Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2024, 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 |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 40 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 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 |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 69 | elif v < 0: |
| 70 | # Trim to minimum data type value |
| 71 | v = max(v, -maxFP) |
| 72 | elif v > 0: |
| 73 | # Trim to maximum data type value |
| 74 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 75 | vals.append(v) |
| 76 | return tuple(sorted(vals)) |
| 77 | |
| 78 | self.random_float_range = {} |
| 79 | for dtype in (DType.FP32, DType.FP16, DType.BF16): |
| 80 | self.random_float_range[dtype] = convertFPRange( |
| 81 | args.tensor_fp_value_range, |
| 82 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 83 | ) |
| 84 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 85 | def createSerializer(self, opName, testPath): |
| 86 | self.testPath = os.path.join(opName, testPath) |
| 87 | |
| 88 | fullPath = os.path.join(self.basePath, self.testPath) |
| 89 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 90 | # Embed const data in the flatbuffer |
| 91 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 92 | if self.args.lazy_data_gen: |
| 93 | # Lazy data generation - so make constants files |
| 94 | constMode = ts.ConstMode.INPUTS |
| 95 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 96 | constMode = ts.ConstMode.EMBED_DUMP |
| 97 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 98 | |
| 99 | def getSerializer(self): |
| 100 | return self.ser |
| 101 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 102 | def serialize(self, testName, metaData=None): |
| 103 | path = Path(self.basePath) / self.testPath |
| 104 | |
| 105 | # Write out TOSA flatbuffer binary |
| 106 | path_fb = path / f"{testName}.tosa" |
| 107 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 108 | fd.write(self.ser.serialize()) |
| 109 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 110 | # Get JSON descriptor from serializer |
| 111 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 112 | |
| 113 | if metaData: |
| 114 | # Add extra meta data to desc.json |
| 115 | desc["meta"] = metaData |
| 116 | |
| 117 | # Validate desc.json before we output it |
| 118 | self.descSchemaValidator.validate_config(desc) |
| 119 | |
| 120 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 121 | if "data_gen" in metaData: |
| 122 | if self.args.lazy_data_gen: |
| 123 | # Output datagen meta data as CPP data |
| 124 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 125 | with path_md.open("w") as fd: |
| 126 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 127 | fd.write("// Test meta data for data generation setup\n\n") |
| 128 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 129 | json.dump(metaData["data_gen"], fd) |
| 130 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 131 | if "compliance" in metaData: |
| 132 | # Output datagen meta data as CPP data |
| 133 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 134 | with path_md.open("w") as fd: |
| 135 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 136 | fd.write("// Test meta data for compliance validation\n\n") |
| 137 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 138 | json.dump(metaData["compliance"], fd) |
| 139 | fd.write(')";\n\n') |
| 140 | |
| 141 | # Write desc.json |
| 142 | path_desc = path / "desc.json" |
| 143 | with path_desc.open("w") as fd: |
| 144 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 145 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 146 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 147 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 148 | seed = self.random_seed + 1 |
| 149 | self.rng = np.random.default_rng(seed) |
| 150 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 151 | def getDTypeRange(self, dtype, high_inclusive=False): |
| 152 | # Returns dtype value range boundaries (low, high) |
| 153 | # The high boundary is excluded in the range |
| 154 | # unless high_inclusive is True |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 155 | if dtype in (DType.FP32, DType.FP16, DType.BF16): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 156 | return self.random_float_range[dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 157 | elif dtype == DType.BOOL: |
| 158 | rng = (0, 2) |
| 159 | elif dtype == DType.UINT8: |
| 160 | rng = (0, 256) |
| 161 | elif dtype == DType.UINT16: |
| 162 | rng = (0, 65536) |
| 163 | elif dtype == DType.INT4: |
| 164 | # TOSA specific INT4 weight range from -7 to 7 |
| 165 | rng = (-7, 8) |
| 166 | elif dtype == DType.INT8: |
| 167 | rng = (-128, 128) |
| 168 | elif dtype == DType.INT16: |
| 169 | rng = (-32768, 32768) |
| 170 | elif dtype in (DType.INT32, DType.SHAPE): |
| 171 | # restricting too large value for SHAPE |
| 172 | rng = (-(1 << 31), (1 << 31)) |
| 173 | elif dtype == DType.INT48: |
| 174 | rng = (-(1 << 47), (1 << 47)) |
| 175 | else: |
| 176 | raise Exception("Unknown dtype: {}".format(dtype)) |
| 177 | |
| 178 | if not high_inclusive: |
| 179 | # Exclusive high: low <= range < high |
| 180 | return rng |
| 181 | else: |
| 182 | # Inclusive range: low <= range <= high |
| 183 | return (rng[0], rng[1] - 1) |
| 184 | |
Jeremy Johnson | 30a41db | 2023-11-15 11:00:49 +0000 | [diff] [blame] | 185 | def getRandTensor(self, shape, dtype, data_range=None): |
| 186 | if data_range is None: |
| 187 | low, high = self.getDTypeRange(dtype) |
| 188 | else: |
| 189 | low, high = data_range |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 190 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 191 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 192 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 193 | elif dtype == DType.INT48: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 194 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
| 195 | elif dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 196 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 197 | |
| 198 | if dtype == DType.FP16: |
| 199 | return np.float16(f_tensor) |
| 200 | else: |
| 201 | f32_tensor = np.float32(f_tensor) |
| 202 | if dtype == DType.BF16: |
| 203 | # Floor the last 16 bits of each f32 value |
| 204 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
| 205 | else: |
| 206 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 207 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 208 | # All other integer types |
| 209 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 210 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 211 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 212 | placeholders = [] |
| 213 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 214 | assert len(shape_list) == len(dtype_list) |
| 215 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 216 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 217 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 218 | if not self.args.lazy_data_gen: |
| 219 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 220 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 221 | |
| 222 | return placeholders |
| 223 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 224 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 225 | consts = [] |
| 226 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 227 | assert len(shape_list) == len(dtype_list) |
| 228 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 229 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 230 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 231 | if not self.args.lazy_data_gen: |
| 232 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 233 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 234 | |
| 235 | return consts |
| 236 | |
| 237 | def makeShape(self, rank): |
| 238 | if self.targetted_shape: |
| 239 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 240 | return np.int32( |
| 241 | self.rng.integers( |
| 242 | low=self.args.tensor_shape_range[0], |
| 243 | high=self.args.tensor_shape_range[1], |
| 244 | size=rank, |
| 245 | ) |
| 246 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 247 | |
| 248 | def setTargetShape(self, shape): |
| 249 | self.targetted_shape = shape |
| 250 | |
| 251 | def randInt(self, low=0, high=256): |
| 252 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 253 | |
| 254 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 255 | low, high = self.getDTypeRange(dtype) |
| 256 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 257 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 258 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 259 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 260 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 261 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 262 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 263 | return gtu.vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 264 | elif dtype == DType.BOOL: |
| 265 | return self.rng.choice([False, True]) |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 266 | elif dtype == DType.INT48 or dtype == DType.SHAPE: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 267 | # Special size |
| 268 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 269 | |
| 270 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 271 | |
| 272 | def shapeStr(self, shape): |
| 273 | |
| 274 | sStr = [] |
| 275 | # Convert to strings |
| 276 | for i in shape: |
| 277 | sStr.append(str(i)) |
| 278 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 279 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 280 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 281 | def typeStr(self, dtype): |
| 282 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 283 | assert len(dtype) >= 2 |
| 284 | strs = [self.typeStr(t) for t in dtype] |
| 285 | # Limit types to the first 2 as the 3rd is the accumulator |
| 286 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 287 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 288 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 289 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 290 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 291 | raise Exception( |
| 292 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 293 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 294 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 295 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 296 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 297 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 298 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 299 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 300 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 301 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 302 | def constrictBatchSize(self, shape): |
| 303 | # Limit the batch size unless an explicit target shape set |
| 304 | if self.args.max_batch_size and not self.args.target_shapes: |
| 305 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 306 | return shape |
| 307 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 308 | def makeDimension(self): |
| 309 | return self.randInt( |
| 310 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 311 | ) |
| 312 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 313 | def tensorComplianceMetaData( |
| 314 | self, op, inputType, argsDict, outputTensor, errorName |
| 315 | ): |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 316 | # TODO - Dot product Ops with FP16 or BF16 inputs that produce FP32 outputs are not supported yet |
| 317 | UNSUPPORTED_NON_FP32_INPUT_OPS = (Op.MATMUL, Op.CONV2D, Op.FULLY_CONNECTED) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 318 | if ( |
| 319 | errorName |
| 320 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 321 | or ( |
| 322 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 323 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 324 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 325 | ): |
| 326 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 327 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 328 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 329 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 330 | compliance_tens = { |
| 331 | "mode": None, |
| 332 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 333 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 334 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 335 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 336 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 337 | compliance_tens["dot_product_info"] = { |
| 338 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 339 | "ks": int(argsDict["ksb"]) |
| 340 | if "ksb" in argsDict |
| 341 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 342 | } |
| 343 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 344 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 345 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 346 | mode = gtu.ComplianceMode.ULP |
| 347 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
| 348 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 349 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 350 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 351 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 352 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 353 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 354 | compliance_tens["abs_error_info"] = { |
| 355 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 356 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 357 | else: |
| 358 | mode = gtu.ComplianceMode.EXACT |
| 359 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 360 | |
| 361 | return compliance_tens |
| 362 | |
| 363 | # Build Op functions |
| 364 | # Create the output tensor (calling OutputShaper as needed) |
| 365 | # Do final tweaks to attributes (if necessary for errorIf) |
| 366 | # Add Op into graph |
| 367 | # Return resulting tensor information or BuildInfo |
| 368 | |
| 369 | class BuildInfo: |
| 370 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 371 | |
| 372 | def __init__(self, resultTensor, complianceDict): |
| 373 | self.resultTensor = resultTensor |
| 374 | self.complianceDict = complianceDict |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 375 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 376 | def build_unary( |
| 377 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 378 | ): |
| 379 | assert len(inputs) == 1 |
| 380 | a = inputs[0] |
| 381 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 382 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 383 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 384 | |
| 385 | # Ensure new output type has correct qinfo |
| 386 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 387 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 388 | qinfo = [ |
| 389 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 390 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 391 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 392 | |
| 393 | # Invalidate Input/Output list for error if checks. |
| 394 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 395 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 396 | pCount, cCount = op["operands"] |
| 397 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 398 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 399 | self, error_name, input_list, output_list |
| 400 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 401 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 402 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 403 | self.ser, |
| 404 | validator_fcns, |
| 405 | error_name, |
| 406 | op=op, |
| 407 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 408 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 409 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 410 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 411 | input_list=input_list, |
| 412 | output_list=output_list, |
| 413 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 414 | ): |
| 415 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 416 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 417 | attr = None |
| 418 | if op["op"] == Op.NEGATE: |
| 419 | attr = ts.TosaSerializerAttribute() |
| 420 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 421 | |
| 422 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 423 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 424 | compliance = self.tensorComplianceMetaData( |
| 425 | op, a.dtype, args_dict, result_tensor, error_name |
| 426 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 427 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 428 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 429 | def build_binary_broadcast( |
| 430 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 431 | ): |
| 432 | assert len(inputs) == 2 |
| 433 | a, b = inputs |
| 434 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 435 | self.ser, self.rng, a, b, error_name |
| 436 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 437 | |
| 438 | # Invalidate Input/Output list for error if checks. |
| 439 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 440 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 441 | pCount, cCount = op["operands"] |
| 442 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 443 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 444 | self, error_name, input_list, output_list |
| 445 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 446 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 447 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 448 | self.ser, |
| 449 | validator_fcns, |
| 450 | error_name, |
| 451 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 452 | input1=a, |
| 453 | input2=b, |
| 454 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 455 | output_dtype=result_tensor.dtype, |
| 456 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 457 | input_list=input_list, |
| 458 | output_list=output_list, |
| 459 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 460 | ): |
| 461 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 462 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 463 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 464 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 465 | compliance = self.tensorComplianceMetaData( |
| 466 | op, a.dtype, args_dict, result_tensor, error_name |
| 467 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 468 | |
| 469 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 470 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 471 | 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] | 472 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 473 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 474 | return result_tens |
| 475 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 476 | def build_arithmetic_right_shift( |
| 477 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 478 | ): |
| 479 | result_tens = OutputShaper.binaryBroadcastOp( |
| 480 | self.ser, self.rng, a, b, error_name |
| 481 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 482 | |
| 483 | # Invalidate Input/Output list for error if checks. |
| 484 | input_list = [a.name, b.name] |
| 485 | output_list = [result_tens.name] |
| 486 | pCount, cCount = op["operands"] |
| 487 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 488 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 489 | self, error_name, input_list, output_list |
| 490 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 491 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 492 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 493 | self.ser, |
| 494 | validator_fcns, |
| 495 | error_name, |
| 496 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 497 | input1=a, |
| 498 | input2=b, |
| 499 | input_dtype=a.dtype, |
| 500 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 501 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 502 | input_list=input_list, |
| 503 | output_list=output_list, |
| 504 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 505 | ): |
| 506 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 507 | |
| 508 | attr = ts.TosaSerializerAttribute() |
| 509 | attr.ArithmeticRightShiftAttribute(round) |
| 510 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 511 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 512 | return result_tens |
| 513 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 514 | def build_mul( |
| 515 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 516 | ): |
| 517 | assert len(inputs) == 2 |
| 518 | a, b = inputs |
| 519 | shift = args_dict["shift"] |
| 520 | |
| 521 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 522 | self.ser, self.rng, a, b, error_name |
| 523 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 524 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 525 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 526 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 527 | result_tensor.setDtype(DType.INT32) |
| 528 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 529 | if error_name == ErrorIf.WrongOutputType: |
| 530 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 531 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 532 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 533 | |
| 534 | # Invalidate Input/Output list for error if checks. |
| 535 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 536 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 537 | pCount, cCount = op["operands"] |
| 538 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 539 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 540 | self, error_name, input_list, output_list |
| 541 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 542 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 543 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 544 | self.ser, |
| 545 | validator_fcns, |
| 546 | error_name, |
| 547 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 548 | input1=a, |
| 549 | input2=b, |
| 550 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 551 | output_dtype=result_tensor.dtype, |
| 552 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 553 | input_list=input_list, |
| 554 | output_list=output_list, |
| 555 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 556 | ): |
| 557 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 558 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 559 | attr = ts.TosaSerializerAttribute() |
| 560 | attr.MulAttribute(shift) |
| 561 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 562 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 563 | |
| 564 | compliance = self.tensorComplianceMetaData( |
| 565 | op, a.dtype, args_dict, result_tensor, error_name |
| 566 | ) |
| 567 | |
| 568 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 569 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 570 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 571 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 572 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 573 | attr = ts.TosaSerializerAttribute() |
| 574 | attr.TableAttribute(table) |
| 575 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 576 | # Invalidate Input/Output list for error if checks. |
| 577 | input_list = [a.name] |
| 578 | output_list = [result_tens.name] |
| 579 | pCount, cCount = op["operands"] |
| 580 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 581 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 582 | self, error_name, input_list, output_list |
| 583 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 584 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 585 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 586 | self.ser, |
| 587 | validator_fcns, |
| 588 | error_name, |
| 589 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 590 | input_shape=a.shape, |
| 591 | input_dtype=a.dtype, |
| 592 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 593 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 594 | input_list=input_list, |
| 595 | output_list=output_list, |
| 596 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 597 | ): |
| 598 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 599 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 600 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 601 | |
| 602 | return result_tens |
| 603 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 604 | def build_select( |
| 605 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 606 | ): |
| 607 | assert len(inputs) == 3 |
| 608 | cond, a, b = inputs |
| 609 | |
| 610 | result_tensor = OutputShaper.selectOp( |
| 611 | self.ser, self.rng, cond, a, b, error_name |
| 612 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 613 | |
| 614 | # Invalidate Input/Output list for error if checks. |
| 615 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 616 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 617 | pCount, cCount = op["operands"] |
| 618 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 619 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 620 | self, error_name, input_list, output_list |
| 621 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 622 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 623 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 624 | self.ser, |
| 625 | validator_fcns, |
| 626 | error_name, |
| 627 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 628 | input1=cond, |
| 629 | input2=a, |
| 630 | input3=b, |
| 631 | input_shape=a.shape, |
| 632 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 633 | output_dtype=result_tensor.dtype, |
| 634 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 635 | input_list=input_list, |
| 636 | output_list=output_list, |
| 637 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 638 | ): |
| 639 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 640 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 641 | self.ser.addOperator( |
| 642 | op["op"], |
| 643 | input_list, |
| 644 | output_list, |
| 645 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 646 | compliance = self.tensorComplianceMetaData( |
| 647 | op, a.dtype, args_dict, result_tensor, error_name |
| 648 | ) |
| 649 | |
| 650 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 651 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 652 | def build_comparison( |
| 653 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 654 | ): |
| 655 | assert len(inputs) == 2 |
| 656 | a, b = inputs |
| 657 | |
| 658 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 659 | self.ser, self.rng, a, b, error_name |
| 660 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 661 | |
| 662 | # Invalidate Input/Output list for error if checks. |
| 663 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 664 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 665 | pCount, cCount = op["operands"] |
| 666 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 667 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 668 | self, error_name, input_list, output_list |
| 669 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 670 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 671 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 672 | self.ser, |
| 673 | validator_fcns, |
| 674 | error_name, |
| 675 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 676 | input1=a, |
| 677 | input2=b, |
| 678 | input_shape=a.shape, |
| 679 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 680 | output_shape=result_tensor.shape, |
| 681 | output_dtype=result_tensor.dtype, |
| 682 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 683 | input_list=input_list, |
| 684 | output_list=output_list, |
| 685 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 686 | ): |
| 687 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 688 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 689 | self.ser.addOperator( |
| 690 | op["op"], |
| 691 | input_list, |
| 692 | output_list, |
| 693 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 694 | |
| 695 | compliance = self.tensorComplianceMetaData( |
| 696 | op, a.dtype, args_dict, result_tensor, error_name |
| 697 | ) |
| 698 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 699 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 700 | def build_argmax( |
| 701 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 702 | ): |
| 703 | assert len(inputs) == 1 |
| 704 | a = inputs[0] |
| 705 | axis = args_dict["axis"] |
| 706 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 707 | |
| 708 | # Invalidate Input/Output list for error if checks. |
| 709 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 710 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 711 | pCount, cCount = op["operands"] |
| 712 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 713 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 714 | self, error_name, input_list, output_list |
| 715 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 716 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 717 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 718 | self.ser, |
| 719 | validator_fcns, |
| 720 | error_name, |
| 721 | op=op, |
| 722 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 723 | input_shape=a.shape, |
| 724 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 725 | output_shape=result_tensor.shape, |
| 726 | output_dtype=result_tensor.dtype, |
| 727 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 728 | input_list=input_list, |
| 729 | output_list=output_list, |
| 730 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 731 | ): |
| 732 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 733 | |
| 734 | attr = ts.TosaSerializerAttribute() |
| 735 | attr.AxisAttribute(axis) |
| 736 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 737 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 738 | |
| 739 | compliance = self.tensorComplianceMetaData( |
| 740 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 741 | ) |
| 742 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 743 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 744 | def build_pool2d( |
| 745 | self, |
| 746 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 747 | inputs, |
| 748 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 749 | validator_fcns=None, |
| 750 | error_name=None, |
| 751 | qinfo=None, |
| 752 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 753 | assert len(inputs) == 1 |
| 754 | input = inputs[0] |
| 755 | # max_pool has no accum_dtype |
| 756 | accum_dtype = ( |
| 757 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 758 | ) |
| 759 | stride = args_dict["stride"] |
| 760 | pad = args_dict["pad"] |
| 761 | kernel = args_dict["kernel"] |
| 762 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 763 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 764 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 765 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 766 | |
| 767 | # Ensure new output type has correct qinfo |
| 768 | if error_name == ErrorIf.WrongInputType: |
| 769 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 770 | qinfo = [ |
| 771 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 772 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 773 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 774 | |
| 775 | # Invalidate Input/Output list for error if checks. |
| 776 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 777 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 778 | pCount, cCount = op["operands"] |
| 779 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 780 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 781 | self, error_name, input_list, output_list |
| 782 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 783 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 784 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 785 | self.ser, |
| 786 | validator_fcns, |
| 787 | error_name, |
| 788 | op=op, |
| 789 | input_shape=input.shape, |
| 790 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 791 | output_shape=result_tensor.shape, |
| 792 | output_dtype=result_tensor.dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 793 | kernel=kernel, |
| 794 | stride=stride, |
| 795 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 796 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 797 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 798 | input_list=input_list, |
| 799 | output_list=output_list, |
| 800 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 801 | ): |
| 802 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 803 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 804 | if qinfo is None: |
| 805 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 806 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 807 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 808 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 809 | |
| 810 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 811 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 812 | compliance = self.tensorComplianceMetaData( |
| 813 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 814 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 815 | |
| 816 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 817 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 818 | def build_conv2d( |
| 819 | self, |
| 820 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 821 | inputs, |
| 822 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 823 | validator_fcns=None, |
| 824 | error_name=None, |
| 825 | qinfo=None, |
| 826 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 827 | assert len(inputs) == 3 |
| 828 | ifm, filter, bias = inputs |
| 829 | accum_dtype = args_dict["acc_type"] |
| 830 | strides = args_dict["stride"] |
| 831 | padding = args_dict["pad"] |
| 832 | dilations = args_dict["dilation"] |
| 833 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 834 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 835 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 836 | self.ser, |
| 837 | self.rng, |
| 838 | ifm, |
| 839 | filter, |
| 840 | accum_dtype, |
| 841 | strides, |
| 842 | padding, |
| 843 | dilations, |
| 844 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 845 | ) |
| 846 | |
| 847 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 848 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 849 | DType.INT8, |
| 850 | DType.UINT8, |
| 851 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 852 | qinfo = [ |
| 853 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 854 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 855 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 856 | |
| 857 | # Invalidate Input/Output list for error_if checks. |
| 858 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 859 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 860 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 861 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 862 | self, error_name, input_list, output_list |
| 863 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 864 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 865 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 866 | self.ser, |
| 867 | validator_fcns, |
| 868 | error_name, |
| 869 | op=op, |
| 870 | input_dtype=ifm.dtype, |
| 871 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 872 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 873 | qinfo=qinfo, |
| 874 | input_list=input_list, |
| 875 | num_operands=num_operands, |
| 876 | output_list=output_list, |
| 877 | pad=padding, |
| 878 | stride=strides, |
| 879 | dilation=dilations, |
| 880 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 881 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 882 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 883 | ): |
| 884 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 885 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 886 | # TODO - Test local_bound, for now set local bound attribute to False |
| 887 | local_bound = False |
| 888 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 889 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 890 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 891 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 892 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 893 | |
| 894 | compliance = self.tensorComplianceMetaData( |
| 895 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 896 | ) |
| 897 | |
| 898 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 899 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 900 | def build_conv3d( |
| 901 | self, |
| 902 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 903 | inputs, |
| 904 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 905 | validator_fcns=None, |
| 906 | error_name=None, |
| 907 | qinfo=None, |
| 908 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 909 | assert len(inputs) == 3 |
| 910 | ifm, filter, bias = inputs |
| 911 | accum_dtype = args_dict["acc_type"] |
| 912 | strides = args_dict["stride"] |
| 913 | padding = args_dict["pad"] |
| 914 | dilations = args_dict["dilation"] |
| 915 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 916 | assert len(padding) == 6 |
| 917 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 918 | self.ser, |
| 919 | self.rng, |
| 920 | ifm, |
| 921 | filter, |
| 922 | accum_dtype, |
| 923 | strides, |
| 924 | padding, |
| 925 | dilations, |
| 926 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 927 | ) |
| 928 | |
| 929 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 930 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 931 | DType.INT8, |
| 932 | DType.UINT8, |
| 933 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 934 | qinfo = [ |
| 935 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 936 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 937 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 938 | |
| 939 | # Invalidate Input/Output list for error_if checks. |
| 940 | input_list = [ifm.name, filter.name, bias.name] |
| 941 | output_list = [result_tens.name] |
| 942 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 943 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 944 | self, error_name, input_list, output_list |
| 945 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 946 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 947 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 948 | self.ser, |
| 949 | validator_fcns, |
| 950 | error_name, |
| 951 | op=op, |
| 952 | input_dtype=ifm.dtype, |
| 953 | weight_dtype=filter.dtype, |
| 954 | output_dtype=result_tens.dtype, |
| 955 | qinfo=qinfo, |
| 956 | input_list=input_list, |
| 957 | num_operands=num_operands, |
| 958 | output_list=output_list, |
| 959 | pad=padding, |
| 960 | stride=strides, |
| 961 | dilation=dilations, |
| 962 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 963 | weight_shape=filter.shape, |
| 964 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 965 | ): |
| 966 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 967 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 968 | # TODO - Test local_bound, for now set local bound attribute to False |
| 969 | local_bound = False |
| 970 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 971 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 972 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 973 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 974 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 975 | return result_tens |
| 976 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 977 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 978 | self, |
| 979 | op, |
| 980 | ifm, |
| 981 | filter, |
| 982 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 983 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 984 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 985 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 986 | output_shape, |
| 987 | validator_fcns=None, |
| 988 | error_name=None, |
| 989 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 990 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 991 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 992 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 993 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 994 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 995 | |
| 996 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 997 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 998 | DType.INT8, |
| 999 | DType.UINT8, |
| 1000 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1001 | qinfo = [ |
| 1002 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 1003 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 1004 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1005 | |
| 1006 | # Invalidate Input/Output list for error_if checks. |
| 1007 | input_list = [ifm.name, filter.name, bias.name] |
| 1008 | output_list = [result_tens.name] |
| 1009 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1010 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1011 | self, error_name, input_list, output_list |
| 1012 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1013 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1014 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1015 | self.ser, |
| 1016 | validator_fcns, |
| 1017 | error_name, |
| 1018 | op=op, |
| 1019 | input_dtype=ifm.dtype, |
| 1020 | weight_dtype=filter.dtype, |
| 1021 | output_dtype=result_tens.dtype, |
| 1022 | qinfo=qinfo, |
| 1023 | input_list=input_list, |
| 1024 | num_operands=num_operands, |
| 1025 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1026 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1027 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1028 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1029 | weight_shape=filter.shape, |
| 1030 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1031 | ): |
| 1032 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1033 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1034 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1035 | local_bound = False |
| 1036 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1037 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1038 | attr.TransposeConvAttribute( |
| 1039 | out_pad, stride, output_shape, qinfo[0], qinfo[1], local_bound |
| 1040 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1041 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1042 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1043 | return result_tens |
| 1044 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1045 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1046 | self, |
| 1047 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1048 | inputs, |
| 1049 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1050 | validator_fcns=None, |
| 1051 | error_name=None, |
| 1052 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1053 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1054 | assert len(inputs) == 3 |
| 1055 | ifm, filter, bias = inputs |
| 1056 | accum_dtype = args_dict["acc_type"] |
| 1057 | strides = args_dict["stride"] |
| 1058 | padding = args_dict["pad"] |
| 1059 | dilations = args_dict["dilation"] |
| 1060 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1061 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1062 | self.ser, |
| 1063 | self.rng, |
| 1064 | ifm, |
| 1065 | filter, |
| 1066 | accum_dtype, |
| 1067 | strides, |
| 1068 | padding, |
| 1069 | dilations, |
| 1070 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1071 | ) |
| 1072 | |
| 1073 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1074 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1075 | DType.INT8, |
| 1076 | DType.UINT8, |
| 1077 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1078 | qinfo = [ |
| 1079 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 1080 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 1081 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1082 | |
| 1083 | # Invalidate Input/Output list for error_if checks. |
| 1084 | input_list = [ifm.name, filter.name, bias.name] |
| 1085 | output_list = [result_tens.name] |
| 1086 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1087 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1088 | self, error_name, input_list, output_list |
| 1089 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1090 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1091 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1092 | self.ser, |
| 1093 | validator_fcns, |
| 1094 | error_name, |
| 1095 | op=op, |
| 1096 | input_dtype=ifm.dtype, |
| 1097 | weight_dtype=filter.dtype, |
| 1098 | output_dtype=result_tens.dtype, |
| 1099 | qinfo=qinfo, |
| 1100 | input_list=input_list, |
| 1101 | num_operands=num_operands, |
| 1102 | output_list=output_list, |
| 1103 | pad=padding, |
| 1104 | stride=strides, |
| 1105 | dilation=dilations, |
| 1106 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1107 | weight_shape=filter.shape, |
| 1108 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1109 | ): |
| 1110 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1111 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1112 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1113 | local_bound = False |
| 1114 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1115 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1116 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1117 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1118 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1119 | return result_tens |
| 1120 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1121 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1122 | self, |
| 1123 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1124 | inputs, |
| 1125 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1126 | validator_fcns=None, |
| 1127 | error_name=None, |
| 1128 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1129 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1130 | assert len(inputs) == 3 |
| 1131 | ifm, filter, bias = inputs |
| 1132 | accum_dtype = args_dict["acc_type"] |
| 1133 | |
| 1134 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1135 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1136 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1137 | |
| 1138 | # Invalidate Input/Output list for error if checks. |
| 1139 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1140 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1141 | pCount, cCount = op["operands"] |
| 1142 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1143 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1144 | self, error_name, input_list, output_list |
| 1145 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1146 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1147 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1148 | self.ser, |
| 1149 | validator_fcns, |
| 1150 | error_name, |
| 1151 | op=op, |
| 1152 | input_shape=ifm.shape, |
| 1153 | input_dtype=ifm.dtype, |
| 1154 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1155 | output_shape=result_tensor.shape, |
| 1156 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1157 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1158 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1159 | input_list=input_list, |
| 1160 | output_list=output_list, |
| 1161 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1162 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1163 | ): |
| 1164 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1165 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1166 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1167 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1168 | |
| 1169 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1170 | |
| 1171 | compliance = self.tensorComplianceMetaData( |
| 1172 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1173 | ) |
| 1174 | |
| 1175 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1176 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1177 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1178 | 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] | 1179 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1180 | assert len(inputs) == 2 |
| 1181 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1182 | accum_dtype = args_dict["acc_type"] |
| 1183 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1184 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1185 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1186 | |
| 1187 | # Invalidate Input/Output list for error if checks. |
| 1188 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1189 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1190 | pCount, cCount = op["operands"] |
| 1191 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1192 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1193 | self, error_name, input_list, output_list |
| 1194 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1195 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1196 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1197 | self.ser, |
| 1198 | validator_fcns, |
| 1199 | error_name, |
| 1200 | op=op, |
| 1201 | input_shape=a.shape, |
| 1202 | input_dtype=a.dtype, |
| 1203 | input2_shape=b.shape, |
| 1204 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1205 | output_shape=result_tensor.shape, |
| 1206 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1207 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1208 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1209 | input_list=input_list, |
| 1210 | output_list=output_list, |
| 1211 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1212 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1213 | ): |
| 1214 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1215 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1216 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1217 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1218 | |
| 1219 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1220 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1221 | compliance = self.tensorComplianceMetaData( |
| 1222 | op, a.dtype, args_dict, result_tensor, error_name |
| 1223 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1224 | |
| 1225 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1226 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1227 | def build_reduce( |
| 1228 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1229 | ): |
| 1230 | assert len(inputs) == 1 |
| 1231 | a = inputs[0] |
| 1232 | axis = args_dict["axis"] |
| 1233 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1234 | |
| 1235 | # Invalidate Input/Output list for error if checks. |
| 1236 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1237 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1238 | pCount, cCount = op["operands"] |
| 1239 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1240 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1241 | self, error_name, input_list, output_list |
| 1242 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1243 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1244 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1245 | self.ser, |
| 1246 | validator_fcns, |
| 1247 | error_name, |
| 1248 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1249 | axis=axis, |
| 1250 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1251 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1252 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1253 | output_dtype=result_tensor.dtype, |
| 1254 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1255 | input_list=input_list, |
| 1256 | output_list=output_list, |
| 1257 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1258 | ): |
| 1259 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1260 | |
| 1261 | attr = ts.TosaSerializerAttribute() |
| 1262 | attr.AxisAttribute(axis) |
| 1263 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1264 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1265 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1266 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1267 | # Number of products - needed for compliance |
| 1268 | args_dict["n"] = a.shape[axis] |
| 1269 | |
| 1270 | compliance = self.tensorComplianceMetaData( |
| 1271 | op, a.dtype, args_dict, result_tensor, error_name |
| 1272 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1273 | |
| 1274 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1275 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1276 | def build_clamp( |
| 1277 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1278 | ): |
| 1279 | assert len(inputs) == 1 |
| 1280 | a = inputs[0] |
| 1281 | |
| 1282 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1283 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1284 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1285 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1286 | if error_name == ErrorIf.MaxSmallerMin: |
| 1287 | # Make sure the numbers are different to invoke this error |
| 1288 | while v[0] == v[1]: |
| 1289 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1290 | max_val = min(v) |
| 1291 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1292 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1293 | max_val = max(v) |
| 1294 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1295 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1296 | # Invalidate Input/Output list for error if checks. |
| 1297 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1298 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1299 | pCount, cCount = op["operands"] |
| 1300 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1301 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1302 | self, error_name, input_list, output_list |
| 1303 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1304 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1305 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1306 | self.ser, |
| 1307 | validator_fcns, |
| 1308 | error_name, |
| 1309 | op=op, |
| 1310 | max_val=max_val, |
| 1311 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1312 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1313 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1314 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1315 | output_dtype=result_tensor.dtype, |
| 1316 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1317 | input_list=input_list, |
| 1318 | output_list=output_list, |
| 1319 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1320 | ): |
| 1321 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1322 | |
| 1323 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1324 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1325 | if a.dtype == DType.FP16: |
| 1326 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1327 | min_val = min_val.astype(np.float32) |
| 1328 | max_val = max_val.astype(np.float32) |
| 1329 | |
| 1330 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1331 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1332 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1333 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1334 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1335 | |
| 1336 | compliance = self.tensorComplianceMetaData( |
| 1337 | op, a.dtype, args_dict, result_tensor, error_name |
| 1338 | ) |
| 1339 | |
| 1340 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1341 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1342 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1343 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1344 | attr = ts.TosaSerializerAttribute() |
| 1345 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1346 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1347 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1348 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1349 | return result_tens |
| 1350 | |
| 1351 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1352 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1353 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1354 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1355 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1356 | return result_tens |
| 1357 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1358 | def build_activation( |
| 1359 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1360 | ): |
| 1361 | assert len(inputs) == 1 |
| 1362 | a = inputs[0] |
| 1363 | |
| 1364 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1365 | |
| 1366 | # Invalidate Input/Output list for error if checks. |
| 1367 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1368 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1369 | pCount, cCount = op["operands"] |
| 1370 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1371 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1372 | self, error_name, input_list, output_list |
| 1373 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1374 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1375 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1376 | self.ser, |
| 1377 | validator_fcns, |
| 1378 | error_name, |
| 1379 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1380 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1381 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1382 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1383 | output_dtype=result_tensor.dtype, |
| 1384 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1385 | input_list=input_list, |
| 1386 | output_list=output_list, |
| 1387 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1388 | ): |
| 1389 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1390 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1391 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1392 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1393 | compliance = self.tensorComplianceMetaData( |
| 1394 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1395 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1396 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1397 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1398 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1399 | def build_concat( |
| 1400 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1401 | ): |
| 1402 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1403 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1404 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1405 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1406 | result_tensor = OutputShaper.concatOp( |
| 1407 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1408 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1409 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1410 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1411 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1412 | input_tensor_names.append(tensor.name) |
| 1413 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1414 | # Invalidate Input/Output list for error if checks. |
| 1415 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1416 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1417 | pCount, cCount = op["operands"] |
| 1418 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1419 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1420 | self, error_name, input_list, output_list |
| 1421 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1422 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1423 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1424 | self.ser, |
| 1425 | validator_fcns, |
| 1426 | error_name, |
| 1427 | op=op, |
| 1428 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1429 | input_shape=inputs[0].shape, |
| 1430 | output_shape=result_tensor.shape, |
| 1431 | input_dtype=inputs[0].dtype, |
| 1432 | output_dtype=result_tensor.dtype, |
| 1433 | inputs=inputs, |
| 1434 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1435 | input_list=input_list, |
| 1436 | output_list=output_list, |
| 1437 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1438 | ): |
| 1439 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1440 | |
| 1441 | attr = ts.TosaSerializerAttribute() |
| 1442 | attr.AxisAttribute(axis) |
| 1443 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1444 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1445 | |
| 1446 | compliance = self.tensorComplianceMetaData( |
| 1447 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1448 | ) |
| 1449 | |
| 1450 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1451 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1452 | def build_pad( |
| 1453 | self, |
| 1454 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1455 | inputs, |
| 1456 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1457 | validator_fcns=None, |
| 1458 | error_name=None, |
| 1459 | qinfo=None, |
| 1460 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1461 | assert len(inputs) == 1 |
| 1462 | a = inputs[0] |
| 1463 | padding = args_dict["pad"] |
| 1464 | pad_const_int = args_dict["pad_const_int"] |
| 1465 | pad_const_float = args_dict["pad_const_fp"] |
| 1466 | |
| 1467 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1468 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1469 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1470 | attr.PadAttribute( |
| 1471 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1472 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1473 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1474 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1475 | input_list = [a.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1476 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1477 | pCount, cCount = op["operands"] |
| 1478 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1479 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1480 | self, error_name, input_list, output_list |
| 1481 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1482 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1483 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1484 | self.ser, |
| 1485 | validator_fcns, |
| 1486 | error_name, |
| 1487 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1488 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1489 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1490 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1491 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1492 | pad=padding, |
| 1493 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1494 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1495 | input_list=input_list, |
| 1496 | output_list=output_list, |
| 1497 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1498 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1499 | ): |
| 1500 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1501 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1502 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1503 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1504 | compliance = self.tensorComplianceMetaData( |
| 1505 | op, a.dtype, args_dict, result_tensor, error_name |
| 1506 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1507 | |
| 1508 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1509 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1510 | def build_dim( |
| 1511 | self, |
| 1512 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1513 | inputs, |
| 1514 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1515 | validator_fcns=None, |
| 1516 | error_name=None, |
| 1517 | qinfo=None, |
| 1518 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1519 | assert len(inputs) == 1 |
| 1520 | a = inputs[0] |
| 1521 | axis = args_dict["axis"] |
| 1522 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1523 | |
| 1524 | # Invalidate Input/Output list for error if checks. |
| 1525 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1526 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1527 | pCount, cCount = op["operands"] |
| 1528 | num_operands = pCount + cCount |
| 1529 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1530 | self, error_name, input_list, output_list |
| 1531 | ) |
| 1532 | |
| 1533 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1534 | self.ser, |
| 1535 | validator_fcns, |
| 1536 | error_name, |
| 1537 | op=op, |
| 1538 | axis=axis, |
| 1539 | input_shape=a.shape, |
| 1540 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1541 | output_shape=result_tensor.shape, |
| 1542 | output_dtype=result_tensor.dtype, |
| 1543 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1544 | input_list=input_list, |
| 1545 | output_list=output_list, |
| 1546 | num_operands=num_operands, |
| 1547 | ): |
| 1548 | return None |
| 1549 | |
| 1550 | attr = ts.TosaSerializerAttribute() |
| 1551 | attr.AxisAttribute(axis) |
| 1552 | |
| 1553 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1554 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1555 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1556 | def build_reshape( |
| 1557 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1558 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1559 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1560 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1561 | shape = inputs[1] |
| 1562 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1563 | result_tensor = OutputShaper.reshapeOp( |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1564 | self.ser, self.rng, a, shape_attr, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1565 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1566 | |
| 1567 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1568 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1569 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1570 | pCount, cCount = op["operands"] |
| 1571 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1572 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1573 | self, error_name, input_list, output_list |
| 1574 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1575 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1576 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1577 | self.ser, |
| 1578 | validator_fcns, |
| 1579 | error_name, |
| 1580 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1581 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1582 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1583 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1584 | output_dtype=result_tensor.dtype, |
| 1585 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1586 | input_list=input_list, |
| 1587 | output_list=output_list, |
| 1588 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1589 | ): |
| 1590 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1591 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1592 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1593 | |
| 1594 | compliance = self.tensorComplianceMetaData( |
| 1595 | op, a.dtype, args_dict, result_tensor, error_name |
| 1596 | ) |
| 1597 | |
| 1598 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1599 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1600 | def build_reverse( |
| 1601 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1602 | ): |
| 1603 | assert len(inputs) == 1 |
| 1604 | a = inputs[0] |
| 1605 | axis = args_dict["axis"] |
| 1606 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1607 | |
| 1608 | # Invalidate Input/Output list for error if checks. |
| 1609 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1610 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1611 | pCount, cCount = op["operands"] |
| 1612 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1613 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1614 | self, error_name, input_list, output_list |
| 1615 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1616 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1617 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1618 | self.ser, |
| 1619 | validator_fcns, |
| 1620 | error_name, |
| 1621 | op=op, |
| 1622 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1623 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1624 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1625 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1626 | output_dtype=result_tensor.dtype, |
| 1627 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1628 | input_list=input_list, |
| 1629 | output_list=output_list, |
| 1630 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1631 | ): |
| 1632 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1633 | |
| 1634 | attr = ts.TosaSerializerAttribute() |
| 1635 | attr.AxisAttribute(axis) |
| 1636 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1637 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1638 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1639 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1640 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1641 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1642 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1643 | attr = ts.TosaSerializerAttribute() |
| 1644 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1645 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1646 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1647 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1648 | output_list = [result_tens.name] |
| 1649 | pCount, cCount = op["operands"] |
| 1650 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1651 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1652 | self, error_name, input_list, output_list |
| 1653 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1654 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1655 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1656 | self.ser, |
| 1657 | validator_fcns, |
| 1658 | error_name, |
| 1659 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1660 | input_shape=a.shape, |
| 1661 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1662 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1663 | input_dtype=a.dtype, |
| 1664 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1665 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1666 | input_list=input_list, |
| 1667 | output_list=output_list, |
| 1668 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1669 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1670 | ): |
| 1671 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1672 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1673 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1674 | return result_tens |
| 1675 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1676 | 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] | 1677 | result_tens = OutputShaper.sliceOp( |
| 1678 | self.ser, self.rng, a, start, size, error_name |
| 1679 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1680 | |
| 1681 | # Invalidate Input/Output list for error if checks. |
| 1682 | input_list = [a.name] |
| 1683 | output_list = [result_tens.name] |
| 1684 | pCount, cCount = op["operands"] |
| 1685 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1686 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1687 | self, error_name, input_list, output_list |
| 1688 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1689 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1690 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1691 | self.ser, |
| 1692 | validator_fcns, |
| 1693 | error_name, |
| 1694 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1695 | input_shape=a.shape, |
| 1696 | output_shape=result_tens.shape, |
| 1697 | input_dtype=a.dtype, |
| 1698 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1699 | start=start, |
| 1700 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1701 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1702 | input_list=input_list, |
| 1703 | output_list=output_list, |
| 1704 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1705 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1706 | ): |
| 1707 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1708 | |
| 1709 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1710 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1711 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1712 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1713 | return result_tens |
| 1714 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1715 | def build_tile( |
| 1716 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1717 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1718 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1719 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1720 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1721 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1722 | result_tensor = OutputShaper.tileOp( |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1723 | self.ser, self.rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1724 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1725 | |
| 1726 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1727 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1728 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1729 | pCount, cCount = op["operands"] |
| 1730 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1731 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1732 | self, error_name, input_list, output_list |
| 1733 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1734 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1735 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1736 | self.ser, |
| 1737 | validator_fcns, |
| 1738 | error_name, |
| 1739 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1740 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1741 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1742 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1743 | output_dtype=result_tensor.dtype, |
| 1744 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1745 | input_list=input_list, |
| 1746 | output_list=output_list, |
| 1747 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1748 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1749 | ): |
| 1750 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1751 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1752 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1753 | |
| 1754 | compliance = self.tensorComplianceMetaData( |
| 1755 | op, a.dtype, args_dict, result_tensor, error_name |
| 1756 | ) |
| 1757 | |
| 1758 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1759 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1760 | def build_gather( |
| 1761 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1762 | ): |
| 1763 | assert len(inputs) == 2 |
| 1764 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1765 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1766 | result_tensor = OutputShaper.gatherOp( |
| 1767 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1768 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1769 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1770 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1771 | input_list = [values.name, indices.name] |
| 1772 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1773 | pCount, cCount = op["operands"] |
| 1774 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1775 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1776 | self, error_name, input_list, output_list |
| 1777 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1778 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1779 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1780 | self.ser, |
| 1781 | validator_fcns, |
| 1782 | error_name, |
| 1783 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1784 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1785 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1786 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1787 | output_dtype=result_tensor.dtype, |
| 1788 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1789 | input_list=input_list, |
| 1790 | output_list=output_list, |
| 1791 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1792 | ): |
| 1793 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1794 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1795 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1796 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1797 | compliance = self.tensorComplianceMetaData( |
| 1798 | op, values.dtype, args_dict, result_tensor, error_name |
| 1799 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1800 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1801 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1802 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1803 | def build_scatter( |
| 1804 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1805 | ): |
| 1806 | assert len(inputs) == 3 |
| 1807 | values_in, indices, input = inputs |
| 1808 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1809 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1810 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1811 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1812 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1813 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1814 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1815 | pCount, cCount = op["operands"] |
| 1816 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1817 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1818 | self, error_name, input_list, output_list |
| 1819 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1820 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1821 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1822 | self.ser, |
| 1823 | validator_fcns, |
| 1824 | error_name, |
| 1825 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1826 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1827 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1828 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1829 | output_dtype=result_tensor.dtype, |
| 1830 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1831 | input_list=input_list, |
| 1832 | output_list=output_list, |
| 1833 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1834 | ): |
| 1835 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1836 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1837 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1838 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1839 | compliance = self.tensorComplianceMetaData( |
| 1840 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1841 | ) |
| 1842 | |
| 1843 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1844 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1845 | def build_resize( |
| 1846 | self, |
| 1847 | op, |
| 1848 | input, |
| 1849 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1850 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1851 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1852 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1853 | input_dtype, |
| 1854 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1855 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1856 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1857 | ): |
| 1858 | result_tens = OutputShaper.resizeOp( |
| 1859 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1860 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1861 | input, |
| 1862 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1863 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1864 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1865 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1866 | input_dtype, |
| 1867 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1868 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1869 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1870 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1871 | # Invalidate Input/Output list for error if checks. |
| 1872 | input_list = [input.name] |
| 1873 | output_list = [result_tens.name] |
| 1874 | pCount, cCount = op["operands"] |
| 1875 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1876 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1877 | self, error_name, input_list, output_list |
| 1878 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1879 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1880 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1881 | self.ser, |
| 1882 | validator_fcns, |
| 1883 | error_name, |
| 1884 | op=op, |
| 1885 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1886 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1887 | input_dtype=input_dtype, |
| 1888 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1889 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1890 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1891 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1892 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1893 | input_list=input_list, |
| 1894 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1895 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1896 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1897 | ): |
| 1898 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1899 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1900 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1901 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1902 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1903 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1904 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1905 | return result_tens |
| 1906 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1907 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1908 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1909 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1910 | self.ser.addOperator( |
| 1911 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1912 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1913 | return result_tens |
| 1914 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1915 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1916 | self.ser.addOutputTensor(val) |
| 1917 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1918 | |
| 1919 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1920 | def build_cast( |
| 1921 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1922 | ): |
| 1923 | assert len(inputs) == 1 |
| 1924 | val = inputs[0] |
| 1925 | out_dtype = args_dict["out_type"] |
| 1926 | |
| 1927 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1928 | self.ser, self.rng, val, out_dtype, error_name |
| 1929 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1930 | |
| 1931 | # Invalidate Input/Output list for error if checks. |
| 1932 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1933 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1934 | pCount, cCount = op["operands"] |
| 1935 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1936 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1937 | self, error_name, input_list, output_list |
| 1938 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1939 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1940 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1941 | self.ser, |
| 1942 | validator_fcns, |
| 1943 | error_name, |
| 1944 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1945 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1946 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1947 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1948 | output_dtype=result_tensor.dtype, |
| 1949 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1950 | input_list=input_list, |
| 1951 | output_list=output_list, |
| 1952 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1953 | ): |
| 1954 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1955 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1956 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1957 | |
| 1958 | compliance = self.tensorComplianceMetaData( |
| 1959 | op, val.dtype, args_dict, result_tensor, error_name |
| 1960 | ) |
| 1961 | |
| 1962 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1963 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1964 | def build_rescale( |
| 1965 | self, |
| 1966 | op, |
| 1967 | val, |
| 1968 | out_dtype, |
| 1969 | scale32, |
| 1970 | double_round, |
| 1971 | per_channel, |
| 1972 | validator_fcns, |
| 1973 | error_name, |
| 1974 | ): |
| 1975 | result_tens = OutputShaper.typeConversionOp( |
| 1976 | self.ser, self.rng, val, out_dtype, error_name |
| 1977 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1978 | |
| 1979 | if per_channel: |
| 1980 | nc = val.shape[-1] |
| 1981 | else: |
| 1982 | nc = 1 |
| 1983 | |
| 1984 | in_type_width = self.typeWidth(val.dtype) |
| 1985 | out_type_width = self.typeWidth(out_dtype) |
| 1986 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1987 | input_unsigned = False |
| 1988 | output_unsigned = False |
| 1989 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1990 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1991 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1992 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1993 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1994 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1995 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1996 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1997 | elif error_name in [ |
| 1998 | ErrorIf.InputZeroPointNotZero, |
| 1999 | ErrorIf.U16InputZeroPointNotValid, |
| 2000 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2001 | input_zp = self.randInt(-128, 128) |
| 2002 | if input_zp == 0: |
| 2003 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2004 | in_type_width += 1 |
| 2005 | elif val.dtype == DType.UINT16: |
| 2006 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 2007 | input_zp = self.rng.choice([0, 32768]) |
| 2008 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2009 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2010 | else: |
| 2011 | input_zp = 0 |
| 2012 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2013 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2014 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2015 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2016 | elif out_dtype == DType.UINT8: |
| 2017 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2018 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2019 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2020 | elif error_name in [ |
| 2021 | ErrorIf.OutputZeroPointNotZero, |
| 2022 | ErrorIf.U16OutputZeroPointNotValid, |
| 2023 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2024 | output_zp = self.randInt(-128, 128) |
| 2025 | if output_zp == 0: |
| 2026 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2027 | out_type_width += 1 |
| 2028 | elif out_dtype == DType.UINT16: |
| 2029 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2030 | output_zp = self.rng.choice([0, 32768]) |
| 2031 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2032 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2033 | else: |
| 2034 | output_zp = 0 |
| 2035 | |
| 2036 | # Calculate scale based on: |
| 2037 | # scale = a *(2^output_width)/(2^input_width)) |
| 2038 | |
| 2039 | a = np.float32(self.rng.random(size=[nc])) |
| 2040 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2041 | |
| 2042 | if scale32: |
| 2043 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2044 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2045 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2046 | else: |
| 2047 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2048 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2049 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2050 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2051 | |
| 2052 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2053 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2054 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2055 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2056 | |
| 2057 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2058 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2059 | scale_arr[i], scale32 |
| 2060 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2061 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2062 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2063 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2064 | # 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] | 2065 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2066 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2067 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2068 | assert val.placeholderFilename |
| 2069 | values = np.load( |
| 2070 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2071 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2072 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2073 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2074 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 2075 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2076 | if not np.all(np.array_equal(values, val_adj)): |
| 2077 | # Values changed so overwrite file with new values |
| 2078 | np.save( |
| 2079 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2080 | val_adj, |
| 2081 | False, |
| 2082 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2083 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2084 | # Invalidate Input/Output list for error if checks. |
| 2085 | input_list = [val.name] |
| 2086 | output_list = [result_tens.name] |
| 2087 | pCount, cCount = op["operands"] |
| 2088 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2089 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2090 | self, error_name, input_list, output_list |
| 2091 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2092 | |
| 2093 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2094 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2095 | self.ser, |
| 2096 | validator_fcns, |
| 2097 | error_name, |
| 2098 | op=op, |
| 2099 | input_dtype=val.dtype, |
| 2100 | output_dtype=out_dtype, |
| 2101 | input_shape=val.shape, |
| 2102 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2103 | scale32=scale32, |
| 2104 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2105 | input_list=input_list, |
| 2106 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2107 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2108 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2109 | ): |
| 2110 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2111 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2112 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2113 | attr.RescaleAttribute( |
| 2114 | input_zp, |
| 2115 | output_zp, |
| 2116 | multiplier_arr, |
| 2117 | shift_arr, |
| 2118 | scale32, |
| 2119 | double_round, |
| 2120 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2121 | input_unsigned, |
| 2122 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2123 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2124 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2125 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2126 | return result_tens |
| 2127 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2128 | def _get_condition_tensor(self, op, cond, error_name): |
| 2129 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2130 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2131 | else: |
| 2132 | cond_type = DType.BOOL |
| 2133 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2134 | choice = self.rng.choice([1, 2]) |
| 2135 | if choice == 1: |
| 2136 | cond_shape = [2] |
| 2137 | else: |
| 2138 | cond_shape = [1, 2] |
| 2139 | else: |
| 2140 | # Must be of size 1 (rank 0) |
| 2141 | cond_shape = [] |
| 2142 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2143 | return cond_tens |
| 2144 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2145 | def build_cond_if_const( |
| 2146 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2147 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2148 | # 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] | 2149 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2150 | # and fill them with const nodes for the body. |
| 2151 | |
| 2152 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2153 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2154 | |
| 2155 | # Make then/else tensors |
| 2156 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2157 | |
| 2158 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2159 | if error_name in [ |
| 2160 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2161 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2162 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2163 | incorrect_shape = deepcopy(then_tens.shape) |
| 2164 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2165 | incorrect_shape[i] += ( |
| 2166 | self.rng.choice([-3, -2, 2, 3]) |
| 2167 | if incorrect_shape[i] > 3 |
| 2168 | else self.rng.choice([1, 2, 4]) |
| 2169 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2170 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2171 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2172 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2173 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2174 | |
| 2175 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2176 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2177 | |
| 2178 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2179 | then_block = "THEN_BLOCK" |
| 2180 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2181 | attr = ts.TosaSerializerAttribute() |
| 2182 | attr.CondIfAttribute(then_block, else_block) |
| 2183 | |
| 2184 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2185 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2186 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2187 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2188 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2189 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2190 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2191 | else: |
| 2192 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2193 | self.ser.addOutputTensor(then_tens) |
| 2194 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2195 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2196 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2197 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2198 | else: |
| 2199 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2200 | self.ser.addOutputTensor(else_tens) |
| 2201 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2202 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2203 | self.ser, |
| 2204 | validator_fcns, |
| 2205 | error_name, |
| 2206 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2207 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2208 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2209 | ): |
| 2210 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2211 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2212 | return result_tens |
| 2213 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2214 | def build_cond_if_binary( |
| 2215 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2216 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2217 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2218 | # alternately add or subtract them based on the condition |
| 2219 | |
| 2220 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2221 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2222 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2223 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2224 | |
| 2225 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2226 | then_block = "THEN_BLOCK" |
| 2227 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2228 | attr = ts.TosaSerializerAttribute() |
| 2229 | attr.CondIfAttribute(then_block, else_block) |
| 2230 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2231 | if error_name in [ |
| 2232 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2233 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2234 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2235 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2236 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2237 | incorrect_shape = a.shape.copy() |
| 2238 | for i in range(len(incorrect_shape)): |
| 2239 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2240 | incorrect_block_input = deepcopy(a) |
| 2241 | incorrect_block_input.shape = incorrect_shape |
| 2242 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2243 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2244 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2245 | 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] | 2246 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2247 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2248 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2249 | then_op, else_op = Op.ADD, Op.SUB |
| 2250 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2251 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2252 | else: |
| 2253 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2254 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2255 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2256 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2257 | if ( |
| 2258 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2259 | and block == then_block |
| 2260 | ) or ( |
| 2261 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2262 | and block == else_block |
| 2263 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2264 | self.ser.addInputTensor(incorrect_block_input) |
| 2265 | self.ser.addInputTensor(b) |
| 2266 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2267 | elif ( |
| 2268 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2269 | and block == then_block |
| 2270 | ) or ( |
| 2271 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2272 | and block == else_block |
| 2273 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2274 | self.ser.addInputTensor(a) |
| 2275 | self.ser.addInputTensor(b) |
| 2276 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2277 | else: |
| 2278 | self.ser.addInputTensor(a) |
| 2279 | self.ser.addInputTensor(b) |
| 2280 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2281 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2282 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2283 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2284 | self.ser, |
| 2285 | validator_fcns, |
| 2286 | error_name, |
| 2287 | op=op, |
| 2288 | a=a, |
| 2289 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2290 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2291 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2292 | ): |
| 2293 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2294 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2295 | return result_tens |
| 2296 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2297 | 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] | 2298 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2299 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2300 | cond_block = "COND_BLOCK" |
| 2301 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2302 | |
| 2303 | attr = ts.TosaSerializerAttribute() |
| 2304 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2305 | |
| 2306 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2307 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2308 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2309 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2310 | |
| 2311 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2312 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2313 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2314 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2315 | incorrect_acc = deepcopy(acc) |
| 2316 | for i in range(len(incorrect_acc.shape)): |
| 2317 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2318 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2319 | else: |
| 2320 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2321 | |
| 2322 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2323 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2324 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2325 | [iter.name, a.name, acc.name], |
| 2326 | [iter_out.name, a_out.name, acc_out.name], |
| 2327 | attr, |
| 2328 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2329 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2330 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2331 | if error_name in [ |
| 2332 | ErrorIf.InputListCondGraphMismatch, |
| 2333 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2334 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2335 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2336 | incorrect_iter = deepcopy(iter) |
| 2337 | for i in range(len(incorrect_iter.shape)): |
| 2338 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2339 | if len(incorrect_iter.shape) == 0: |
| 2340 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2341 | |
| 2342 | incorrect_acc = deepcopy(acc) |
| 2343 | for i in range(len(incorrect_acc.shape)): |
| 2344 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2345 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2346 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2347 | self.ser.addBasicBlock(cond_block) |
| 2348 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2349 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2350 | self.ser.addInputTensor(incorrect_iter) |
| 2351 | self.ser.addInputTensor(a) |
| 2352 | self.ser.addInputTensor(incorrect_acc) |
| 2353 | else: |
| 2354 | self.ser.addInputTensor(iter) |
| 2355 | self.ser.addInputTensor(a) |
| 2356 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2357 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2358 | |
| 2359 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2360 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2361 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2362 | cond_type = DType.BOOL |
| 2363 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2364 | choice = self.rng.choice([1, 2]) |
| 2365 | if choice == 1: |
| 2366 | cond_shape = [3] |
| 2367 | else: |
| 2368 | cond_shape = [1, 2] |
| 2369 | else: |
| 2370 | cond_shape = [] |
| 2371 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2372 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2373 | 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] | 2374 | |
| 2375 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2376 | # 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] | 2377 | self.ser.addBasicBlock(body_block) |
| 2378 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2379 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2380 | self.ser.addInputTensor(incorrect_iter) |
| 2381 | self.ser.addInputTensor(a) |
| 2382 | self.ser.addInputTensor(incorrect_acc) |
| 2383 | else: |
| 2384 | self.ser.addInputTensor(iter) |
| 2385 | self.ser.addInputTensor(a) |
| 2386 | self.ser.addInputTensor(acc) |
| 2387 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2388 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2389 | |
| 2390 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2391 | iter_body_out = self.ser.addIntermediate( |
| 2392 | incorrect_iter.shape, incorrect_iter.dtype |
| 2393 | ) |
| 2394 | acc_body_out = self.ser.addIntermediate( |
| 2395 | incorrect_acc.shape, incorrect_acc.dtype |
| 2396 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2397 | else: |
| 2398 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2399 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2400 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2401 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2402 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2403 | self.ser.addOutputTensor(iter_body_out) |
| 2404 | self.ser.addOutputTensor(a) |
| 2405 | self.ser.addOutputTensor(acc_body_out) |
| 2406 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2407 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2408 | self.ser, |
| 2409 | validator_fcns, |
| 2410 | error_name, |
| 2411 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2412 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2413 | ): |
| 2414 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2415 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2416 | return acc_out |
| 2417 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2418 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2419 | self, |
| 2420 | op, |
| 2421 | val1, |
| 2422 | val2, |
| 2423 | inverse, |
| 2424 | validator_fcns=None, |
| 2425 | error_name=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2426 | ): |
| 2427 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2428 | |
| 2429 | input_names = [val1.name, val2.name] |
| 2430 | pCount, cCount = op["operands"] |
| 2431 | num_operands = pCount + cCount |
| 2432 | |
| 2433 | output_names = [res.name for res in results] |
| 2434 | output_shapes = [res.shape for res in results] |
| 2435 | output_dtypes = [res.dtype for res in results] |
| 2436 | |
| 2437 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2438 | self, error_name, input_names, output_names |
| 2439 | ) |
| 2440 | |
| 2441 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2442 | self.ser, |
| 2443 | validator_fcns, |
| 2444 | error_name, |
| 2445 | op=op, |
| 2446 | inverse=inverse, |
| 2447 | input1=val1, |
| 2448 | input2=val2, |
| 2449 | input_shape=val1.shape, |
| 2450 | input_dtype=val1.dtype, |
| 2451 | output_shape=output_shapes, |
| 2452 | output_dtype=output_dtypes, |
| 2453 | result_tensors=results, |
| 2454 | input_list=input_names, |
| 2455 | output_list=output_names, |
| 2456 | num_operands=num_operands, |
| 2457 | ): |
| 2458 | return None |
| 2459 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2460 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2461 | local_bound = False |
| 2462 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2463 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2464 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2465 | |
| 2466 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2467 | return results |
| 2468 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2469 | def build_rfft2d( |
| 2470 | self, |
| 2471 | op, |
| 2472 | val, |
| 2473 | validator_fcns=None, |
| 2474 | error_name=None, |
| 2475 | ): |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2476 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2477 | |
| 2478 | input_names = [val.name] |
| 2479 | pCount, cCount = op["operands"] |
| 2480 | num_operands = pCount + cCount |
| 2481 | |
| 2482 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2483 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2484 | output_dtypes = [res.dtype for res in results] |
| 2485 | |
| 2486 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2487 | self, error_name, input_names, output_names |
| 2488 | ) |
| 2489 | |
| 2490 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2491 | self.ser, |
| 2492 | validator_fcns, |
| 2493 | error_name, |
| 2494 | op=op, |
| 2495 | input_shape=val.shape, |
| 2496 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2497 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2498 | output_dtype=output_dtypes, |
| 2499 | result_tensors=results, |
| 2500 | input_list=input_names, |
| 2501 | output_list=output_names, |
| 2502 | num_operands=num_operands, |
| 2503 | ): |
| 2504 | return None |
| 2505 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2506 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2507 | local_bound = False |
| 2508 | |
| 2509 | attr = ts.TosaSerializerAttribute() |
| 2510 | attr.RFFTAttribute(local_bound) |
| 2511 | |
| 2512 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2513 | return results |
| 2514 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2515 | def create_filter_lists( |
| 2516 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2517 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2518 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2519 | default_test_rank_range = range(1, 5) |
| 2520 | if not shapeFilter: |
| 2521 | shapeFilter = [None] |
| 2522 | |
| 2523 | # Calculate the filters based on what is requested and what the operator allows |
| 2524 | rmin, rmax = op["rank"] |
| 2525 | if rankFilter is not None: |
| 2526 | cleanRankFilter = [] |
| 2527 | # Ensure rankFilter values are allowed by operator |
| 2528 | for rank in rankFilter: |
| 2529 | if rank >= rmin and rank <= rmax: |
| 2530 | cleanRankFilter.append(rank) |
| 2531 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2532 | # Ensure default behaviour is bounded by default range or by operator, |
| 2533 | # whichever is the smaller range of ranks. |
| 2534 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2535 | cleanRankFilter = ( |
| 2536 | opRankRange |
| 2537 | if len(opRankRange) <= len(default_test_rank_range) |
| 2538 | else default_test_rank_range |
| 2539 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2540 | else: |
| 2541 | cleanRankFilter = range(rmin, rmax + 1) |
| 2542 | |
| 2543 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2544 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2545 | if dtypeFilter is not None: |
| 2546 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2547 | # Create list of operator dtypes filtered by requested dtypes |
| 2548 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2549 | if dtype in dtypeFilter or ( |
| 2550 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2551 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2552 | cleanDtypeFilter.append(dtype) |
| 2553 | else: |
| 2554 | cleanDtypeFilter = dtypes |
| 2555 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2556 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2557 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2558 | "shapeFilter": shapeFilter, |
| 2559 | "rankFilter": cleanRankFilter, |
| 2560 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2561 | } |
| 2562 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2563 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2564 | if validator is not None: |
| 2565 | validator_info = validator(check=False, op=op) |
| 2566 | else: |
| 2567 | return None |
| 2568 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2569 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2570 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2571 | # Set parameters as required |
| 2572 | if error_arguments["rank"] is not None: |
| 2573 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2574 | else: |
| 2575 | rankFilter = cleanRankFilter |
| 2576 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2577 | if error_arguments["dtype"] is not None: |
| 2578 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2579 | else: |
| 2580 | dtypeFilter = cleanDtypeFilter |
| 2581 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2582 | if error_arguments["shape"] is not None: |
| 2583 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2584 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2585 | shapeFilter = shapeFilter[ |
| 2586 | :2 |
| 2587 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2588 | |
| 2589 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2590 | "shapeFilter": shapeFilter, |
| 2591 | "rankFilter": rankFilter, |
| 2592 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2593 | } |
| 2594 | return filterDict |
| 2595 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2596 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2597 | self, |
| 2598 | opName, |
| 2599 | shapeFilter=[None], |
| 2600 | rankFilter=None, |
| 2601 | dtypeFilter=None, |
| 2602 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2603 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2604 | |
| 2605 | try: |
| 2606 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2607 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2608 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2609 | |
| 2610 | # Initialize a new random number generator |
| 2611 | self.rng = np.random.default_rng(self.random_seed) |
| 2612 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2613 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2614 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2615 | # Test list consists of a tuple of: |
| 2616 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2617 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2618 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2619 | error_if_validators = op["error_if_validators"] |
| 2620 | else: |
| 2621 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2622 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2623 | for validator in error_if_validators: |
| 2624 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2625 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2626 | else: |
| 2627 | error_name = None |
| 2628 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2629 | filterDict = self.create_filter_lists( |
| 2630 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2631 | ) |
| 2632 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2633 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2634 | cleanRankFilter = filterDict["rankFilter"] |
| 2635 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2636 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2637 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2638 | |
| 2639 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2640 | for t in cleanDtypeFilter: |
| 2641 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2642 | # Filter out by rank |
| 2643 | if shape is not None and len(shape) != r: |
| 2644 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2645 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2646 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2647 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2648 | shapeStr = self.shapeStr(shapeList[0]) |
| 2649 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2650 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2651 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2652 | argList = [] |
| 2653 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2654 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2655 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2656 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2657 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2658 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2659 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2660 | if argStr: |
| 2661 | testStr = "{}_{}_{}_{}".format( |
| 2662 | opName, shapeStr, typeStr, argStr |
| 2663 | ) |
| 2664 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2665 | testStr = "{}_{}_{}".format( |
| 2666 | opName, shapeStr, typeStr |
| 2667 | ) |
| 2668 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2669 | if argStr: |
| 2670 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2671 | opName, error_name, shapeStr, typeStr, argStr |
| 2672 | ) |
| 2673 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2674 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2675 | opName, error_name, shapeStr, typeStr |
| 2676 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2677 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2678 | testList.append( |
| 2679 | (opName, testStr, t, error_name, shapeList, args) |
| 2680 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2681 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2682 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2683 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2684 | if "invalid_test_validators" in op: |
| 2685 | invalid_test_validators = op["invalid_test_validators"] |
| 2686 | clean_testList = [] |
| 2687 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2688 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2689 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2690 | if validator_fcn( |
| 2691 | opName=test[0], |
| 2692 | input_dtype=test[2], |
| 2693 | shapeList=test[4], |
| 2694 | args=test[5], |
| 2695 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2696 | remove_test = True |
| 2697 | if not remove_test: |
| 2698 | clean_testList.append(test) |
| 2699 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2700 | |
| 2701 | return testList |
| 2702 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2703 | def serializeTest( |
| 2704 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2705 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2706 | try: |
| 2707 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2708 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2709 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2710 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2711 | if self.args.verbose: |
| 2712 | print(f"Creating {testStr}") |
| 2713 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2714 | # Create a serializer |
| 2715 | self.createSerializer(opName, testStr) |
| 2716 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2717 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2718 | if "error_if_validators" in op: |
| 2719 | error_if_validators = op["error_if_validators"] |
| 2720 | else: |
| 2721 | error_if_validators = None |
| 2722 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2723 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2724 | num_operands = pCount + cCount |
| 2725 | |
| 2726 | if isinstance(dtype_or_dtypeList, list): |
| 2727 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2728 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2729 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2730 | else: |
| 2731 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2732 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2733 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2734 | assert ( |
| 2735 | len(shapeList) == num_operands |
| 2736 | ), "shapeList length {} must match number of operands {}".format( |
| 2737 | len(shapeList), num_operands |
| 2738 | ) |
| 2739 | assert ( |
| 2740 | len(dtypeList) == num_operands |
| 2741 | ), "dtypeList length {} must match number of operands {}".format( |
| 2742 | len(dtypeList), num_operands |
| 2743 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2744 | |
| 2745 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2746 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2747 | except KeyError: |
| 2748 | qgen = None |
| 2749 | |
| 2750 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2751 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2752 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2753 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2754 | else: |
| 2755 | qinfo = None |
| 2756 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2757 | # Extra meta data for the desc.json |
| 2758 | tensMeta = {} |
| 2759 | |
| 2760 | # Check we are using the new testArgs interface with an argsDict dictionary |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2761 | if isinstance(testArgs, dict): |
| 2762 | # New interface with args info in dictionary |
| 2763 | argsDict = testArgs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2764 | assert "dg_type" in argsDict |
| 2765 | tvgInfo = tvgen_fcn( |
| 2766 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2767 | ) |
| 2768 | if tvgInfo.dataGenDict: |
| 2769 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2770 | tens = tvgInfo.tensorList |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2771 | |
| 2772 | result = build_fcn( |
| 2773 | self, |
| 2774 | op, |
| 2775 | tens, |
| 2776 | argsDict, |
| 2777 | validator_fcns=error_if_validators, |
| 2778 | error_name=error_name, |
| 2779 | qinfo=qinfo, |
| 2780 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2781 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2782 | # Old interface with args info in a list |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2783 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2784 | |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2785 | try: |
| 2786 | if error_if_validators is None: |
| 2787 | if qinfo is not None: |
| 2788 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2789 | else: |
| 2790 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2791 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2792 | if qinfo is not None: |
| 2793 | result = build_fcn( |
| 2794 | self, |
| 2795 | op, |
| 2796 | *tens, |
| 2797 | *testArgs, |
| 2798 | validator_fcns=error_if_validators, |
| 2799 | error_name=error_name, |
| 2800 | qinfo=qinfo, |
| 2801 | ) |
| 2802 | else: |
| 2803 | result = build_fcn( |
| 2804 | self, |
| 2805 | op, |
| 2806 | *tens, |
| 2807 | *testArgs, |
| 2808 | validator_fcns=error_if_validators, |
| 2809 | error_name=error_name, |
| 2810 | ) |
| 2811 | except TypeError as e: |
| 2812 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
| 2813 | raise e |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2814 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2815 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2816 | # The test is valid, serialize it |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2817 | if isinstance(result, TosaTestGen.BuildInfo) and result.complianceDict: |
| 2818 | # Add the compliance meta data |
| 2819 | # NOTE: This currently expects only one result output |
| 2820 | tensMeta["compliance"] = { |
| 2821 | "version": "0.1", |
| 2822 | "tensors": {result.resultTensor.name: result.complianceDict}, |
| 2823 | } |
| 2824 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2825 | else: |
| 2826 | # The test is not valid |
| 2827 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2828 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2829 | def createDynamicOpLists(self): |
| 2830 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2831 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2832 | # Already created these lists (can occur when class is initialized more than once) |
| 2833 | return |
| 2834 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2835 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2836 | if not self.args.level8k: |
| 2837 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2838 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2839 | else: |
| 2840 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2841 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2842 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2843 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2844 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2845 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2846 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2847 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2848 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2849 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2850 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2851 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2852 | "depthwise_conv2d_TEMPLATE" |
| 2853 | ].copy() |
| 2854 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2855 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2856 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2857 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2858 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2859 | "transpose_conv2d_TEMPLATE" |
| 2860 | ].copy() |
| 2861 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2862 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2863 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2864 | for k in KERNELS_3D: |
| 2865 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2866 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2867 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2868 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2869 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2870 | # Delete any templates after having created any dynamic ops |
| 2871 | # This is a two-pass operation because it's bad practice to delete |
| 2872 | # keys from dictionaries while iterating |
| 2873 | keyList = [] |
| 2874 | for k in self.TOSA_OP_LIST: |
| 2875 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2876 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2877 | keyList.append(k) |
| 2878 | continue |
| 2879 | except KeyError: |
| 2880 | pass |
| 2881 | |
| 2882 | for k in keyList: |
| 2883 | del self.TOSA_OP_LIST[k] |
| 2884 | |
| 2885 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2886 | """Fill in default fields for ops if they aren't already specified. |
| 2887 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2888 | for op in self.TOSA_OP_LIST: |
| 2889 | |
| 2890 | # Required fields |
| 2891 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2892 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2893 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2894 | raise Exception( |
| 2895 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2896 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2897 | |
| 2898 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2899 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2900 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2901 | raise Exception( |
| 2902 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2903 | op |
| 2904 | ) |
| 2905 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2906 | |
| 2907 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2908 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2909 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2910 | raise Exception( |
| 2911 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2912 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2913 | |
| 2914 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2915 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2916 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2917 | raise Exception( |
| 2918 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2919 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2920 | |
| 2921 | # Put in default rank range, if missing |
| 2922 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2923 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2924 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2925 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2926 | |
| 2927 | # Tensor operator list |
| 2928 | # 'op': op name |
| 2929 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2930 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2931 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2932 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2933 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2934 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2935 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2936 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2937 | TYPE_INT_FP = [ |
| 2938 | DType.INT8, |
| 2939 | DType.INT16, |
| 2940 | DType.INT32, |
| 2941 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2942 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2943 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2944 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2945 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2946 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2947 | TYPE_FI32 = [ |
| 2948 | DType.FP32, |
| 2949 | DType.FP16, |
| 2950 | DType.BF16, |
| 2951 | DType.INT32, |
| 2952 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2953 | TYPE_FIB = [ |
| 2954 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2955 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2956 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2957 | DType.INT8, |
| 2958 | DType.INT16, |
| 2959 | DType.INT32, |
| 2960 | DType.BOOL, |
| 2961 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2962 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2963 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2964 | 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] | 2965 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2966 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2967 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2968 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2969 | [DType.INT8, DType.INT8, DType.INT32], |
| 2970 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2971 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2972 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2973 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2974 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2975 | ] |
| 2976 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2977 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2978 | |
| 2979 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2980 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2981 | "argmax": { |
| 2982 | "op": Op.ARGMAX, |
| 2983 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 2984 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2985 | "build_fcn": ( |
| 2986 | build_argmax, |
| 2987 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 2988 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2989 | TosaArgGen.agAxis, |
| 2990 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2991 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2992 | "error_if_validators": ( |
| 2993 | TosaErrorValidator.evAxisSmallerZero, |
| 2994 | TosaErrorValidator.evAxisLargerRank, |
| 2995 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2996 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2997 | TosaErrorValidator.evWrongRank, |
| 2998 | TosaErrorValidator.evWrongInputType, |
| 2999 | TosaErrorValidator.evWrongOutputType, |
| 3000 | TosaErrorValidator.evWrongInputList, |
| 3001 | TosaErrorValidator.evWrongOutputList, |
| 3002 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3003 | "data_gen": { |
| 3004 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3005 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3006 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3007 | "avg_pool2d": { |
| 3008 | "op": Op.AVG_POOL2D, |
| 3009 | "operands": (1, 0), |
| 3010 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3011 | "build_fcn": ( |
| 3012 | build_pool2d, |
| 3013 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3014 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3015 | TosaArgGen.agPooling, |
| 3016 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3017 | "qgen": TosaQuantGen.qgUnary, |
| 3018 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3019 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3020 | "error_if_validators": ( |
| 3021 | TosaErrorValidator.evKernelSmallerOne, |
| 3022 | TosaErrorValidator.evStrideSmallerOne, |
| 3023 | TosaErrorValidator.evPadSmallerZero, |
| 3024 | TosaErrorValidator.evWrongRank, |
| 3025 | TosaErrorValidator.evWrongInputType, |
| 3026 | TosaErrorValidator.evWrongOutputType, |
| 3027 | TosaErrorValidator.evWrongInputList, |
| 3028 | TosaErrorValidator.evWrongOutputList, |
| 3029 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3030 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3031 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3032 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3033 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3034 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3035 | "data_gen": { |
| 3036 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3037 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3038 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3039 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3040 | "conv2d_TEMPLATE": { |
| 3041 | "op": Op.CONV2D, |
| 3042 | "operands": (1, 2), |
| 3043 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3044 | "build_fcn": ( |
| 3045 | build_conv2d, |
| 3046 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3047 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3048 | TosaArgGen.agConv, |
| 3049 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3050 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3051 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3052 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3053 | "error_if_validators": ( |
| 3054 | TosaErrorValidator.evWrongInputType, |
| 3055 | TosaErrorValidator.evWrongOutputType, |
| 3056 | TosaErrorValidator.evWrongInputList, |
| 3057 | TosaErrorValidator.evWrongOutputList, |
| 3058 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3059 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3060 | TosaErrorValidator.evPadSmallerZero, |
| 3061 | TosaErrorValidator.evStrideSmallerOne, |
| 3062 | TosaErrorValidator.evDilationSmallerOne, |
| 3063 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3064 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3065 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3066 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3067 | "data_gen": { |
| 3068 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3069 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3070 | "template": True, |
| 3071 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3072 | # Templated operator. Filled in by createDynamicOpLists |
| 3073 | "conv3d_TEMPLATE": { |
| 3074 | "op": Op.CONV3D, |
| 3075 | "operands": (1, 2), |
| 3076 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3077 | "build_fcn": ( |
| 3078 | build_conv3d, |
| 3079 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3080 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3081 | TosaArgGen.agConv, |
| 3082 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3083 | "qgen": TosaQuantGen.qgConv, |
| 3084 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3085 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3086 | "error_if_validators": ( |
| 3087 | TosaErrorValidator.evWrongInputType, |
| 3088 | TosaErrorValidator.evWrongOutputType, |
| 3089 | TosaErrorValidator.evWrongInputList, |
| 3090 | TosaErrorValidator.evWrongOutputList, |
| 3091 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3092 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3093 | TosaErrorValidator.evPadSmallerZero, |
| 3094 | TosaErrorValidator.evStrideSmallerOne, |
| 3095 | TosaErrorValidator.evDilationSmallerOne, |
| 3096 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3097 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3098 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3099 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3100 | "template": True, |
| 3101 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3102 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3103 | "depthwise_conv2d_TEMPLATE": { |
| 3104 | "op": Op.DEPTHWISE_CONV2D, |
| 3105 | "operands": (1, 2), |
| 3106 | "filter": [1, 1], |
| 3107 | "rank": (4, 4), |
| 3108 | "build_fcn": ( |
| 3109 | build_depthwise_conv2d, |
| 3110 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3111 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3112 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3113 | ), |
| 3114 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3115 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3116 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3117 | "error_if_validators": ( |
| 3118 | TosaErrorValidator.evWrongInputType, |
| 3119 | TosaErrorValidator.evWrongOutputType, |
| 3120 | TosaErrorValidator.evWrongInputList, |
| 3121 | TosaErrorValidator.evWrongOutputList, |
| 3122 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3123 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3124 | TosaErrorValidator.evPadSmallerZero, |
| 3125 | TosaErrorValidator.evStrideSmallerOne, |
| 3126 | TosaErrorValidator.evDilationSmallerOne, |
| 3127 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3128 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3129 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3130 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3131 | "template": True, |
| 3132 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3133 | "fully_connected": { |
| 3134 | "op": Op.FULLY_CONNECTED, |
| 3135 | "operands": (1, 2), |
| 3136 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3137 | "build_fcn": ( |
| 3138 | build_fully_connected, |
| 3139 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3140 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3141 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3142 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3143 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3144 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3145 | "error_if_validators": ( |
| 3146 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3147 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3148 | TosaErrorValidator.evWrongRank, |
| 3149 | TosaErrorValidator.evWrongInputType, |
| 3150 | TosaErrorValidator.evWrongOutputType, |
| 3151 | TosaErrorValidator.evWrongInputList, |
| 3152 | TosaErrorValidator.evWrongOutputList, |
| 3153 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3154 | "data_gen": { |
| 3155 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3156 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3157 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3158 | "matmul": { |
| 3159 | "op": Op.MATMUL, |
| 3160 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3161 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3162 | "build_fcn": ( |
| 3163 | build_matmul, |
| 3164 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3165 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3166 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3167 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3168 | "qgen": TosaQuantGen.qgMatmul, |
| 3169 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3170 | "error_if_validators": ( |
| 3171 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3172 | TosaErrorValidator.evWrongRank, |
| 3173 | TosaErrorValidator.evWrongInputType, |
| 3174 | TosaErrorValidator.evWrongOutputType, |
| 3175 | TosaErrorValidator.evWrongInputList, |
| 3176 | TosaErrorValidator.evWrongOutputList, |
| 3177 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3178 | "data_gen": { |
| 3179 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3180 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3181 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3182 | "max_pool2d": { |
| 3183 | "op": Op.MAX_POOL2D, |
| 3184 | "operands": (1, 0), |
| 3185 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3186 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3187 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3188 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3189 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3190 | TosaArgGen.agPooling, |
| 3191 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3192 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3193 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3194 | "error_if_validators": ( |
| 3195 | TosaErrorValidator.evKernelSmallerOne, |
| 3196 | TosaErrorValidator.evStrideSmallerOne, |
| 3197 | TosaErrorValidator.evPadSmallerZero, |
| 3198 | TosaErrorValidator.evWrongRank, |
| 3199 | TosaErrorValidator.evWrongInputType, |
| 3200 | TosaErrorValidator.evWrongOutputType, |
| 3201 | TosaErrorValidator.evWrongInputList, |
| 3202 | TosaErrorValidator.evWrongOutputList, |
| 3203 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3204 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3205 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3206 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3207 | "data_gen": { |
| 3208 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3209 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3210 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3211 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3212 | "transpose_conv2d_TEMPLATE": { |
| 3213 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3214 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3215 | "rank": (4, 4), |
| 3216 | "build_fcn": ( |
| 3217 | build_transpose_conv2d, |
| 3218 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3219 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3220 | TosaArgGen.agTransposeConv2D, |
| 3221 | ), |
| 3222 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3223 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3224 | "invalid_test_validators": ( |
| 3225 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3226 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3227 | ), |
| 3228 | "error_if_validators": ( |
| 3229 | TosaErrorValidator.evWrongInputType, |
| 3230 | TosaErrorValidator.evWrongOutputType, |
| 3231 | TosaErrorValidator.evWrongInputList, |
| 3232 | TosaErrorValidator.evWrongOutputList, |
| 3233 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3234 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3235 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3236 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3237 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3238 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3239 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3240 | "template": True, |
| 3241 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3242 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3243 | "clamp": { |
| 3244 | "op": Op.CLAMP, |
| 3245 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3246 | "build_fcn": ( |
| 3247 | build_clamp, |
| 3248 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3249 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3250 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3251 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3252 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3253 | "error_if_validators": ( |
| 3254 | TosaErrorValidator.evMaxSmallerMin, |
| 3255 | TosaErrorValidator.evWrongInputType, |
| 3256 | TosaErrorValidator.evWrongOutputType, |
| 3257 | TosaErrorValidator.evWrongInputList, |
| 3258 | TosaErrorValidator.evWrongOutputList, |
| 3259 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3260 | "data_gen": { |
| 3261 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3262 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3263 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3264 | "sigmoid": { |
| 3265 | "op": Op.SIGMOID, |
| 3266 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3267 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3268 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3269 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3270 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3271 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3272 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3273 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3274 | "error_if_validators": ( |
| 3275 | TosaErrorValidator.evWrongInputType, |
| 3276 | TosaErrorValidator.evWrongOutputType, |
| 3277 | TosaErrorValidator.evWrongInputList, |
| 3278 | TosaErrorValidator.evWrongOutputList, |
| 3279 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3280 | "data_gen": { |
| 3281 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3282 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3283 | }, |
| 3284 | "tanh": { |
| 3285 | "op": Op.TANH, |
| 3286 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3287 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3288 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3289 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3290 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3291 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3292 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3293 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3294 | "error_if_validators": ( |
| 3295 | TosaErrorValidator.evWrongInputType, |
| 3296 | TosaErrorValidator.evWrongOutputType, |
| 3297 | TosaErrorValidator.evWrongInputList, |
| 3298 | TosaErrorValidator.evWrongOutputList, |
| 3299 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3300 | "data_gen": { |
| 3301 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3302 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3303 | "compliance": { |
| 3304 | "abs_error_lower_bound": 0.5, |
| 3305 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3306 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3307 | "erf": { |
| 3308 | "op": Op.ERF, |
| 3309 | "operands": (1, 0), |
| 3310 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3311 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3312 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3313 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3314 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3315 | ), |
| 3316 | "types": TYPE_FP, |
| 3317 | "error_if_validators": ( |
| 3318 | TosaErrorValidator.evWrongInputType, |
| 3319 | TosaErrorValidator.evWrongOutputType, |
| 3320 | TosaErrorValidator.evWrongInputList, |
| 3321 | TosaErrorValidator.evWrongOutputList, |
| 3322 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3323 | "data_gen": { |
| 3324 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3325 | }, |
| 3326 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3327 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3328 | # Elementwise Binary Operators |
| 3329 | "add": { |
| 3330 | "op": Op.ADD, |
| 3331 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3332 | "build_fcn": ( |
| 3333 | build_binary_broadcast, |
| 3334 | TosaTensorGen.tgBroadcastFuzz, |
| 3335 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3336 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3337 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3338 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3339 | "error_if_validators": ( |
| 3340 | TosaErrorValidator.evRankMismatch, |
| 3341 | TosaErrorValidator.evWrongInputType, |
| 3342 | TosaErrorValidator.evWrongOutputType, |
| 3343 | TosaErrorValidator.evWrongInputList, |
| 3344 | TosaErrorValidator.evWrongOutputList, |
| 3345 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3346 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3347 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3348 | "data_gen": { |
| 3349 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3350 | }, |
| 3351 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3352 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3353 | "arithmetic_right_shift": { |
| 3354 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3355 | "operands": (2, 0), |
| 3356 | "build_fcn": ( |
| 3357 | build_arithmetic_right_shift, |
| 3358 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3359 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3360 | TosaArgGen.agArithmeticRightShift, |
| 3361 | ), |
| 3362 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3363 | "error_if_validators": ( |
| 3364 | TosaErrorValidator.evRankMismatch, |
| 3365 | TosaErrorValidator.evWrongInputType, |
| 3366 | TosaErrorValidator.evWrongOutputType, |
| 3367 | TosaErrorValidator.evWrongInputList, |
| 3368 | TosaErrorValidator.evWrongOutputList, |
| 3369 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3370 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3371 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3372 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3373 | "bitwise_and": { |
| 3374 | "op": Op.BITWISE_AND, |
| 3375 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3376 | "build_fcn": ( |
| 3377 | build_binary_broadcast, |
| 3378 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3379 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3380 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3381 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3382 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3383 | "error_if_validators": ( |
| 3384 | TosaErrorValidator.evRankMismatch, |
| 3385 | TosaErrorValidator.evWrongInputType, |
| 3386 | TosaErrorValidator.evWrongOutputType, |
| 3387 | TosaErrorValidator.evWrongInputList, |
| 3388 | TosaErrorValidator.evWrongOutputList, |
| 3389 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3390 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3391 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3392 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3393 | "bitwise_or": { |
| 3394 | "op": Op.BITWISE_OR, |
| 3395 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3396 | "build_fcn": ( |
| 3397 | build_binary_broadcast, |
| 3398 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3399 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3400 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3401 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3402 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3403 | "error_if_validators": ( |
| 3404 | TosaErrorValidator.evRankMismatch, |
| 3405 | TosaErrorValidator.evWrongInputType, |
| 3406 | TosaErrorValidator.evWrongOutputType, |
| 3407 | TosaErrorValidator.evWrongInputList, |
| 3408 | TosaErrorValidator.evWrongOutputList, |
| 3409 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3410 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3411 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3412 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3413 | "bitwise_xor": { |
| 3414 | "op": Op.BITWISE_XOR, |
| 3415 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3416 | "build_fcn": ( |
| 3417 | build_binary_broadcast, |
| 3418 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3419 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3420 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3421 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3422 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3423 | "error_if_validators": ( |
| 3424 | TosaErrorValidator.evRankMismatch, |
| 3425 | TosaErrorValidator.evWrongInputType, |
| 3426 | TosaErrorValidator.evWrongOutputType, |
| 3427 | TosaErrorValidator.evWrongInputList, |
| 3428 | TosaErrorValidator.evWrongOutputList, |
| 3429 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3430 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3431 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3432 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3433 | "intdiv": { |
| 3434 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3435 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3436 | "build_fcn": ( |
| 3437 | build_binary_broadcast, |
| 3438 | TosaTensorGen.tgBroadcastFuzz, |
| 3439 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3440 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3441 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3442 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3443 | "error_if_validators": ( |
| 3444 | TosaErrorValidator.evRankMismatch, |
| 3445 | TosaErrorValidator.evWrongInputType, |
| 3446 | TosaErrorValidator.evWrongOutputType, |
| 3447 | TosaErrorValidator.evWrongInputList, |
| 3448 | TosaErrorValidator.evWrongOutputList, |
| 3449 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3450 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3451 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3452 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3453 | "logical_and": { |
| 3454 | "op": Op.LOGICAL_AND, |
| 3455 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3456 | "build_fcn": ( |
| 3457 | build_binary_broadcast, |
| 3458 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3459 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3460 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3461 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3462 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3463 | "error_if_validators": ( |
| 3464 | TosaErrorValidator.evRankMismatch, |
| 3465 | TosaErrorValidator.evWrongInputType, |
| 3466 | TosaErrorValidator.evWrongOutputType, |
| 3467 | TosaErrorValidator.evWrongInputList, |
| 3468 | TosaErrorValidator.evWrongOutputList, |
| 3469 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3470 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3471 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3472 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3473 | "logical_left_shift": { |
| 3474 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3475 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3476 | "build_fcn": ( |
| 3477 | build_binary_broadcast, |
| 3478 | TosaTensorGen.tgBroadcastFuzz, |
| 3479 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3480 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3481 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3482 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3483 | "error_if_validators": ( |
| 3484 | TosaErrorValidator.evRankMismatch, |
| 3485 | TosaErrorValidator.evWrongInputType, |
| 3486 | TosaErrorValidator.evWrongOutputType, |
| 3487 | TosaErrorValidator.evWrongInputList, |
| 3488 | TosaErrorValidator.evWrongOutputList, |
| 3489 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3490 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3491 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3492 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3493 | "logical_right_shift": { |
| 3494 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3495 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3496 | "build_fcn": ( |
| 3497 | build_binary_broadcast, |
| 3498 | TosaTensorGen.tgBroadcastFuzz, |
| 3499 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3500 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3501 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3502 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3503 | "error_if_validators": ( |
| 3504 | TosaErrorValidator.evRankMismatch, |
| 3505 | TosaErrorValidator.evWrongInputType, |
| 3506 | TosaErrorValidator.evWrongOutputType, |
| 3507 | TosaErrorValidator.evWrongInputList, |
| 3508 | TosaErrorValidator.evWrongOutputList, |
| 3509 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3510 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3511 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3512 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3513 | "logical_or": { |
| 3514 | "op": Op.LOGICAL_OR, |
| 3515 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3516 | "build_fcn": ( |
| 3517 | build_binary_broadcast, |
| 3518 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3519 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3520 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3521 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3522 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3523 | "error_if_validators": ( |
| 3524 | TosaErrorValidator.evRankMismatch, |
| 3525 | TosaErrorValidator.evWrongInputType, |
| 3526 | TosaErrorValidator.evWrongOutputType, |
| 3527 | TosaErrorValidator.evWrongInputList, |
| 3528 | TosaErrorValidator.evWrongOutputList, |
| 3529 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3530 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3531 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3532 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3533 | "logical_xor": { |
| 3534 | "op": Op.LOGICAL_XOR, |
| 3535 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3536 | "build_fcn": ( |
| 3537 | build_binary_broadcast, |
| 3538 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3539 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3540 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3541 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3542 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3543 | "error_if_validators": ( |
| 3544 | TosaErrorValidator.evRankMismatch, |
| 3545 | TosaErrorValidator.evWrongInputType, |
| 3546 | TosaErrorValidator.evWrongOutputType, |
| 3547 | TosaErrorValidator.evWrongInputList, |
| 3548 | TosaErrorValidator.evWrongOutputList, |
| 3549 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3550 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3551 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3552 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3553 | "maximum": { |
| 3554 | "op": Op.MAXIMUM, |
| 3555 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3556 | "build_fcn": ( |
| 3557 | build_binary_broadcast, |
| 3558 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3559 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3560 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3561 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3562 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3563 | "error_if_validators": ( |
| 3564 | TosaErrorValidator.evRankMismatch, |
| 3565 | TosaErrorValidator.evWrongInputType, |
| 3566 | TosaErrorValidator.evWrongOutputType, |
| 3567 | TosaErrorValidator.evWrongInputList, |
| 3568 | TosaErrorValidator.evWrongOutputList, |
| 3569 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3570 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3571 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3572 | "data_gen": { |
| 3573 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3574 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3575 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3576 | "minimum": { |
| 3577 | "op": Op.MINIMUM, |
| 3578 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3579 | "build_fcn": ( |
| 3580 | build_binary_broadcast, |
| 3581 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3582 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3583 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3584 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3585 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3586 | "error_if_validators": ( |
| 3587 | TosaErrorValidator.evRankMismatch, |
| 3588 | TosaErrorValidator.evWrongInputType, |
| 3589 | TosaErrorValidator.evWrongOutputType, |
| 3590 | TosaErrorValidator.evWrongInputList, |
| 3591 | TosaErrorValidator.evWrongOutputList, |
| 3592 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3593 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3594 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3595 | "data_gen": { |
| 3596 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3597 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3598 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3599 | "mul": { |
| 3600 | "op": Op.MUL, |
| 3601 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3602 | "build_fcn": ( |
| 3603 | build_mul, |
| 3604 | TosaTensorGen.tgBroadcastFuzz, |
| 3605 | TosaTensorValuesGen.tvgMul, |
| 3606 | TosaArgGen.agMul, |
| 3607 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3608 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3609 | "error_if_validators": ( |
| 3610 | TosaErrorValidator.evWrongInputType, |
| 3611 | TosaErrorValidator.evWrongOutputType, |
| 3612 | TosaErrorValidator.evWrongInputList, |
| 3613 | TosaErrorValidator.evWrongOutputList, |
| 3614 | TosaErrorValidator.evRankMismatch, |
| 3615 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3616 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3617 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3618 | "data_gen": { |
| 3619 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3620 | }, |
| 3621 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3622 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3623 | "pow": { |
| 3624 | "op": Op.POW, |
| 3625 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3626 | "build_fcn": ( |
| 3627 | build_binary_broadcast, |
| 3628 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3629 | TosaTensorValuesGen.tvgPow, |
| 3630 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3631 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3632 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3633 | "error_if_validators": ( |
| 3634 | TosaErrorValidator.evRankMismatch, |
| 3635 | TosaErrorValidator.evWrongInputType, |
| 3636 | TosaErrorValidator.evWrongOutputType, |
| 3637 | TosaErrorValidator.evWrongInputList, |
| 3638 | TosaErrorValidator.evWrongOutputList, |
| 3639 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3640 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3641 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3642 | "data_gen": { |
| 3643 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3644 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3645 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3646 | "sub": { |
| 3647 | "op": Op.SUB, |
| 3648 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3649 | "build_fcn": ( |
| 3650 | build_binary_broadcast, |
| 3651 | TosaTensorGen.tgBroadcastFuzz, |
| 3652 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3653 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3654 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3655 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3656 | "error_if_validators": ( |
| 3657 | TosaErrorValidator.evRankMismatch, |
| 3658 | TosaErrorValidator.evWrongInputType, |
| 3659 | TosaErrorValidator.evWrongOutputType, |
| 3660 | TosaErrorValidator.evWrongInputList, |
| 3661 | TosaErrorValidator.evWrongOutputList, |
| 3662 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3663 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3664 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3665 | "data_gen": { |
| 3666 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3667 | }, |
| 3668 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3669 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3670 | "table": { |
| 3671 | "op": Op.TABLE, |
| 3672 | # Use the automatic generation functions to create the input array |
| 3673 | # but create the table tensor in the build function, as it may be |
| 3674 | # a different type from the input |
| 3675 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3676 | "build_fcn": ( |
| 3677 | build_table, |
| 3678 | TosaTensorGen.tgBasic, |
| 3679 | TosaTensorValuesGen.tvgDefault, |
| 3680 | TosaArgGen.agTable, |
| 3681 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3682 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3683 | "error_if_validators": ( |
| 3684 | TosaErrorValidator.evWrongInputType, |
| 3685 | TosaErrorValidator.evWrongOutputType, |
| 3686 | TosaErrorValidator.evWrongInputList, |
| 3687 | TosaErrorValidator.evWrongOutputList, |
| 3688 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3689 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3690 | # Elementwise Unary operators |
| 3691 | "abs": { |
| 3692 | "op": Op.ABS, |
| 3693 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3694 | "build_fcn": ( |
| 3695 | build_unary, |
| 3696 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3697 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3698 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3699 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3700 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3701 | "error_if_validators": ( |
| 3702 | TosaErrorValidator.evWrongInputType, |
| 3703 | TosaErrorValidator.evWrongOutputType, |
| 3704 | TosaErrorValidator.evWrongInputList, |
| 3705 | TosaErrorValidator.evWrongOutputList, |
| 3706 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3707 | "data_gen": { |
| 3708 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3709 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3710 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3711 | "bitwise_not": { |
| 3712 | "op": Op.BITWISE_NOT, |
| 3713 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3714 | "build_fcn": ( |
| 3715 | build_unary, |
| 3716 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3717 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3718 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3719 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3720 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3721 | "error_if_validators": ( |
| 3722 | TosaErrorValidator.evWrongInputType, |
| 3723 | TosaErrorValidator.evWrongOutputType, |
| 3724 | TosaErrorValidator.evWrongInputList, |
| 3725 | TosaErrorValidator.evWrongOutputList, |
| 3726 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3727 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3728 | "ceil": { |
| 3729 | "op": Op.CEIL, |
| 3730 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3731 | "build_fcn": ( |
| 3732 | build_unary, |
| 3733 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3734 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3735 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3736 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3737 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3738 | "error_if_validators": ( |
| 3739 | TosaErrorValidator.evWrongInputType, |
| 3740 | TosaErrorValidator.evWrongOutputType, |
| 3741 | TosaErrorValidator.evWrongInputList, |
| 3742 | TosaErrorValidator.evWrongOutputList, |
| 3743 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3744 | "data_gen": { |
| 3745 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3746 | }, |
| 3747 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3748 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3749 | "clz": { |
| 3750 | "op": Op.CLZ, |
| 3751 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3752 | "build_fcn": ( |
| 3753 | build_unary, |
| 3754 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3755 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3756 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3757 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3758 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3759 | "error_if_validators": ( |
| 3760 | TosaErrorValidator.evWrongInputType, |
| 3761 | TosaErrorValidator.evWrongOutputType, |
| 3762 | TosaErrorValidator.evWrongInputList, |
| 3763 | TosaErrorValidator.evWrongOutputList, |
| 3764 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3765 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3766 | "exp": { |
| 3767 | "op": Op.EXP, |
| 3768 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3769 | "build_fcn": ( |
| 3770 | build_unary, |
| 3771 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3772 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3773 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3774 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3775 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3776 | "error_if_validators": ( |
| 3777 | TosaErrorValidator.evWrongInputType, |
| 3778 | TosaErrorValidator.evWrongOutputType, |
| 3779 | TosaErrorValidator.evWrongInputList, |
| 3780 | TosaErrorValidator.evWrongOutputList, |
| 3781 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3782 | "data_gen": { |
| 3783 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3784 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3785 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3786 | "floor": { |
| 3787 | "op": Op.FLOOR, |
| 3788 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3789 | "build_fcn": ( |
| 3790 | build_unary, |
| 3791 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3792 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3793 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3794 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3795 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3796 | "error_if_validators": ( |
| 3797 | TosaErrorValidator.evWrongInputType, |
| 3798 | TosaErrorValidator.evWrongOutputType, |
| 3799 | TosaErrorValidator.evWrongInputList, |
| 3800 | TosaErrorValidator.evWrongOutputList, |
| 3801 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3802 | "data_gen": { |
| 3803 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3804 | }, |
| 3805 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3806 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3807 | "log": { |
| 3808 | "op": Op.LOG, |
| 3809 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3810 | "build_fcn": ( |
| 3811 | build_unary, |
| 3812 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3813 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3814 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3815 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3816 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3817 | "error_if_validators": ( |
| 3818 | TosaErrorValidator.evWrongInputType, |
| 3819 | TosaErrorValidator.evWrongOutputType, |
| 3820 | TosaErrorValidator.evWrongInputList, |
| 3821 | TosaErrorValidator.evWrongOutputList, |
| 3822 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3823 | "data_gen": { |
| 3824 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3825 | }, |
| 3826 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3827 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3828 | "logical_not": { |
| 3829 | "op": Op.LOGICAL_NOT, |
| 3830 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3831 | "build_fcn": ( |
| 3832 | build_unary, |
| 3833 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3834 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3835 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3836 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3837 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3838 | "error_if_validators": ( |
| 3839 | TosaErrorValidator.evWrongInputType, |
| 3840 | TosaErrorValidator.evWrongOutputType, |
| 3841 | TosaErrorValidator.evWrongInputList, |
| 3842 | TosaErrorValidator.evWrongOutputList, |
| 3843 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3844 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3845 | "negate": { |
| 3846 | "op": Op.NEGATE, |
| 3847 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3848 | "build_fcn": ( |
| 3849 | build_unary, |
| 3850 | TosaTensorGen.tgBasic, |
| 3851 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3852 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3853 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3854 | "qgen": TosaQuantGen.qgUnary, |
| 3855 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3856 | "error_if_validators": ( |
| 3857 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3858 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3859 | TosaErrorValidator.evWrongInputType, |
| 3860 | TosaErrorValidator.evWrongOutputType, |
| 3861 | TosaErrorValidator.evWrongInputList, |
| 3862 | TosaErrorValidator.evWrongOutputList, |
| 3863 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3864 | "data_gen": { |
| 3865 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3866 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3867 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3868 | "reciprocal": { |
| 3869 | "op": Op.RECIPROCAL, |
| 3870 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3871 | "build_fcn": ( |
| 3872 | build_unary, |
| 3873 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3874 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3875 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3876 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3877 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3878 | "error_if_validators": ( |
| 3879 | TosaErrorValidator.evWrongInputType, |
| 3880 | TosaErrorValidator.evWrongOutputType, |
| 3881 | TosaErrorValidator.evWrongInputList, |
| 3882 | TosaErrorValidator.evWrongOutputList, |
| 3883 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3884 | "data_gen": { |
| 3885 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3886 | }, |
| 3887 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3888 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3889 | "rsqrt": { |
| 3890 | "op": Op.RSQRT, |
| 3891 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3892 | "build_fcn": ( |
| 3893 | build_unary, |
| 3894 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3895 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3896 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3897 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3898 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3899 | "error_if_validators": ( |
| 3900 | TosaErrorValidator.evWrongInputType, |
| 3901 | TosaErrorValidator.evWrongOutputType, |
| 3902 | TosaErrorValidator.evWrongInputList, |
| 3903 | TosaErrorValidator.evWrongOutputList, |
| 3904 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3905 | "data_gen": { |
| 3906 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3907 | }, |
| 3908 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3909 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3910 | # Elementwise Ternary operators |
| 3911 | "select": { |
| 3912 | "op": Op.SELECT, |
| 3913 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3914 | "build_fcn": ( |
| 3915 | build_select, |
| 3916 | TosaTensorGen.tgBroadcastFuzz, |
| 3917 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 3918 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3919 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3920 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3921 | "error_if_validators": ( |
| 3922 | TosaErrorValidator.evRankMismatch, |
| 3923 | TosaErrorValidator.evWrongInputType, |
| 3924 | TosaErrorValidator.evWrongOutputType, |
| 3925 | TosaErrorValidator.evWrongInputList, |
| 3926 | TosaErrorValidator.evWrongOutputList, |
| 3927 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3928 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3929 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 3930 | "data_gen": { |
| 3931 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3932 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3933 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3934 | # Comparison operators |
| 3935 | "equal": { |
| 3936 | "op": Op.EQUAL, |
| 3937 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3938 | "build_fcn": ( |
| 3939 | build_comparison, |
| 3940 | TosaTensorGen.tgBroadcastFuzz, |
| 3941 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3942 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3943 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3944 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3945 | "error_if_validators": ( |
| 3946 | TosaErrorValidator.evRankMismatch, |
| 3947 | TosaErrorValidator.evWrongInputType, |
| 3948 | TosaErrorValidator.evWrongOutputType, |
| 3949 | TosaErrorValidator.evWrongInputList, |
| 3950 | TosaErrorValidator.evWrongOutputList, |
| 3951 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3952 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3953 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3954 | "data_gen": { |
| 3955 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3956 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3957 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3958 | "greater_equal": { |
| 3959 | "op": Op.GREATER_EQUAL, |
| 3960 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3961 | "build_fcn": ( |
| 3962 | build_comparison, |
| 3963 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3964 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3965 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3966 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3967 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3968 | "error_if_validators": ( |
| 3969 | TosaErrorValidator.evRankMismatch, |
| 3970 | TosaErrorValidator.evWrongInputType, |
| 3971 | TosaErrorValidator.evWrongOutputType, |
| 3972 | TosaErrorValidator.evWrongInputList, |
| 3973 | TosaErrorValidator.evWrongOutputList, |
| 3974 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3975 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3976 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3977 | "data_gen": { |
| 3978 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3979 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3980 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3981 | "greater": { |
| 3982 | "op": Op.GREATER, |
| 3983 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3984 | "build_fcn": ( |
| 3985 | build_comparison, |
| 3986 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3987 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3988 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3989 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3990 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3991 | "error_if_validators": ( |
| 3992 | TosaErrorValidator.evRankMismatch, |
| 3993 | TosaErrorValidator.evWrongInputType, |
| 3994 | TosaErrorValidator.evWrongOutputType, |
| 3995 | TosaErrorValidator.evWrongInputList, |
| 3996 | TosaErrorValidator.evWrongOutputList, |
| 3997 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3998 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3999 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4000 | "data_gen": { |
| 4001 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4002 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4003 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4004 | # Reduction operators |
| 4005 | "reduce_all": { |
| 4006 | "op": Op.REDUCE_ALL, |
| 4007 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4008 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4009 | "build_fcn": ( |
| 4010 | build_reduce, |
| 4011 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4012 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4013 | TosaArgGen.agAxis, |
| 4014 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4015 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4016 | "error_if_validators": ( |
| 4017 | TosaErrorValidator.evAxisLargerRank, |
| 4018 | TosaErrorValidator.evAxisSmallerZero, |
| 4019 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4020 | TosaErrorValidator.evWrongInputType, |
| 4021 | TosaErrorValidator.evWrongOutputType, |
| 4022 | TosaErrorValidator.evWrongRank, |
| 4023 | TosaErrorValidator.evWrongInputList, |
| 4024 | TosaErrorValidator.evWrongOutputList, |
| 4025 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4026 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4027 | "reduce_any": { |
| 4028 | "op": Op.REDUCE_ANY, |
| 4029 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4030 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4031 | "build_fcn": ( |
| 4032 | build_reduce, |
| 4033 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4034 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4035 | TosaArgGen.agAxis, |
| 4036 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4037 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4038 | "error_if_validators": ( |
| 4039 | TosaErrorValidator.evAxisLargerRank, |
| 4040 | TosaErrorValidator.evAxisSmallerZero, |
| 4041 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4042 | TosaErrorValidator.evWrongInputType, |
| 4043 | TosaErrorValidator.evWrongOutputType, |
| 4044 | TosaErrorValidator.evWrongRank, |
| 4045 | TosaErrorValidator.evWrongInputList, |
| 4046 | TosaErrorValidator.evWrongOutputList, |
| 4047 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4048 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4049 | "reduce_max": { |
| 4050 | "op": Op.REDUCE_MAX, |
| 4051 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4052 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4053 | "build_fcn": ( |
| 4054 | build_reduce, |
| 4055 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4056 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4057 | TosaArgGen.agAxis, |
| 4058 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4059 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4060 | "error_if_validators": ( |
| 4061 | TosaErrorValidator.evAxisLargerRank, |
| 4062 | TosaErrorValidator.evAxisSmallerZero, |
| 4063 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4064 | TosaErrorValidator.evWrongInputType, |
| 4065 | TosaErrorValidator.evWrongOutputType, |
| 4066 | TosaErrorValidator.evWrongRank, |
| 4067 | TosaErrorValidator.evWrongInputList, |
| 4068 | TosaErrorValidator.evWrongOutputList, |
| 4069 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4070 | "data_gen": { |
| 4071 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4072 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4073 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4074 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4075 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4076 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4077 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4078 | "build_fcn": ( |
| 4079 | build_reduce, |
| 4080 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4081 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4082 | TosaArgGen.agAxis, |
| 4083 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4084 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4085 | "error_if_validators": ( |
| 4086 | TosaErrorValidator.evAxisLargerRank, |
| 4087 | TosaErrorValidator.evAxisSmallerZero, |
| 4088 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4089 | TosaErrorValidator.evWrongInputType, |
| 4090 | TosaErrorValidator.evWrongOutputType, |
| 4091 | TosaErrorValidator.evWrongRank, |
| 4092 | TosaErrorValidator.evWrongInputList, |
| 4093 | TosaErrorValidator.evWrongOutputList, |
| 4094 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4095 | "data_gen": { |
| 4096 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4097 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4098 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4099 | "reduce_product": { |
| 4100 | "op": Op.REDUCE_PRODUCT, |
| 4101 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4102 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4103 | "build_fcn": ( |
| 4104 | build_reduce, |
| 4105 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4106 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4107 | TosaArgGen.agAxis, |
| 4108 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4109 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4110 | "error_if_validators": ( |
| 4111 | TosaErrorValidator.evAxisLargerRank, |
| 4112 | TosaErrorValidator.evAxisSmallerZero, |
| 4113 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4114 | TosaErrorValidator.evWrongInputType, |
| 4115 | TosaErrorValidator.evWrongOutputType, |
| 4116 | TosaErrorValidator.evWrongRank, |
| 4117 | TosaErrorValidator.evWrongInputList, |
| 4118 | TosaErrorValidator.evWrongOutputList, |
| 4119 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4120 | "data_gen": { |
| 4121 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4122 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4123 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4124 | "reduce_sum": { |
| 4125 | "op": Op.REDUCE_SUM, |
| 4126 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4127 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4128 | "build_fcn": ( |
| 4129 | build_reduce, |
| 4130 | TosaTensorGen.tgBasic, |
| 4131 | TosaTensorValuesGen.tvgReduceSum, |
| 4132 | TosaArgGen.agAxis, |
| 4133 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4134 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4135 | "error_if_validators": ( |
| 4136 | TosaErrorValidator.evAxisLargerRank, |
| 4137 | TosaErrorValidator.evAxisSmallerZero, |
| 4138 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4139 | TosaErrorValidator.evWrongInputType, |
| 4140 | TosaErrorValidator.evWrongOutputType, |
| 4141 | TosaErrorValidator.evWrongRank, |
| 4142 | TosaErrorValidator.evWrongInputList, |
| 4143 | TosaErrorValidator.evWrongOutputList, |
| 4144 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4145 | "data_gen": { |
| 4146 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4147 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4148 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4149 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4150 | "concat": { |
| 4151 | "op": Op.CONCAT, |
| 4152 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4153 | "build_fcn": ( |
| 4154 | build_concat, |
| 4155 | TosaTensorGen.tgConcat, |
| 4156 | TosaTensorValuesGen.tvgConcat, |
| 4157 | TosaArgGen.agAxis, |
| 4158 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4159 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4160 | "error_if_validators": ( |
| 4161 | TosaErrorValidator.evAxisLargerRank, |
| 4162 | TosaErrorValidator.evAxisSmallerZero, |
| 4163 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4164 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4165 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4166 | TosaErrorValidator.evWrongInputType, |
| 4167 | TosaErrorValidator.evWrongOutputType, |
| 4168 | TosaErrorValidator.evWrongOutputList, |
| 4169 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4170 | "data_gen": { |
| 4171 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4172 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4173 | }, |
| 4174 | "pad": { |
| 4175 | "op": Op.PAD, |
| 4176 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4177 | "build_fcn": ( |
| 4178 | build_pad, |
| 4179 | TosaTensorGen.tgBasic, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4180 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4181 | TosaArgGen.agPad, |
| 4182 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4183 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4184 | "error_if_validators": ( |
| 4185 | TosaErrorValidator.evWrongInputType, |
| 4186 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4187 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4188 | TosaErrorValidator.evWrongOutputType, |
| 4189 | TosaErrorValidator.evWrongInputList, |
| 4190 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4191 | TosaErrorValidator.evRankMismatch, |
| 4192 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4193 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4194 | "data_gen": { |
| 4195 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4196 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4197 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4198 | "dim": { |
| 4199 | "op": Op.DIM, |
| 4200 | "operands": (1, 0), |
| 4201 | "build_fcn": ( |
| 4202 | build_dim, |
| 4203 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4204 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4205 | TosaArgGen.agAxis, |
| 4206 | ), |
| 4207 | "types": TYPE_FIB, |
| 4208 | "error_if_validators": ( |
| 4209 | TosaErrorValidator.evAxisLargerRank, |
| 4210 | TosaErrorValidator.evAxisSmallerZero, |
| 4211 | TosaErrorValidator.evWrongInputType, |
| 4212 | TosaErrorValidator.evWrongInputList, |
| 4213 | TosaErrorValidator.evWrongOutputList, |
| 4214 | TosaErrorValidator.evWrongRank, |
| 4215 | ), |
| 4216 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4217 | "reshape": { |
| 4218 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4219 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4220 | "build_fcn": ( |
| 4221 | build_reshape, |
| 4222 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4223 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4224 | TosaArgGen.agReshape, |
| 4225 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4226 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4227 | "error_if_validators": ( |
| 4228 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4229 | TosaErrorValidator.evWrongInputType, |
| 4230 | TosaErrorValidator.evWrongOutputType, |
| 4231 | TosaErrorValidator.evWrongInputList, |
| 4232 | TosaErrorValidator.evWrongOutputList, |
| 4233 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4234 | "data_gen": { |
| 4235 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4236 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4237 | }, |
| 4238 | "reverse": { |
| 4239 | "op": Op.REVERSE, |
| 4240 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4241 | "build_fcn": ( |
| 4242 | build_reverse, |
| 4243 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4244 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4245 | TosaArgGen.agAxis, |
| 4246 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4247 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4248 | "error_if_validators": ( |
| 4249 | TosaErrorValidator.evAxisSmallerZero, |
| 4250 | TosaErrorValidator.evAxisLargerRank, |
| 4251 | TosaErrorValidator.evWrongInputType, |
| 4252 | TosaErrorValidator.evWrongOutputType, |
| 4253 | TosaErrorValidator.evWrongInputList, |
| 4254 | TosaErrorValidator.evWrongOutputList, |
| 4255 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4256 | }, |
| 4257 | "slice": { |
| 4258 | "op": Op.SLICE, |
| 4259 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4260 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4261 | "build_fcn": ( |
| 4262 | build_slice, |
| 4263 | TosaTensorGen.tgBasic, |
| 4264 | TosaTensorValuesGen.tvgDefault, |
| 4265 | TosaArgGen.agSlice, |
| 4266 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4267 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4268 | "error_if_validators": ( |
| 4269 | TosaErrorValidator.evStartSmallerZero, |
| 4270 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 4271 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4272 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4273 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4274 | TosaErrorValidator.evWrongRank, |
| 4275 | TosaErrorValidator.evWrongInputType, |
| 4276 | TosaErrorValidator.evWrongOutputType, |
| 4277 | TosaErrorValidator.evWrongInputList, |
| 4278 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4279 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4280 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4281 | }, |
| 4282 | "tile": { |
| 4283 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4284 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4285 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4286 | "build_fcn": ( |
| 4287 | build_tile, |
| 4288 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4289 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4290 | TosaArgGen.agTile, |
| 4291 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4292 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4293 | "error_if_validators": ( |
| 4294 | TosaErrorValidator.evWrongInputType, |
| 4295 | TosaErrorValidator.evWrongOutputType, |
| 4296 | TosaErrorValidator.evWrongInputList, |
| 4297 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4298 | TosaErrorValidator.evRankMismatch, |
| 4299 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4300 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4301 | "data_gen": { |
| 4302 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4303 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4304 | }, |
| 4305 | "transpose": { |
| 4306 | "op": Op.TRANSPOSE, |
| 4307 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4308 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4309 | "build_fcn": ( |
| 4310 | build_transpose, |
| 4311 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4312 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4313 | TosaArgGen.agTranspose, |
| 4314 | ), |
| 4315 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4316 | "error_if_validators": ( |
| 4317 | TosaErrorValidator.evIndexOutsideBounds, |
| 4318 | TosaErrorValidator.evIndexUsedTwice, |
| 4319 | TosaErrorValidator.evWrongInputType, |
| 4320 | TosaErrorValidator.evWrongOutputType, |
| 4321 | TosaErrorValidator.evWrongInputList, |
| 4322 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4323 | TosaErrorValidator.evWrongRank, |
| 4324 | TosaErrorValidator.evRankMismatch, |
| 4325 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4326 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4327 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4328 | # Data nodes |
| 4329 | "const": { |
| 4330 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4331 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4332 | "build_fcn": ( |
| 4333 | build_const, |
| 4334 | TosaTensorGen.tgBasic, |
| 4335 | TosaTensorValuesGen.tvgDefault, |
| 4336 | None, |
| 4337 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4338 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4339 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4340 | "identity": { |
| 4341 | "op": Op.IDENTITY, |
| 4342 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4343 | "build_fcn": ( |
| 4344 | build_unary, |
| 4345 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4346 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4347 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4348 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4349 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4350 | "data_gen": { |
| 4351 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4352 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4353 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4354 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4355 | "gather": { |
| 4356 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4357 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4358 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4359 | "build_fcn": ( |
| 4360 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4361 | TosaTensorGen.tgGather, |
| 4362 | TosaTensorValuesGen.tvgGather, |
| 4363 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4364 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4365 | "types": ( |
| 4366 | DType.INT8, |
| 4367 | DType.INT16, |
| 4368 | DType.INT32, |
| 4369 | DType.FP16, |
| 4370 | DType.BF16, |
| 4371 | DType.FP32, |
| 4372 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4373 | "error_if_validators": ( |
| 4374 | TosaErrorValidator.evWrongInputType, |
| 4375 | TosaErrorValidator.evWrongOutputType, |
| 4376 | TosaErrorValidator.evWrongInputList, |
| 4377 | TosaErrorValidator.evWrongOutputList, |
| 4378 | TosaErrorValidator.evWrongRank, |
| 4379 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4380 | "data_gen": { |
| 4381 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4382 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4383 | }, |
| 4384 | "scatter": { |
| 4385 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4386 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4387 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4388 | "build_fcn": ( |
| 4389 | build_scatter, |
| 4390 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4391 | TosaTensorValuesGen.tvgScatter, |
| 4392 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4393 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4394 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4395 | "error_if_validators": ( |
| 4396 | TosaErrorValidator.evWrongInputType, |
| 4397 | TosaErrorValidator.evWrongOutputType, |
| 4398 | TosaErrorValidator.evWrongInputList, |
| 4399 | TosaErrorValidator.evWrongOutputList, |
| 4400 | TosaErrorValidator.evWrongRank, |
| 4401 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4402 | "data_gen": { |
| 4403 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4404 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4405 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4406 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4407 | "resize": { |
| 4408 | "op": Op.RESIZE, |
| 4409 | "operands": (1, 0), |
| 4410 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4411 | "build_fcn": ( |
| 4412 | build_resize, |
| 4413 | TosaTensorGen.tgNHWC, |
| 4414 | TosaTensorValuesGen.tvgDefault, |
| 4415 | TosaArgGen.agResize, |
| 4416 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4417 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4418 | "invalid_test_validators": ( |
| 4419 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4420 | ), |
| 4421 | "error_if_validators": ( |
| 4422 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4423 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4424 | TosaErrorValidator.evScaleNLargerMax, |
| 4425 | TosaErrorValidator.evScaleDLargerMax, |
| 4426 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4427 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4428 | TosaErrorValidator.evBorderSmallerMin, |
| 4429 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4430 | TosaErrorValidator.evWrongInputType, |
| 4431 | TosaErrorValidator.evWrongOutputType, |
| 4432 | TosaErrorValidator.evWrongRank, |
| 4433 | TosaErrorValidator.evWrongInputList, |
| 4434 | TosaErrorValidator.evWrongOutputList, |
| 4435 | TosaErrorValidator.evBatchMismatch, |
| 4436 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4437 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4438 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
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 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4442 | "cast": { |
| 4443 | "op": Op.CAST, |
| 4444 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4445 | "build_fcn": ( |
| 4446 | build_cast, |
| 4447 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4448 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4449 | TosaArgGen.agCast, |
| 4450 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4451 | "types": ( |
| 4452 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4453 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4454 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4455 | DType.INT8, |
| 4456 | DType.INT16, |
| 4457 | DType.INT32, |
| 4458 | DType.BOOL, |
| 4459 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4460 | "error_if_validators": ( |
| 4461 | TosaErrorValidator.evWrongInputType, |
| 4462 | TosaErrorValidator.evWrongOutputType, |
| 4463 | TosaErrorValidator.evWrongInputList, |
| 4464 | TosaErrorValidator.evWrongOutputList, |
| 4465 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4466 | "data_gen": { |
| 4467 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4468 | }, |
| 4469 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4470 | }, |
| 4471 | "rescale": { |
| 4472 | "op": Op.RESCALE, |
| 4473 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4474 | "build_fcn": ( |
| 4475 | build_rescale, |
| 4476 | TosaTensorGen.tgBasic, |
| 4477 | TosaTensorValuesGen.tvgDefault, |
| 4478 | TosaArgGen.agRescale, |
| 4479 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4480 | "types": [ |
| 4481 | DType.UINT8, |
| 4482 | DType.INT8, |
| 4483 | DType.INT16, |
| 4484 | DType.INT32, |
| 4485 | DType.INT48, |
| 4486 | DType.UINT16, |
| 4487 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4488 | "error_if_validators": ( |
| 4489 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4490 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4491 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4492 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4493 | TosaErrorValidator.evScaleTrue, |
| 4494 | TosaErrorValidator.evScaleNotTrue, |
| 4495 | TosaErrorValidator.evWrongInputType, |
| 4496 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4497 | TosaErrorValidator.evWrongInputList, |
| 4498 | TosaErrorValidator.evWrongOutputList, |
| 4499 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4500 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4501 | # Custom |
| 4502 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4503 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4504 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4505 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4506 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4507 | "cond_if_const": { |
| 4508 | "op": Op.COND_IF, |
| 4509 | "operands": (0, 2), |
| 4510 | "build_fcn": ( |
| 4511 | build_cond_if_const, |
| 4512 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4513 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4514 | TosaArgGen.agCondIf, |
| 4515 | ), |
| 4516 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4517 | "error_if_validators": ( |
| 4518 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4519 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4520 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4521 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4522 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4523 | }, |
| 4524 | "cond_if_binary": { |
| 4525 | "op": Op.COND_IF, |
| 4526 | "operands": (2, 0), |
| 4527 | "build_fcn": ( |
| 4528 | build_cond_if_binary, |
| 4529 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4530 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4531 | TosaArgGen.agCondIf, |
| 4532 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4533 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4534 | "error_if_validators": ( |
| 4535 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4536 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4537 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4538 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4539 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4540 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4541 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4542 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4543 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4544 | "while_loop": { |
| 4545 | "op": Op.WHILE_LOOP, |
| 4546 | "operands": (0, 1), |
| 4547 | "build_fcn": ( |
| 4548 | build_while_loop, |
| 4549 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4550 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4551 | TosaArgGen.agWhileLoop, |
| 4552 | ), |
| 4553 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4554 | "error_if_validators": ( |
| 4555 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4556 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4557 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4558 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4559 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4560 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4561 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4562 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4563 | "fft2d": { |
| 4564 | "op": Op.FFT2D, |
| 4565 | "operands": (2, 0), |
| 4566 | "rank": (3, 3), |
| 4567 | "build_fcn": ( |
| 4568 | build_fft2d, |
| 4569 | TosaTensorGen.tgFFT2d, |
| 4570 | TosaTensorValuesGen.tvgDefault, |
| 4571 | TosaArgGen.agFFT2d, |
| 4572 | ), |
| 4573 | "types": [DType.FP32], |
| 4574 | "error_if_validators": ( |
| 4575 | TosaErrorValidator.evWrongInputType, |
| 4576 | TosaErrorValidator.evWrongOutputType, |
| 4577 | TosaErrorValidator.evWrongInputList, |
| 4578 | TosaErrorValidator.evWrongOutputList, |
| 4579 | TosaErrorValidator.evWrongRank, |
| 4580 | TosaErrorValidator.evBatchMismatch, |
| 4581 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4582 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4583 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4584 | ), |
| 4585 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4586 | "rfft2d": { |
| 4587 | "op": Op.RFFT2D, |
| 4588 | "operands": (1, 0), |
| 4589 | "rank": (3, 3), |
| 4590 | "build_fcn": ( |
| 4591 | build_rfft2d, |
| 4592 | TosaTensorGen.tgRFFT2d, |
| 4593 | TosaTensorValuesGen.tvgDefault, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4594 | None, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4595 | ), |
| 4596 | "types": [DType.FP32], |
| 4597 | "error_if_validators": ( |
| 4598 | TosaErrorValidator.evWrongInputType, |
| 4599 | TosaErrorValidator.evWrongOutputType, |
| 4600 | TosaErrorValidator.evWrongInputList, |
| 4601 | TosaErrorValidator.evWrongOutputList, |
| 4602 | TosaErrorValidator.evWrongRank, |
| 4603 | TosaErrorValidator.evBatchMismatch, |
| 4604 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4605 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4606 | ), |
| 4607 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4608 | } |
| 4609 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4610 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4611 | class OutputShaper: |
| 4612 | # Methods in this class compute the expected output shape and datatype |
| 4613 | # for common classes of operations |
| 4614 | def __init__(self): |
| 4615 | pass |
| 4616 | |
| 4617 | # These methods return arguments that can be used for |
| 4618 | # creating a new output tensor |
| 4619 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4620 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4621 | if error_name != ErrorIf.RankMismatch: |
| 4622 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4623 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4624 | |
| 4625 | shape = [] |
| 4626 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4627 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4628 | shape.append(b.shape[i]) |
| 4629 | else: |
| 4630 | shape.append(a.shape[i]) |
| 4631 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4632 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4633 | if error_name == ErrorIf.DimensionMismatch: |
| 4634 | shape[fuzz_idx] += 1 |
| 4635 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4636 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4637 | all_dtypes = [ |
| 4638 | DType.INT8, |
| 4639 | DType.INT16, |
| 4640 | DType.INT32, |
| 4641 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4642 | DType.FP16, |
| 4643 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4644 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4645 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4646 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4647 | outputDType = rng.choice(wrong_dtypes) |
| 4648 | else: |
| 4649 | outputDType = a.dtype |
| 4650 | |
| 4651 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4652 | |
| 4653 | @staticmethod |
| 4654 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4655 | assert len(a.shape) == len(b.shape) |
| 4656 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4657 | |
| 4658 | shape = [] |
| 4659 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4660 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4661 | shape.append(a.shape[i]) |
| 4662 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4663 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4664 | |
| 4665 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4666 | def unaryOp(ser, rng, a, error_name=None): |
| 4667 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4668 | all_dtypes = [ |
| 4669 | DType.INT8, |
| 4670 | DType.INT16, |
| 4671 | DType.INT32, |
| 4672 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4673 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4674 | DType.FP16, |
| 4675 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4676 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4677 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4678 | outputDType = rng.choice(wrong_dtypes) |
| 4679 | else: |
| 4680 | outputDType = a.dtype |
| 4681 | |
| 4682 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4683 | |
| 4684 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4685 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4686 | if error_name != ErrorIf.RankMismatch: |
| 4687 | 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] | 4688 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4689 | |
| 4690 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4691 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4692 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4693 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4694 | else: |
| 4695 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4696 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4697 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4698 | if error_name == ErrorIf.DimensionMismatch: |
| 4699 | shape[fuzz_idx] += 1 |
| 4700 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4701 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4702 | all_dtypes = [ |
| 4703 | DType.INT8, |
| 4704 | DType.INT16, |
| 4705 | DType.INT32, |
| 4706 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4707 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4708 | DType.FP16, |
| 4709 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4710 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4711 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4712 | outputDType = rng.choice(wrong_dtypes) |
| 4713 | else: |
| 4714 | outputDType = a.dtype |
| 4715 | |
| 4716 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4717 | |
| 4718 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4719 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4720 | if error_name != ErrorIf.RankMismatch: |
| 4721 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4722 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4723 | |
| 4724 | # Do broadcast |
| 4725 | shape = [] |
| 4726 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4727 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4728 | shape.append(b.shape[i]) |
| 4729 | else: |
| 4730 | shape.append(a.shape[i]) |
| 4731 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4732 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4733 | if error_name == ErrorIf.DimensionMismatch: |
| 4734 | shape[fuzz_idx] += 1 |
| 4735 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4736 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4737 | wrong_dtypes = [ |
| 4738 | DType.INT8, |
| 4739 | DType.INT16, |
| 4740 | DType.INT32, |
| 4741 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4742 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4743 | DType.FP16, |
| 4744 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4745 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4746 | outputDType = rng.choice(wrong_dtypes) |
| 4747 | else: |
| 4748 | outputDType = DType.BOOL |
| 4749 | |
| 4750 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4751 | |
| 4752 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4753 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4754 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4755 | if error_name not in [ |
| 4756 | ErrorIf.AxisSmallerZero, |
| 4757 | ErrorIf.AxisLargerRank, |
| 4758 | ErrorIf.ShapeOfAxisNotOne, |
| 4759 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4760 | shape[axis] = 1 |
| 4761 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4762 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4763 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4764 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4765 | all_dtypes = [ |
| 4766 | DType.INT8, |
| 4767 | DType.INT16, |
| 4768 | DType.INT32, |
| 4769 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4770 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4771 | DType.FP16, |
| 4772 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4773 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4774 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4775 | outputDType = rng.choice(wrong_dtypes) |
| 4776 | else: |
| 4777 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4778 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4779 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4780 | |
| 4781 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4782 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4783 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4784 | |
| 4785 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4786 | del shape[axis] |
| 4787 | |
| 4788 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4789 | remove = rng.choice([True, False]) |
| 4790 | if remove and len(shape) > 1: |
| 4791 | del shape[0] |
| 4792 | else: |
| 4793 | shape.append(1) |
| 4794 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4795 | for i in range(len(shape)): |
| 4796 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4797 | |
| 4798 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4799 | all_dtypes = [ |
| 4800 | DType.INT8, |
| 4801 | DType.INT16, |
| 4802 | DType.INT32, |
| 4803 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4804 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4805 | DType.FP16, |
| 4806 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4807 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4808 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4809 | outputDType = rng.choice(wrong_dtypes) |
| 4810 | else: |
| 4811 | outputDType = DType.INT32 |
| 4812 | |
| 4813 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4814 | |
| 4815 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4816 | def conv2dOp( |
| 4817 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4818 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4819 | |
| 4820 | # IFM: NHWC |
| 4821 | # Filter: OHWI |
| 4822 | # OFM: NHWC |
| 4823 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4824 | h = ( |
| 4825 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4826 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4827 | + padding[0] |
| 4828 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4829 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4830 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4831 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4832 | w = ( |
| 4833 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4834 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4835 | + padding[2] |
| 4836 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4837 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4838 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4839 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4840 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4841 | choices = [1, 2, 3] |
| 4842 | change = rng.choice(choices) |
| 4843 | # increment in multiples of stride to not hit non-integer error case |
| 4844 | if change in [1, 3]: |
| 4845 | h = h + (rng.choice(choices) * strides[0]) |
| 4846 | if change in [2, 3]: |
| 4847 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4848 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4849 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4850 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4851 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4852 | # Pick some potentially correct output dtype if input type is incorrect |
| 4853 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4854 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4855 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4856 | |
| 4857 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4858 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4859 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4860 | else: |
| 4861 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4862 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4863 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4864 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4865 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4866 | |
| 4867 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4868 | def conv3dOp( |
| 4869 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4870 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4871 | |
| 4872 | # IFM: NDHWC |
| 4873 | # Filter: ODHWI |
| 4874 | # OFM: NDHWC |
| 4875 | |
| 4876 | d = ( |
| 4877 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4878 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4879 | + padding[0] |
| 4880 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4881 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4882 | ) // strides[0] + 1 |
| 4883 | |
| 4884 | h = ( |
| 4885 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4886 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4887 | + padding[2] |
| 4888 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4889 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4890 | ) // strides[1] + 1 |
| 4891 | |
| 4892 | w = ( |
| 4893 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4894 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4895 | + padding[4] |
| 4896 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4897 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4898 | ) // strides[2] + 1 |
| 4899 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4900 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4901 | choices = [1, 2, 3, 4] |
| 4902 | change = rng.choice(choices) |
| 4903 | # increment in multiples of stride to not hit non-integer error case |
| 4904 | if change in [1, 4]: |
| 4905 | d = d + (rng.choice(choices) * strides[0]) |
| 4906 | if change in [2, 4]: |
| 4907 | h = h + (rng.choice(choices) * strides[1]) |
| 4908 | if change in [3, 4]: |
| 4909 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4910 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4911 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4912 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4913 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4914 | # Pick some potentially correct output dtype if input type is incorrect |
| 4915 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4916 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4917 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4918 | |
| 4919 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4920 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4921 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4922 | else: |
| 4923 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4924 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4925 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4926 | |
| 4927 | return ser.addOutput(ofm_shape, out_dtype) |
| 4928 | |
| 4929 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4930 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4931 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4932 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4933 | # IFM: NHWC |
| 4934 | # Filter: HWCM |
| 4935 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4936 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4937 | h = ( |
| 4938 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4939 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4940 | + padding[0] |
| 4941 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4942 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4943 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4944 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4945 | w = ( |
| 4946 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4947 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4948 | + padding[2] |
| 4949 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4950 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4951 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4952 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4953 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4954 | choices = [1, 2, 3] |
| 4955 | change = rng.choice(choices) |
| 4956 | # increment in multiples of stride to not hit non-integer error case |
| 4957 | if change in [1, 3]: |
| 4958 | h = h + (rng.choice(choices) * strides[0]) |
| 4959 | if change in [2, 3]: |
| 4960 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4961 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4962 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4963 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4964 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4965 | # Pick some potentially correct output dtype if input type is incorrect |
| 4966 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4967 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4968 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4969 | |
| 4970 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4971 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4972 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4973 | else: |
| 4974 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4975 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4976 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4977 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4978 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4979 | |
| 4980 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4981 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4982 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4983 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4984 | # 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] | 4985 | h = 1 |
| 4986 | w = 1 |
| 4987 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4988 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4989 | 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] | 4990 | |
| 4991 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4992 | choices = [1, 2, 3] |
| 4993 | change = rng.choice(choices) |
| 4994 | # increment in multiples of stride to not hit non-integer error case |
| 4995 | if change in [1, 3]: |
| 4996 | h = h + (rng.choice(choices) * stride[0]) |
| 4997 | if change in [2, 3]: |
| 4998 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4999 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5000 | |
| 5001 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5002 | all_dtypes = [ |
| 5003 | DType.INT8, |
| 5004 | DType.INT16, |
| 5005 | DType.INT32, |
| 5006 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5007 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5008 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5009 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5010 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5011 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5012 | outputDType = rng.choice(wrong_dtypes) |
| 5013 | else: |
| 5014 | outputDType = ifm.dtype |
| 5015 | |
| 5016 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5017 | |
| 5018 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5019 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5020 | # input: N, IC |
| 5021 | # filter: OC, IC |
| 5022 | # output: N, OC |
| 5023 | |
| 5024 | output_shape = [input.shape[0], filter.shape[0]] |
| 5025 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5026 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5027 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5028 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5029 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5030 | |
| 5031 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5032 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5033 | # a: N, H, C |
| 5034 | # b: N, C, W |
| 5035 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5036 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5037 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5038 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5039 | if error_name == ErrorIf.WrongOutputType: |
| 5040 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5041 | incorrect_types = ( |
| 5042 | DType.INT4, |
| 5043 | DType.INT8, |
| 5044 | DType.INT16, |
| 5045 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5046 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5047 | DType.FP16, |
| 5048 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5049 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5050 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5051 | incorrect_types = ( |
| 5052 | DType.INT4, |
| 5053 | DType.INT8, |
| 5054 | DType.INT16, |
| 5055 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5056 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5057 | DType.FP16, |
| 5058 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5059 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5060 | elif ( |
| 5061 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5062 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5063 | incorrect_types = ( |
| 5064 | DType.INT4, |
| 5065 | DType.INT8, |
| 5066 | DType.INT16, |
| 5067 | DType.INT32, |
| 5068 | DType.INT48, |
| 5069 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5070 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5071 | elif error_name == ErrorIf.WrongInputType: |
| 5072 | # Pick some potentially correct output dtype if input type is incorrect |
| 5073 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5074 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5075 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5076 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5077 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5078 | |
| 5079 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5080 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5081 | input1 = inputs[0] |
| 5082 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5083 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5084 | # 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] | 5085 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5086 | if not ( |
| 5087 | # unable to concat tensors of different ranks |
| 5088 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5089 | # unable to concat tensors along an invalid axis |
| 5090 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5091 | ): |
| 5092 | for tensor in remaining_inputs: |
| 5093 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5094 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5095 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5096 | output_shape[axis] += rng.integers(5, 10) |
| 5097 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5098 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5099 | all_dtypes = { |
| 5100 | DType.INT8, |
| 5101 | DType.INT16, |
| 5102 | DType.INT32, |
| 5103 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5104 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5105 | DType.FP16, |
| 5106 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5107 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5108 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5109 | outputDType = rng.choice(wrong_dtypes) |
| 5110 | else: |
| 5111 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5112 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5113 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5114 | |
| 5115 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5116 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5117 | |
| 5118 | output_shape = a.shape.copy() |
| 5119 | |
| 5120 | for i in range(len(output_shape)): |
| 5121 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5122 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5123 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5124 | bad_dim = rng.choice(range(len(output_shape))) |
| 5125 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5126 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5127 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5128 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5129 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5130 | all_dtypes = [ |
| 5131 | DType.INT8, |
| 5132 | DType.INT16, |
| 5133 | DType.INT32, |
| 5134 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5135 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5136 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5137 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5138 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5139 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5140 | outputDType = rng.choice(wrong_dtypes) |
| 5141 | else: |
| 5142 | outputDType = a.dtype |
| 5143 | |
| 5144 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5145 | |
| 5146 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5147 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5148 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5149 | |
| 5150 | if error_name == ErrorIf.WrongOutputType: |
| 5151 | all_dtypes = [ |
| 5152 | DType.INT8, |
| 5153 | DType.INT16, |
| 5154 | DType.INT32, |
| 5155 | DType.INT48, |
| 5156 | DType.FP32, |
| 5157 | DType.FP16, |
| 5158 | DType.BF16, |
| 5159 | ] |
| 5160 | wrong_dtypes = list(set(all_dtypes)) |
| 5161 | outputDType = rng.choice(wrong_dtypes) |
| 5162 | else: |
| 5163 | outputDType = DType.SHAPE |
| 5164 | |
| 5165 | return ser.addOutput(output_shape, outputDType) |
| 5166 | |
| 5167 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5168 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5169 | output_shape = shape.copy() |
| 5170 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5171 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5172 | for i in range(len(output_shape)): |
| 5173 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5174 | |
| 5175 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5176 | all_dtypes = [ |
| 5177 | DType.INT8, |
| 5178 | DType.INT16, |
| 5179 | DType.INT32, |
| 5180 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5181 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5182 | DType.FP16, |
| 5183 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5184 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5185 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5186 | outputDType = rng.choice(wrong_dtypes) |
| 5187 | else: |
| 5188 | outputDType = a.dtype |
| 5189 | |
| 5190 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5191 | |
| 5192 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5193 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5194 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +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 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5205 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5206 | outputDType = rng.choice(wrong_dtypes) |
| 5207 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5208 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5209 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5210 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5211 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5212 | for index in range(len(output_shape)): |
| 5213 | if output_shape[index] <= 2: |
| 5214 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5215 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5216 | output_shape[index] = output_shape[index] + rng.choice( |
| 5217 | [-2, -1, 1, 2] |
| 5218 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5219 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5220 | output_shape = input.shape.copy() |
| 5221 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5222 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5223 | |
| 5224 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5225 | |
| 5226 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5227 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5228 | |
| 5229 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5230 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5231 | |
| 5232 | for i in range(len(output_shape)): |
| 5233 | output_shape[i] = a.shape[i] * multiples[i] |
| 5234 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5235 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5236 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5237 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5238 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5239 | all_dtypes = [ |
| 5240 | DType.INT8, |
| 5241 | DType.INT16, |
| 5242 | DType.INT32, |
| 5243 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5244 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5245 | DType.FP16, |
| 5246 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5247 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5248 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5249 | outputDType = rng.choice(wrong_dtypes) |
| 5250 | else: |
| 5251 | outputDType = a.dtype |
| 5252 | |
| 5253 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5254 | |
| 5255 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5256 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5257 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5258 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5259 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5260 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5261 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5262 | for i in range(len(output_shape)): |
| 5263 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5264 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5265 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5266 | for i in range(len(output_shape)): |
| 5267 | output_shape[i] += rng.integers(1, 10) |
| 5268 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5269 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5270 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5271 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5272 | all_dtypes = [ |
| 5273 | DType.INT8, |
| 5274 | DType.INT16, |
| 5275 | DType.INT32, |
| 5276 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5277 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5278 | DType.FP16, |
| 5279 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5280 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5281 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5282 | outputDType = rng.choice(wrong_dtypes) |
| 5283 | else: |
| 5284 | outputDType = a.dtype |
| 5285 | |
| 5286 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5287 | |
| 5288 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5289 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5290 | if error_name != ErrorIf.WrongRank: |
| 5291 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5292 | assert len(indices.shape) == 2 |
| 5293 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5294 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5295 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5296 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5297 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5298 | all_dtypes = [ |
| 5299 | DType.INT8, |
| 5300 | DType.INT16, |
| 5301 | DType.INT32, |
| 5302 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5303 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5304 | DType.FP16, |
| 5305 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5306 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5307 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5308 | outputDType = rng.choice(wrong_dtypes) |
| 5309 | else: |
| 5310 | outputDType = values.dtype |
| 5311 | |
| 5312 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5313 | |
| 5314 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5315 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5316 | if error_name != ErrorIf.WrongRank: |
| 5317 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5318 | assert len(indices.shape) == 2 |
| 5319 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5320 | assert values_in.shape[0] == indices.shape[0] # N |
| 5321 | assert input.shape[1] == indices.shape[1] # W |
| 5322 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5323 | |
| 5324 | output_shape = values_in.shape |
| 5325 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5326 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5327 | all_dtypes = [ |
| 5328 | DType.INT8, |
| 5329 | DType.INT16, |
| 5330 | DType.INT32, |
| 5331 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5332 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5333 | DType.FP16, |
| 5334 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5335 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5336 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5337 | outputDType = rng.choice(wrong_dtypes) |
| 5338 | else: |
| 5339 | outputDType = values_in.dtype |
| 5340 | |
| 5341 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5342 | |
| 5343 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5344 | def tableOp(ser, rng, input, error_name=None): |
| 5345 | # Same shape as the input, dtype dependent on input dtype |
| 5346 | if error_name != ErrorIf.WrongInputType: |
| 5347 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5348 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5349 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5350 | wrong_dtypes = [ |
| 5351 | DType.INT8, |
| 5352 | DType.INT16, |
| 5353 | DType.INT32, |
| 5354 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5355 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5356 | DType.FP16, |
| 5357 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5358 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5359 | wrong_dtypes.remove(output_dtype) |
| 5360 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5361 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5362 | |
| 5363 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5364 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5365 | serializer, |
| 5366 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5367 | input, |
| 5368 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5369 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5370 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5371 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5372 | input_dtype, |
| 5373 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5374 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5375 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5376 | # Calculate OH, OW |
| 5377 | scale_y_n = scale[0] |
| 5378 | scale_y_d = scale[1] |
| 5379 | scale_x_n = scale[2] |
| 5380 | scale_x_d = scale[3] |
| 5381 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5382 | scale_y_n = max(scale_y_n, 1) |
| 5383 | scale_y_d = max(scale_y_d, 1) |
| 5384 | scale_x_n = max(scale_x_n, 1) |
| 5385 | scale_x_d = max(scale_x_d, 1) |
| 5386 | |
| 5387 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5388 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5389 | |
| 5390 | if error_name is not None: |
| 5391 | # Make sure the output tensor is valid, which can occur when |
| 5392 | # scale, offset or border have been changed for ERROR_IFs |
| 5393 | oh = max(oh, 1) |
| 5394 | ow = max(ow, 1) |
| 5395 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5396 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5397 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5398 | |
| 5399 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5400 | choices = [1, 2, 3] |
| 5401 | change = rng.choice(choices) |
| 5402 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5403 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5404 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5405 | oh -= scale_y_d |
| 5406 | assert oh > 0 # Should have been caught in agResize |
| 5407 | else: |
| 5408 | oh += scale_y_d |
| 5409 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5410 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5411 | ow -= scale_x_d |
| 5412 | assert ow > 0 # Should have been caught in agResize |
| 5413 | else: |
| 5414 | ow += scale_x_d |
| 5415 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5416 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5417 | output_dims = [ |
| 5418 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5419 | oh, |
| 5420 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5421 | input.shape[0], |
| 5422 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5423 | elif error_name == ErrorIf.BatchMismatch: |
| 5424 | output_dims = [ |
| 5425 | input.shape[0] + rng.integers(1, 10), |
| 5426 | oh, |
| 5427 | ow, |
| 5428 | input.shape[3], |
| 5429 | ] |
| 5430 | elif error_name == ErrorIf.ChannelMismatch: |
| 5431 | output_dims = [ |
| 5432 | input.shape[0], |
| 5433 | oh, |
| 5434 | ow, |
| 5435 | input.shape[3] + rng.integers(1, 10), |
| 5436 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5437 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5438 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5439 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5440 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5441 | |
| 5442 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5443 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5444 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5445 | |
| 5446 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5447 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5448 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5449 | choices = [1, 2, 3] |
| 5450 | change = rng.choice(choices) |
| 5451 | if change in [1, 3]: |
| 5452 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5453 | if change in [2, 3]: |
| 5454 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5455 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5456 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5457 | # Pick some potentially correct output dtype if input type is incorrect |
| 5458 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5459 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5460 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5461 | |
| 5462 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5463 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5464 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5465 | else: |
| 5466 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5467 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5468 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5469 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5470 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5471 | |
| 5472 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5473 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5474 | outputs = [] |
| 5475 | |
| 5476 | assert ifm1.dtype == ifm2.dtype |
| 5477 | input_dtype = ifm1.dtype |
| 5478 | |
| 5479 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5480 | assert ifm1.shape == ifm2.shape |
| 5481 | |
| 5482 | input_shape = ifm1.shape |
| 5483 | if error_name != ErrorIf.WrongRank: |
| 5484 | assert len(input_shape) == 3 |
| 5485 | |
| 5486 | output_shape = input_shape.copy() |
| 5487 | output_dtype = input_dtype |
| 5488 | |
| 5489 | if error_name == ErrorIf.WrongOutputType: |
| 5490 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5491 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5492 | output_dtype = rng.choice(wrong_dtypes) |
| 5493 | elif error_name == ErrorIf.BatchMismatch: |
| 5494 | output_shape[0] += rng.integers(1, 10) |
| 5495 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5496 | modify_dim = rng.choice([1, 2]) |
| 5497 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5498 | |
| 5499 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5500 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5501 | return outputs |
| 5502 | |
| 5503 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5504 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5505 | outputs = [] |
| 5506 | |
| 5507 | input_shape = value.shape |
| 5508 | if error_name != ErrorIf.WrongRank: |
| 5509 | assert len(input_shape) == 3 |
| 5510 | |
| 5511 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5512 | |
| 5513 | output_dtype = value.dtype |
| 5514 | if error_name == ErrorIf.WrongOutputType: |
| 5515 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5516 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5517 | output_dtype = rng.choice(wrong_dtypes) |
| 5518 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5519 | output_shape[0] += rng.integers(1, 10) |
| 5520 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5521 | modify_dim = rng.choice([1, 2]) |
| 5522 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5523 | |
| 5524 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5525 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5526 | return outputs |