
| 4986 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4987 | # unable to concat tensors along an invalid axis |
| 4988 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4989 | ): |
| 4990 | for tensor in remaining_inputs: |
| 4991 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4992 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4993 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4994 | output_shape[axis] += rng.integers(5, 10) |
| 4995 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4996 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4997 | all_dtypes = { |
| 4998 | DType.INT8, |
| 4999 | DType.INT16, |
| 5000 | DType.INT32, |
| 5001 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5002 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5003 | DType.FP16, |
| 5004 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5005 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5006 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5007 | outputDType = rng.choice(wrong_dtypes) |
| 5008 | else: |
| 5009 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5010 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5011 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5012 | |
| 5013 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5014 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5015 | |
| 5016 | output_shape = a.shape.copy() |
| 5017 | |
| 5018 | for i in range(len(output_shape)): |
| 5019 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5020 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5021 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5022 | bad_dim = rng.choice(range(len(output_shape))) |
| 5023 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5024 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5025 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5026 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5027 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5028 | all_dtypes = [ |
| 5029 | DType.INT8, |
| 5030 | DType.INT16, |
| 5031 | DType.INT32, |
| 5032 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5033 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5034 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5035 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5036 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5037 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5038 | outputDType = rng.choice(wrong_dtypes) |
| 5039 | else: |
| 5040 | outputDType = a.dtype |
| 5041 | |
| 5042 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5043 | |
| 5044 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5045 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 7935972 | 2023-08-31 18:17:38 +0000 | [diff] [blame] | 5046 | output_shape = [] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5047 | |
| 5048 | if error_name == ErrorIf.WrongOutputType: |
| 5049 | all_dtypes = [ |
| 5050 | DType.INT8, |
| 5051 | DType.INT16, |
| 5052 | DType.INT32, |
| 5053 | DType.INT48, |
| 5054 | DType.FP32, |
| 5055 | DType.FP16, |
| 5056 | DType.BF16, |
| 5057 | ] |
| 5058 | wrong_dtypes = list(set(all_dtypes)) |
| 5059 | outputDType = rng.choice(wrong_dtypes) |
| 5060 | else: |
| 5061 | outputDType = DType.SHAPE |
| 5062 | |
| 5063 | return ser.addOutput(output_shape, outputDType) |
| 5064 | |
| 5065 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5066 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5067 | output_shape = shape.copy() |
| 5068 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5069 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5070 | for i in range(len(output_shape)): |
| 5071 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5072 | |
| 5073 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5074 | all_dtypes = [ |
| 5075 | DType.INT8, |
| 5076 | DType.INT16, |
| 5077 | DType.INT32, |
| 5078 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5079 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5080 | DType.FP16, |
| 5081 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5082 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5083 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5084 | outputDType = rng.choice(wrong_dtypes) |
| 5085 | else: |
| 5086 | outputDType = a.dtype |
| 5087 | |
| 5088 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5089 | |
| 5090 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5091 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5092 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5093 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5094 | all_dtypes = [ |
| 5095 | DType.INT8, |
| 5096 | DType.INT16, |
| 5097 | DType.INT32, |
| 5098 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5099 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5100 | DType.FP16, |
| 5101 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5102 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5103 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5104 | outputDType = rng.choice(wrong_dtypes) |
| 5105 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5106 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5107 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5108 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5109 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5110 | for index in range(len(output_shape)): |
| 5111 | if output_shape[index] <= 2: |
| 5112 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5113 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5114 | output_shape[index] = output_shape[index] + rng.choice( |
| 5115 | [-2, -1, 1, 2] |
| 5116 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5117 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5118 | output_shape = input.shape.copy() |
| 5119 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5120 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5121 | |
| 5122 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5123 | |
| 5124 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5125 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5126 | |
| 5127 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5128 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5129 | |
| 5130 | for i in range(len(output_shape)): |
| 5131 | output_shape[i] = a.shape[i] * multiples[i] |
| 5132 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5133 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5134 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5135 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5136 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5137 | all_dtypes = [ |
| 5138 | DType.INT8, |
| 5139 | DType.INT16, |
| 5140 | DType.INT32, |
| 5141 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5142 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5143 | DType.FP16, |
| 5144 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5145 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5146 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5147 | outputDType = rng.choice(wrong_dtypes) |
| 5148 | else: |
| 5149 | outputDType = a.dtype |
| 5150 | |
| 5151 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5152 | |
| 5153 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5154 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5155 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5156 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5157 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5158 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5159 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5160 | for i in range(len(output_shape)): |
| 5161 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5162 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5163 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5164 | for i in range(len(output_shape)): |
| 5165 | output_shape[i] += rng.integers(1, 10) |
| 5166 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5167 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5168 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5169 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5170 | all_dtypes = [ |
| 5171 | DType.INT8, |
| 5172 | DType.INT16, |
| 5173 | DType.INT32, |
| 5174 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5175 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5176 | DType.FP16, |
| 5177 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5178 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5179 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5180 | outputDType = rng.choice(wrong_dtypes) |
| 5181 | else: |
| 5182 | outputDType = a.dtype |
| 5183 | |
| 5184 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5185 | |
| 5186 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5187 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5188 | if error_name != ErrorIf.WrongRank: |
| 5189 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5190 | assert len(indices.shape) == 2 |
| 5191 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5192 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5193 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5194 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5195 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5196 | all_dtypes = [ |
| 5197 | DType.INT8, |
| 5198 | DType.INT16, |
| 5199 | DType.INT32, |
| 5200 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5201 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5202 | DType.FP16, |
| 5203 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5204 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5205 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5206 | outputDType = rng.choice(wrong_dtypes) |
| 5207 | else: |
| 5208 | outputDType = values.dtype |
| 5209 | |
| 5210 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5211 | |
| 5212 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5213 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5214 | if error_name != ErrorIf.WrongRank: |
| 5215 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5216 | assert len(indices.shape) == 2 |
| 5217 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5218 | assert values_in.shape[0] == indices.shape[0] # N |
| 5219 | assert input.shape[1] == indices.shape[1] # W |
| 5220 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5221 | |
| 5222 | output_shape = values_in.shape |
| 5223 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5224 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5225 | all_dtypes = [ |
| 5226 | DType.INT8, |
| 5227 | DType.INT16, |
| 5228 | DType.INT32, |
| 5229 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5230 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5231 | DType.FP16, |
| 5232 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5233 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5234 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5235 | outputDType = rng.choice(wrong_dtypes) |
| 5236 | else: |
| 5237 | outputDType = values_in.dtype |
| 5238 | |
| 5239 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5240 | |
| 5241 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5242 | def tableOp(ser, rng, input, error_name=None): |
| 5243 | # Same shape as the input, dtype dependent on input dtype |
| 5244 | if error_name != ErrorIf.WrongInputType: |
| 5245 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5246 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5247 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5248 | wrong_dtypes = [ |
| 5249 | DType.INT8, |
| 5250 | DType.INT16, |
| 5251 | DType.INT32, |
| 5252 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5253 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5254 | DType.FP16, |
| 5255 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5256 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5257 | wrong_dtypes.remove(output_dtype) |
| 5258 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5259 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5260 | |
| 5261 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5262 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5263 | serializer, |
| 5264 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5265 | input, |
| 5266 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5267 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5268 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5269 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5270 | input_dtype, |
| 5271 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5272 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5273 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5274 | # Calculate OH, OW |
| 5275 | scale_y_n = scale[0] |
| 5276 | scale_y_d = scale[1] |
| 5277 | scale_x_n = scale[2] |
| 5278 | scale_x_d = scale[3] |
| 5279 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5280 | scale_y_n = max(scale_y_n, 1) |
| 5281 | scale_y_d = max(scale_y_d, 1) |
| 5282 | scale_x_n = max(scale_x_n, 1) |
| 5283 | scale_x_d = max(scale_x_d, 1) |
| 5284 | |
| 5285 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5286 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5287 | |
| 5288 | if error_name is not None: |
| 5289 | # Make sure the output tensor is valid, which can occur when |
| 5290 | # scale, offset or border have been changed for ERROR_IFs |
| 5291 | oh = max(oh, 1) |
| 5292 | ow = max(ow, 1) |
| 5293 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5294 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5295 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5296 | |
| 5297 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5298 | choices = [1, 2, 3] |
| 5299 | change = rng.choice(choices) |
| 5300 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5301 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5302 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5303 | oh -= scale_y_d |
| 5304 | assert oh > 0 # Should have been caught in agResize |
| 5305 | else: |
| 5306 | oh += scale_y_d |
| 5307 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5308 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5309 | ow -= scale_x_d |
| 5310 | assert ow > 0 # Should have been caught in agResize |
| 5311 | else: |
| 5312 | ow += scale_x_d |
| 5313 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5314 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5315 | output_dims = [ |
| 5316 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5317 | oh, |
| 5318 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5319 | input.shape[0], |
| 5320 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5321 | elif error_name == ErrorIf.BatchMismatch: |
| 5322 | output_dims = [ |
| 5323 | input.shape[0] + rng.integers(1, 10), |
| 5324 | oh, |
| 5325 | ow, |
| 5326 | input.shape[3], |
| 5327 | ] |
| 5328 | elif error_name == ErrorIf.ChannelMismatch: |
| 5329 | output_dims = [ |
| 5330 | input.shape[0], |
| 5331 | oh, |
| 5332 | ow, |
| 5333 | input.shape[3] + rng.integers(1, 10), |
| 5334 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5335 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5336 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5337 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5338 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5339 | |
| 5340 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5341 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5342 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5343 | |
| 5344 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5345 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5346 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5347 | choices = [1, 2, 3] |
| 5348 | change = rng.choice(choices) |
| 5349 | if change in [1, 3]: |
| 5350 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5351 | if change in [2, 3]: |
| 5352 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5353 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5354 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5355 | # Pick some potentially correct output dtype if input type is incorrect |
| 5356 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5357 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5358 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5359 | |
| 5360 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5361 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5362 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5363 | else: |
| 5364 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5365 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5366 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5367 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5368 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5369 | |
| 5370 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5371 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5372 | outputs = [] |
| 5373 | |
| 5374 | assert ifm1.dtype == ifm2.dtype |
| 5375 | input_dtype = ifm1.dtype |
| 5376 | |
| 5377 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5378 | assert ifm1.shape == ifm2.shape |
| 5379 | |
| 5380 | input_shape = ifm1.shape |
| 5381 | if error_name != ErrorIf.WrongRank: |
| 5382 | assert len(input_shape) == 3 |
| 5383 | |
| 5384 | output_shape = input_shape.copy() |
| 5385 | output_dtype = input_dtype |
| 5386 | |
| 5387 | if error_name == ErrorIf.WrongOutputType: |
| 5388 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5389 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5390 | output_dtype = rng.choice(wrong_dtypes) |
| 5391 | elif error_name == ErrorIf.BatchMismatch: |
| 5392 | output_shape[0] += rng.integers(1, 10) |
| 5393 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5394 | modify_dim = rng.choice([1, 2]) |
| 5395 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5396 | |
| 5397 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5398 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5399 | return outputs |
| 5400 | |
| 5401 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5402 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5403 | outputs = [] |
| 5404 | |
| 5405 | input_shape = value.shape |
| 5406 | if error_name != ErrorIf.WrongRank: |
| 5407 | assert len(input_shape) == 3 |
| 5408 | |
| 5409 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5410 | |
| 5411 | output_dtype = value.dtype |
| 5412 | if error_name == ErrorIf.WrongOutputType: |
| 5413 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5414 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5415 | output_dtype = rng.choice(wrong_dtypes) |
| 5416 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5417 | output_shape[0] += rng.integers(1, 10) |
| 5418 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5419 | modify_dim = rng.choice([1, 2]) |
| 5420 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5421 | |
| 5422 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5423 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5424 | return outputs |