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) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame^] | 170 | elif dtype == DType.INT32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 171 | rng = (-(1 << 31), (1 << 31)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame^] | 172 | elif dtype == DType.SHAPE: |
| 173 | rng = tuple(self.args.tensor_shape_range[0:2]) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 174 | elif dtype == DType.INT48: |
| 175 | rng = (-(1 << 47), (1 << 47)) |
| 176 | else: |
| 177 | raise Exception("Unknown dtype: {}".format(dtype)) |
| 178 | |
| 179 | if not high_inclusive: |
| 180 | # Exclusive high: low <= range < high |
| 181 | return rng |
| 182 | else: |
| 183 | # Inclusive range: low <= range <= high |
| 184 | return (rng[0], rng[1] - 1) |
| 185 | |
Jeremy Johnson | 30a41db | 2023-11-15 11:00:49 +0000 | [diff] [blame] | 186 | def getRandTensor(self, shape, dtype, data_range=None): |
| 187 | if data_range is None: |
| 188 | low, high = self.getDTypeRange(dtype) |
| 189 | else: |
| 190 | low, high = data_range |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 191 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 192 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 193 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame^] | 194 | elif dtype in (DType.INT48, DType.SHAPE): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 195 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
| 196 | elif dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 197 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 198 | |
| 199 | if dtype == DType.FP16: |
| 200 | return np.float16(f_tensor) |
| 201 | else: |
| 202 | f32_tensor = np.float32(f_tensor) |
| 203 | if dtype == DType.BF16: |
| 204 | # Floor the last 16 bits of each f32 value |
| 205 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
| 206 | else: |
| 207 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 208 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 209 | # All other integer types |
| 210 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 211 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 212 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 213 | placeholders = [] |
| 214 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 215 | assert len(shape_list) == len(dtype_list) |
| 216 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 217 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 218 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 219 | if not self.args.lazy_data_gen: |
| 220 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 221 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 222 | |
| 223 | return placeholders |
| 224 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 225 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 226 | consts = [] |
| 227 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 228 | assert len(shape_list) == len(dtype_list) |
| 229 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 230 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 231 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 232 | if not self.args.lazy_data_gen: |
| 233 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 234 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 235 | |
| 236 | return consts |
| 237 | |
| 238 | def makeShape(self, rank): |
| 239 | if self.targetted_shape: |
| 240 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 241 | return np.int32( |
| 242 | self.rng.integers( |
| 243 | low=self.args.tensor_shape_range[0], |
| 244 | high=self.args.tensor_shape_range[1], |
| 245 | size=rank, |
| 246 | ) |
| 247 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 248 | |
| 249 | def setTargetShape(self, shape): |
| 250 | self.targetted_shape = shape |
| 251 | |
| 252 | def randInt(self, low=0, high=256): |
| 253 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 254 | |
| 255 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 256 | low, high = self.getDTypeRange(dtype) |
| 257 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 258 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 259 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 260 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 261 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 262 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 263 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 264 | return gtu.vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 265 | elif dtype == DType.BOOL: |
| 266 | return self.rng.choice([False, True]) |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 267 | elif dtype == DType.INT48 or dtype == DType.SHAPE: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 268 | # Special size |
| 269 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 270 | |
| 271 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 272 | |
| 273 | def shapeStr(self, shape): |
| 274 | |
| 275 | sStr = [] |
| 276 | # Convert to strings |
| 277 | for i in shape: |
| 278 | sStr.append(str(i)) |
| 279 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 280 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 281 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 282 | def typeStr(self, dtype): |
| 283 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 284 | assert len(dtype) >= 2 |
| 285 | strs = [self.typeStr(t) for t in dtype] |
| 286 | # Limit types to the first 2 as the 3rd is the accumulator |
| 287 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 288 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 289 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 290 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 291 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 292 | raise Exception( |
| 293 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 294 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 295 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 296 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 297 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 298 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 299 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 300 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 301 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 302 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 303 | def constrictBatchSize(self, shape): |
| 304 | # Limit the batch size unless an explicit target shape set |
| 305 | if self.args.max_batch_size and not self.args.target_shapes: |
| 306 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 307 | return shape |
| 308 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 309 | def makeDimension(self): |
| 310 | return self.randInt( |
| 311 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 312 | ) |
| 313 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 314 | def tensorComplianceMetaData( |
| 315 | self, op, inputType, argsDict, outputTensor, errorName |
| 316 | ): |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 317 | # TODO - Dot product Ops with FP16 or BF16 inputs that produce FP32 outputs are not supported yet |
| 318 | UNSUPPORTED_NON_FP32_INPUT_OPS = (Op.MATMUL, Op.CONV2D, Op.FULLY_CONNECTED) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 319 | if ( |
| 320 | errorName |
| 321 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 322 | or ( |
| 323 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 324 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 325 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 326 | ): |
| 327 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 328 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 329 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 330 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 331 | compliance_tens = { |
| 332 | "mode": None, |
| 333 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 334 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 335 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 336 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 337 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 338 | compliance_tens["dot_product_info"] = { |
| 339 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 340 | "ks": int(argsDict["ksb"]) |
| 341 | if "ksb" in argsDict |
| 342 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 343 | } |
| 344 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 345 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 346 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 347 | mode = gtu.ComplianceMode.ULP |
| 348 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
| 349 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 350 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 351 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 352 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 353 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 354 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 355 | compliance_tens["abs_error_info"] = { |
| 356 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 357 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 358 | else: |
| 359 | mode = gtu.ComplianceMode.EXACT |
| 360 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 361 | |
| 362 | return compliance_tens |
| 363 | |
| 364 | # Build Op functions |
| 365 | # Create the output tensor (calling OutputShaper as needed) |
| 366 | # Do final tweaks to attributes (if necessary for errorIf) |
| 367 | # Add Op into graph |
| 368 | # Return resulting tensor information or BuildInfo |
| 369 | |
| 370 | class BuildInfo: |
| 371 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 372 | |
| 373 | def __init__(self, resultTensor, complianceDict): |
| 374 | self.resultTensor = resultTensor |
| 375 | self.complianceDict = complianceDict |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 376 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 377 | def build_unary( |
| 378 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 379 | ): |
| 380 | assert len(inputs) == 1 |
| 381 | a = inputs[0] |
| 382 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 383 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 384 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 385 | |
| 386 | # Ensure new output type has correct qinfo |
| 387 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 388 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 389 | qinfo = [ |
| 390 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 391 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 392 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 393 | |
| 394 | # Invalidate Input/Output list for error if checks. |
| 395 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 396 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 397 | pCount, cCount = op["operands"] |
| 398 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 399 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 400 | self, error_name, input_list, output_list |
| 401 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 402 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 403 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 404 | self.ser, |
| 405 | validator_fcns, |
| 406 | error_name, |
| 407 | op=op, |
| 408 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 409 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 410 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 411 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 412 | input_list=input_list, |
| 413 | output_list=output_list, |
| 414 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 415 | ): |
| 416 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 417 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 418 | attr = None |
| 419 | if op["op"] == Op.NEGATE: |
| 420 | attr = ts.TosaSerializerAttribute() |
| 421 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 422 | |
| 423 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 424 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 425 | compliance = self.tensorComplianceMetaData( |
| 426 | op, a.dtype, args_dict, result_tensor, error_name |
| 427 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 428 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 429 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 430 | def build_binary_broadcast( |
| 431 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 432 | ): |
| 433 | assert len(inputs) == 2 |
| 434 | a, b = inputs |
| 435 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 436 | self.ser, self.rng, a, b, error_name |
| 437 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 438 | |
| 439 | # Invalidate Input/Output list for error if checks. |
| 440 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 441 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 442 | pCount, cCount = op["operands"] |
| 443 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 444 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 445 | self, error_name, input_list, output_list |
| 446 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 447 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 448 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 449 | self.ser, |
| 450 | validator_fcns, |
| 451 | error_name, |
| 452 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 453 | input1=a, |
| 454 | input2=b, |
| 455 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 456 | output_dtype=result_tensor.dtype, |
| 457 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 458 | input_list=input_list, |
| 459 | output_list=output_list, |
| 460 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 461 | ): |
| 462 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 463 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 464 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 465 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 466 | compliance = self.tensorComplianceMetaData( |
| 467 | op, a.dtype, args_dict, result_tensor, error_name |
| 468 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 469 | |
| 470 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 471 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 472 | 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] | 473 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 474 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 475 | return result_tens |
| 476 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 477 | def build_arithmetic_right_shift( |
| 478 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 479 | ): |
| 480 | result_tens = OutputShaper.binaryBroadcastOp( |
| 481 | self.ser, self.rng, a, b, error_name |
| 482 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 483 | |
| 484 | # Invalidate Input/Output list for error if checks. |
| 485 | input_list = [a.name, b.name] |
| 486 | output_list = [result_tens.name] |
| 487 | pCount, cCount = op["operands"] |
| 488 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 489 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 490 | self, error_name, input_list, output_list |
| 491 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 492 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 493 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 494 | self.ser, |
| 495 | validator_fcns, |
| 496 | error_name, |
| 497 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 498 | input1=a, |
| 499 | input2=b, |
| 500 | input_dtype=a.dtype, |
| 501 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 502 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 503 | input_list=input_list, |
| 504 | output_list=output_list, |
| 505 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 506 | ): |
| 507 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 508 | |
| 509 | attr = ts.TosaSerializerAttribute() |
| 510 | attr.ArithmeticRightShiftAttribute(round) |
| 511 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 512 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 513 | return result_tens |
| 514 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 515 | def build_mul( |
| 516 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 517 | ): |
| 518 | assert len(inputs) == 2 |
| 519 | a, b = inputs |
| 520 | shift = args_dict["shift"] |
| 521 | |
| 522 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 523 | self.ser, self.rng, a, b, error_name |
| 524 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 525 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 526 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 527 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 528 | result_tensor.setDtype(DType.INT32) |
| 529 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 530 | if error_name == ErrorIf.WrongOutputType: |
| 531 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 532 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 533 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 534 | |
| 535 | # Invalidate Input/Output list for error if checks. |
| 536 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 537 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 538 | pCount, cCount = op["operands"] |
| 539 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 540 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 541 | self, error_name, input_list, output_list |
| 542 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 543 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 544 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 545 | self.ser, |
| 546 | validator_fcns, |
| 547 | error_name, |
| 548 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 549 | input1=a, |
| 550 | input2=b, |
| 551 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 552 | output_dtype=result_tensor.dtype, |
| 553 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 554 | input_list=input_list, |
| 555 | output_list=output_list, |
| 556 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 557 | ): |
| 558 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 559 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 560 | attr = ts.TosaSerializerAttribute() |
| 561 | attr.MulAttribute(shift) |
| 562 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 563 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 564 | |
| 565 | compliance = self.tensorComplianceMetaData( |
| 566 | op, a.dtype, args_dict, result_tensor, error_name |
| 567 | ) |
| 568 | |
| 569 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 570 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 571 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 572 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 573 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 574 | attr = ts.TosaSerializerAttribute() |
| 575 | attr.TableAttribute(table) |
| 576 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 577 | # Invalidate Input/Output list for error if checks. |
| 578 | input_list = [a.name] |
| 579 | output_list = [result_tens.name] |
| 580 | pCount, cCount = op["operands"] |
| 581 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 582 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 583 | self, error_name, input_list, output_list |
| 584 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 585 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 586 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 587 | self.ser, |
| 588 | validator_fcns, |
| 589 | error_name, |
| 590 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 591 | input_shape=a.shape, |
| 592 | input_dtype=a.dtype, |
| 593 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 594 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 595 | input_list=input_list, |
| 596 | output_list=output_list, |
| 597 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 598 | ): |
| 599 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 600 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 601 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 602 | |
| 603 | return result_tens |
| 604 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 605 | def build_select( |
| 606 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 607 | ): |
| 608 | assert len(inputs) == 3 |
| 609 | cond, a, b = inputs |
| 610 | |
| 611 | result_tensor = OutputShaper.selectOp( |
| 612 | self.ser, self.rng, cond, a, b, error_name |
| 613 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 614 | |
| 615 | # Invalidate Input/Output list for error if checks. |
| 616 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 617 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 618 | pCount, cCount = op["operands"] |
| 619 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 620 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 621 | self, error_name, input_list, output_list |
| 622 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 623 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 624 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 625 | self.ser, |
| 626 | validator_fcns, |
| 627 | error_name, |
| 628 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 629 | input1=cond, |
| 630 | input2=a, |
| 631 | input3=b, |
| 632 | input_shape=a.shape, |
| 633 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 634 | output_dtype=result_tensor.dtype, |
| 635 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 636 | input_list=input_list, |
| 637 | output_list=output_list, |
| 638 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 639 | ): |
| 640 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 641 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 642 | self.ser.addOperator( |
| 643 | op["op"], |
| 644 | input_list, |
| 645 | output_list, |
| 646 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 647 | compliance = self.tensorComplianceMetaData( |
| 648 | op, a.dtype, args_dict, result_tensor, error_name |
| 649 | ) |
| 650 | |
| 651 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 652 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 653 | def build_comparison( |
| 654 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 655 | ): |
| 656 | assert len(inputs) == 2 |
| 657 | a, b = inputs |
| 658 | |
| 659 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 660 | self.ser, self.rng, a, b, error_name |
| 661 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 662 | |
| 663 | # Invalidate Input/Output list for error if checks. |
| 664 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 665 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 666 | pCount, cCount = op["operands"] |
| 667 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 668 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 669 | self, error_name, input_list, output_list |
| 670 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 671 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 672 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 673 | self.ser, |
| 674 | validator_fcns, |
| 675 | error_name, |
| 676 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 677 | input1=a, |
| 678 | input2=b, |
| 679 | input_shape=a.shape, |
| 680 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 681 | output_shape=result_tensor.shape, |
| 682 | output_dtype=result_tensor.dtype, |
| 683 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 684 | input_list=input_list, |
| 685 | output_list=output_list, |
| 686 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 687 | ): |
| 688 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 689 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 690 | self.ser.addOperator( |
| 691 | op["op"], |
| 692 | input_list, |
| 693 | output_list, |
| 694 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 695 | |
| 696 | compliance = self.tensorComplianceMetaData( |
| 697 | op, a.dtype, args_dict, result_tensor, error_name |
| 698 | ) |
| 699 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 700 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 701 | def build_argmax( |
| 702 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 703 | ): |
| 704 | assert len(inputs) == 1 |
| 705 | a = inputs[0] |
| 706 | axis = args_dict["axis"] |
| 707 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 708 | |
| 709 | # Invalidate Input/Output list for error if checks. |
| 710 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 711 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 712 | pCount, cCount = op["operands"] |
| 713 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 714 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 715 | self, error_name, input_list, output_list |
| 716 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 717 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 718 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 719 | self.ser, |
| 720 | validator_fcns, |
| 721 | error_name, |
| 722 | op=op, |
| 723 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 724 | input_shape=a.shape, |
| 725 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 726 | output_shape=result_tensor.shape, |
| 727 | output_dtype=result_tensor.dtype, |
| 728 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 729 | input_list=input_list, |
| 730 | output_list=output_list, |
| 731 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 732 | ): |
| 733 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 734 | |
| 735 | attr = ts.TosaSerializerAttribute() |
| 736 | attr.AxisAttribute(axis) |
| 737 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 738 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 739 | |
| 740 | compliance = self.tensorComplianceMetaData( |
| 741 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 742 | ) |
| 743 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 744 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 745 | def build_pool2d( |
| 746 | self, |
| 747 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 748 | inputs, |
| 749 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 750 | validator_fcns=None, |
| 751 | error_name=None, |
| 752 | qinfo=None, |
| 753 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 754 | assert len(inputs) == 1 |
| 755 | input = inputs[0] |
| 756 | # max_pool has no accum_dtype |
| 757 | accum_dtype = ( |
| 758 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 759 | ) |
| 760 | stride = args_dict["stride"] |
| 761 | pad = args_dict["pad"] |
| 762 | kernel = args_dict["kernel"] |
| 763 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 764 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 765 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 766 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 767 | |
| 768 | # Ensure new output type has correct qinfo |
| 769 | if error_name == ErrorIf.WrongInputType: |
| 770 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 771 | qinfo = [ |
| 772 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 773 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 774 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 775 | |
| 776 | # Invalidate Input/Output list for error if checks. |
| 777 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 778 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 779 | pCount, cCount = op["operands"] |
| 780 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 781 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 782 | self, error_name, input_list, output_list |
| 783 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 784 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 785 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 786 | self.ser, |
| 787 | validator_fcns, |
| 788 | error_name, |
| 789 | op=op, |
| 790 | input_shape=input.shape, |
| 791 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 792 | output_shape=result_tensor.shape, |
| 793 | output_dtype=result_tensor.dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 794 | kernel=kernel, |
| 795 | stride=stride, |
| 796 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 797 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 798 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 799 | input_list=input_list, |
| 800 | output_list=output_list, |
| 801 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 802 | ): |
| 803 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 804 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 805 | if qinfo is None: |
| 806 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 807 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 808 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 809 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 810 | |
| 811 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 812 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 813 | compliance = self.tensorComplianceMetaData( |
| 814 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 815 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 816 | |
| 817 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 818 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 819 | def build_conv2d( |
| 820 | self, |
| 821 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 822 | inputs, |
| 823 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 824 | validator_fcns=None, |
| 825 | error_name=None, |
| 826 | qinfo=None, |
| 827 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 828 | assert len(inputs) == 3 |
| 829 | ifm, filter, bias = inputs |
| 830 | accum_dtype = args_dict["acc_type"] |
| 831 | strides = args_dict["stride"] |
| 832 | padding = args_dict["pad"] |
| 833 | dilations = args_dict["dilation"] |
| 834 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 835 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 836 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 837 | self.ser, |
| 838 | self.rng, |
| 839 | ifm, |
| 840 | filter, |
| 841 | accum_dtype, |
| 842 | strides, |
| 843 | padding, |
| 844 | dilations, |
| 845 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 846 | ) |
| 847 | |
| 848 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 849 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 850 | DType.INT8, |
| 851 | DType.UINT8, |
| 852 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 853 | qinfo = [ |
| 854 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 855 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 856 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 857 | |
| 858 | # Invalidate Input/Output list for error_if checks. |
| 859 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 860 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 861 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 862 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 863 | self, error_name, input_list, output_list |
| 864 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 865 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 866 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 867 | self.ser, |
| 868 | validator_fcns, |
| 869 | error_name, |
| 870 | op=op, |
| 871 | input_dtype=ifm.dtype, |
| 872 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 873 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 874 | qinfo=qinfo, |
| 875 | input_list=input_list, |
| 876 | num_operands=num_operands, |
| 877 | output_list=output_list, |
| 878 | pad=padding, |
| 879 | stride=strides, |
| 880 | dilation=dilations, |
| 881 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 882 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 883 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 884 | ): |
| 885 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 886 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 887 | # TODO - Test local_bound, for now set local bound attribute to False |
| 888 | local_bound = False |
| 889 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 890 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 891 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 892 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 893 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 894 | |
| 895 | compliance = self.tensorComplianceMetaData( |
| 896 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 897 | ) |
| 898 | |
| 899 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 900 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 901 | def build_conv3d( |
| 902 | self, |
| 903 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 904 | inputs, |
| 905 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 906 | validator_fcns=None, |
| 907 | error_name=None, |
| 908 | qinfo=None, |
| 909 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 910 | assert len(inputs) == 3 |
| 911 | ifm, filter, bias = inputs |
| 912 | accum_dtype = args_dict["acc_type"] |
| 913 | strides = args_dict["stride"] |
| 914 | padding = args_dict["pad"] |
| 915 | dilations = args_dict["dilation"] |
| 916 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 917 | assert len(padding) == 6 |
| 918 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 919 | self.ser, |
| 920 | self.rng, |
| 921 | ifm, |
| 922 | filter, |
| 923 | accum_dtype, |
| 924 | strides, |
| 925 | padding, |
| 926 | dilations, |
| 927 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 928 | ) |
| 929 | |
| 930 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 931 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 932 | DType.INT8, |
| 933 | DType.UINT8, |
| 934 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 935 | qinfo = [ |
| 936 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 937 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 938 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 939 | |
| 940 | # Invalidate Input/Output list for error_if checks. |
| 941 | input_list = [ifm.name, filter.name, bias.name] |
| 942 | output_list = [result_tens.name] |
| 943 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 944 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 945 | self, error_name, input_list, output_list |
| 946 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 947 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 948 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 949 | self.ser, |
| 950 | validator_fcns, |
| 951 | error_name, |
| 952 | op=op, |
| 953 | input_dtype=ifm.dtype, |
| 954 | weight_dtype=filter.dtype, |
| 955 | output_dtype=result_tens.dtype, |
| 956 | qinfo=qinfo, |
| 957 | input_list=input_list, |
| 958 | num_operands=num_operands, |
| 959 | output_list=output_list, |
| 960 | pad=padding, |
| 961 | stride=strides, |
| 962 | dilation=dilations, |
| 963 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 964 | weight_shape=filter.shape, |
| 965 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 966 | ): |
| 967 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 968 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 969 | # TODO - Test local_bound, for now set local bound attribute to False |
| 970 | local_bound = False |
| 971 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 972 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 973 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 974 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 975 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 976 | return result_tens |
| 977 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 978 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 979 | self, |
| 980 | op, |
| 981 | ifm, |
| 982 | filter, |
| 983 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 984 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 985 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 986 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 987 | output_shape, |
| 988 | validator_fcns=None, |
| 989 | error_name=None, |
| 990 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 991 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 992 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 993 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 994 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 995 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 996 | |
| 997 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 998 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 999 | DType.INT8, |
| 1000 | DType.UINT8, |
| 1001 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1002 | qinfo = [ |
| 1003 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 1004 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 1005 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1006 | |
| 1007 | # Invalidate Input/Output list for error_if checks. |
| 1008 | input_list = [ifm.name, filter.name, bias.name] |
| 1009 | output_list = [result_tens.name] |
| 1010 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1011 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1012 | self, error_name, input_list, output_list |
| 1013 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1014 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1015 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1016 | self.ser, |
| 1017 | validator_fcns, |
| 1018 | error_name, |
| 1019 | op=op, |
| 1020 | input_dtype=ifm.dtype, |
| 1021 | weight_dtype=filter.dtype, |
| 1022 | output_dtype=result_tens.dtype, |
| 1023 | qinfo=qinfo, |
| 1024 | input_list=input_list, |
| 1025 | num_operands=num_operands, |
| 1026 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1027 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1028 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1029 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1030 | weight_shape=filter.shape, |
| 1031 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1032 | ): |
| 1033 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1034 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1035 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1036 | local_bound = False |
| 1037 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1038 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1039 | attr.TransposeConvAttribute( |
| 1040 | out_pad, stride, output_shape, qinfo[0], qinfo[1], local_bound |
| 1041 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1042 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1043 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1044 | return result_tens |
| 1045 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1046 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1047 | self, |
| 1048 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1049 | inputs, |
| 1050 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1051 | validator_fcns=None, |
| 1052 | error_name=None, |
| 1053 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1054 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1055 | assert len(inputs) == 3 |
| 1056 | ifm, filter, bias = inputs |
| 1057 | accum_dtype = args_dict["acc_type"] |
| 1058 | strides = args_dict["stride"] |
| 1059 | padding = args_dict["pad"] |
| 1060 | dilations = args_dict["dilation"] |
| 1061 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1062 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1063 | self.ser, |
| 1064 | self.rng, |
| 1065 | ifm, |
| 1066 | filter, |
| 1067 | accum_dtype, |
| 1068 | strides, |
| 1069 | padding, |
| 1070 | dilations, |
| 1071 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1072 | ) |
| 1073 | |
| 1074 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1075 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1076 | DType.INT8, |
| 1077 | DType.UINT8, |
| 1078 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1079 | qinfo = [ |
| 1080 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 1081 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 1082 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1083 | |
| 1084 | # Invalidate Input/Output list for error_if checks. |
| 1085 | input_list = [ifm.name, filter.name, bias.name] |
| 1086 | output_list = [result_tens.name] |
| 1087 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1088 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1089 | self, error_name, input_list, output_list |
| 1090 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1091 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1092 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1093 | self.ser, |
| 1094 | validator_fcns, |
| 1095 | error_name, |
| 1096 | op=op, |
| 1097 | input_dtype=ifm.dtype, |
| 1098 | weight_dtype=filter.dtype, |
| 1099 | output_dtype=result_tens.dtype, |
| 1100 | qinfo=qinfo, |
| 1101 | input_list=input_list, |
| 1102 | num_operands=num_operands, |
| 1103 | output_list=output_list, |
| 1104 | pad=padding, |
| 1105 | stride=strides, |
| 1106 | dilation=dilations, |
| 1107 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1108 | weight_shape=filter.shape, |
| 1109 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1110 | ): |
| 1111 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1112 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1113 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1114 | local_bound = False |
| 1115 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1116 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1117 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1118 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1119 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1120 | return result_tens |
| 1121 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1122 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1123 | self, |
| 1124 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1125 | inputs, |
| 1126 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1127 | validator_fcns=None, |
| 1128 | error_name=None, |
| 1129 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1130 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1131 | assert len(inputs) == 3 |
| 1132 | ifm, filter, bias = inputs |
| 1133 | accum_dtype = args_dict["acc_type"] |
| 1134 | |
| 1135 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1136 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1137 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1138 | |
| 1139 | # Invalidate Input/Output list for error if checks. |
| 1140 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1141 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1142 | pCount, cCount = op["operands"] |
| 1143 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1144 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1145 | self, error_name, input_list, output_list |
| 1146 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1147 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1148 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1149 | self.ser, |
| 1150 | validator_fcns, |
| 1151 | error_name, |
| 1152 | op=op, |
| 1153 | input_shape=ifm.shape, |
| 1154 | input_dtype=ifm.dtype, |
| 1155 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1156 | output_shape=result_tensor.shape, |
| 1157 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1158 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1159 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1160 | input_list=input_list, |
| 1161 | output_list=output_list, |
| 1162 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1163 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1164 | ): |
| 1165 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1166 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1167 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1168 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1169 | |
| 1170 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1171 | |
| 1172 | compliance = self.tensorComplianceMetaData( |
| 1173 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1174 | ) |
| 1175 | |
| 1176 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1177 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1178 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1179 | 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] | 1180 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1181 | assert len(inputs) == 2 |
| 1182 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1183 | accum_dtype = args_dict["acc_type"] |
| 1184 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1185 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1186 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1187 | |
| 1188 | # Invalidate Input/Output list for error if checks. |
| 1189 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1190 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1191 | pCount, cCount = op["operands"] |
| 1192 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1193 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1194 | self, error_name, input_list, output_list |
| 1195 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1196 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1197 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1198 | self.ser, |
| 1199 | validator_fcns, |
| 1200 | error_name, |
| 1201 | op=op, |
| 1202 | input_shape=a.shape, |
| 1203 | input_dtype=a.dtype, |
| 1204 | input2_shape=b.shape, |
| 1205 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1206 | output_shape=result_tensor.shape, |
| 1207 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1208 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1209 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1210 | input_list=input_list, |
| 1211 | output_list=output_list, |
| 1212 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1213 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1214 | ): |
| 1215 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1216 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1217 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1218 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1219 | |
| 1220 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1221 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1222 | compliance = self.tensorComplianceMetaData( |
| 1223 | op, a.dtype, args_dict, result_tensor, error_name |
| 1224 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1225 | |
| 1226 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1227 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1228 | def build_reduce( |
| 1229 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1230 | ): |
| 1231 | assert len(inputs) == 1 |
| 1232 | a = inputs[0] |
| 1233 | axis = args_dict["axis"] |
| 1234 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1235 | |
| 1236 | # Invalidate Input/Output list for error if checks. |
| 1237 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1238 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1239 | pCount, cCount = op["operands"] |
| 1240 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1241 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1242 | self, error_name, input_list, output_list |
| 1243 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1244 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1245 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1246 | self.ser, |
| 1247 | validator_fcns, |
| 1248 | error_name, |
| 1249 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1250 | axis=axis, |
| 1251 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1252 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1253 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1254 | output_dtype=result_tensor.dtype, |
| 1255 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1256 | input_list=input_list, |
| 1257 | output_list=output_list, |
| 1258 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1259 | ): |
| 1260 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1261 | |
| 1262 | attr = ts.TosaSerializerAttribute() |
| 1263 | attr.AxisAttribute(axis) |
| 1264 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1265 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1266 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1267 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1268 | # Number of products - needed for compliance |
| 1269 | args_dict["n"] = a.shape[axis] |
| 1270 | |
| 1271 | compliance = self.tensorComplianceMetaData( |
| 1272 | op, a.dtype, args_dict, result_tensor, error_name |
| 1273 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1274 | |
| 1275 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1276 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1277 | def build_clamp( |
| 1278 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1279 | ): |
| 1280 | assert len(inputs) == 1 |
| 1281 | a = inputs[0] |
| 1282 | |
| 1283 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1284 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1285 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1286 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1287 | if error_name == ErrorIf.MaxSmallerMin: |
| 1288 | # Make sure the numbers are different to invoke this error |
| 1289 | while v[0] == v[1]: |
| 1290 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1291 | max_val = min(v) |
| 1292 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1293 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1294 | max_val = max(v) |
| 1295 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1296 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1297 | # Invalidate Input/Output list for error if checks. |
| 1298 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1299 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1300 | pCount, cCount = op["operands"] |
| 1301 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1302 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1303 | self, error_name, input_list, output_list |
| 1304 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1305 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1306 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1307 | self.ser, |
| 1308 | validator_fcns, |
| 1309 | error_name, |
| 1310 | op=op, |
| 1311 | max_val=max_val, |
| 1312 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1313 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1314 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1315 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1316 | output_dtype=result_tensor.dtype, |
| 1317 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1318 | input_list=input_list, |
| 1319 | output_list=output_list, |
| 1320 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1321 | ): |
| 1322 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1323 | |
| 1324 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1325 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1326 | if a.dtype == DType.FP16: |
| 1327 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1328 | min_val = min_val.astype(np.float32) |
| 1329 | max_val = max_val.astype(np.float32) |
| 1330 | |
| 1331 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1332 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1333 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1334 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1335 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1336 | |
| 1337 | compliance = self.tensorComplianceMetaData( |
| 1338 | op, a.dtype, args_dict, result_tensor, error_name |
| 1339 | ) |
| 1340 | |
| 1341 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1342 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1343 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1344 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1345 | attr = ts.TosaSerializerAttribute() |
| 1346 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1347 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1348 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1349 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1350 | return result_tens |
| 1351 | |
| 1352 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1353 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1354 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1355 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1356 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1357 | return result_tens |
| 1358 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1359 | def build_activation( |
| 1360 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1361 | ): |
| 1362 | assert len(inputs) == 1 |
| 1363 | a = inputs[0] |
| 1364 | |
| 1365 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1366 | |
| 1367 | # Invalidate Input/Output list for error if checks. |
| 1368 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1369 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1370 | pCount, cCount = op["operands"] |
| 1371 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1372 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1373 | self, error_name, input_list, output_list |
| 1374 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1375 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1376 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1377 | self.ser, |
| 1378 | validator_fcns, |
| 1379 | error_name, |
| 1380 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1381 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1382 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1383 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1384 | output_dtype=result_tensor.dtype, |
| 1385 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1386 | input_list=input_list, |
| 1387 | output_list=output_list, |
| 1388 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1389 | ): |
| 1390 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1391 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1392 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1393 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1394 | compliance = self.tensorComplianceMetaData( |
| 1395 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1396 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1397 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1398 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1399 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1400 | def build_concat( |
| 1401 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1402 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame^] | 1403 | if op["op"] == Op.CONCAT_SHAPE: |
| 1404 | axis = 0 |
| 1405 | else: |
| 1406 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1407 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1408 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1409 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1410 | result_tensor = OutputShaper.concatOp( |
| 1411 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1412 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1413 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1414 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1415 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1416 | input_tensor_names.append(tensor.name) |
| 1417 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1418 | # Invalidate Input/Output list for error if checks. |
| 1419 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1420 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1421 | pCount, cCount = op["operands"] |
| 1422 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1423 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1424 | self, error_name, input_list, output_list |
| 1425 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1426 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1427 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1428 | self.ser, |
| 1429 | validator_fcns, |
| 1430 | error_name, |
| 1431 | op=op, |
| 1432 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1433 | input_shape=inputs[0].shape, |
| 1434 | output_shape=result_tensor.shape, |
| 1435 | input_dtype=inputs[0].dtype, |
| 1436 | output_dtype=result_tensor.dtype, |
| 1437 | inputs=inputs, |
| 1438 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1439 | input_list=input_list, |
| 1440 | output_list=output_list, |
| 1441 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1442 | ): |
| 1443 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1444 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame^] | 1445 | if op["op"] == Op.CONCAT: |
| 1446 | attr = ts.TosaSerializerAttribute() |
| 1447 | attr.AxisAttribute(axis) |
| 1448 | else: |
| 1449 | assert op["op"] == Op.CONCAT_SHAPE |
| 1450 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1451 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1452 | |
| 1453 | compliance = self.tensorComplianceMetaData( |
| 1454 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1455 | ) |
| 1456 | |
| 1457 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1458 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1459 | def build_pad( |
| 1460 | self, |
| 1461 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1462 | inputs, |
| 1463 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1464 | validator_fcns=None, |
| 1465 | error_name=None, |
| 1466 | qinfo=None, |
| 1467 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1468 | assert len(inputs) == 1 |
| 1469 | a = inputs[0] |
| 1470 | padding = args_dict["pad"] |
| 1471 | pad_const_int = args_dict["pad_const_int"] |
| 1472 | pad_const_float = args_dict["pad_const_fp"] |
| 1473 | |
| 1474 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1475 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1476 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1477 | attr.PadAttribute( |
| 1478 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1479 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1480 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1481 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1482 | input_list = [a.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1483 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1484 | pCount, cCount = op["operands"] |
| 1485 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1486 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1487 | self, error_name, input_list, output_list |
| 1488 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1489 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1490 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1491 | self.ser, |
| 1492 | validator_fcns, |
| 1493 | error_name, |
| 1494 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1495 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1496 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1497 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1498 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1499 | pad=padding, |
| 1500 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1501 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1502 | input_list=input_list, |
| 1503 | output_list=output_list, |
| 1504 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1505 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1506 | ): |
| 1507 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1508 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1509 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1510 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1511 | compliance = self.tensorComplianceMetaData( |
| 1512 | op, a.dtype, args_dict, result_tensor, error_name |
| 1513 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1514 | |
| 1515 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1516 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1517 | def build_dim( |
| 1518 | self, |
| 1519 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1520 | inputs, |
| 1521 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1522 | validator_fcns=None, |
| 1523 | error_name=None, |
| 1524 | qinfo=None, |
| 1525 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1526 | assert len(inputs) == 1 |
| 1527 | a = inputs[0] |
| 1528 | axis = args_dict["axis"] |
| 1529 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1530 | |
| 1531 | # Invalidate Input/Output list for error if checks. |
| 1532 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1533 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1534 | pCount, cCount = op["operands"] |
| 1535 | num_operands = pCount + cCount |
| 1536 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1537 | self, error_name, input_list, output_list |
| 1538 | ) |
| 1539 | |
| 1540 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1541 | self.ser, |
| 1542 | validator_fcns, |
| 1543 | error_name, |
| 1544 | op=op, |
| 1545 | axis=axis, |
| 1546 | input_shape=a.shape, |
| 1547 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1548 | output_shape=result_tensor.shape, |
| 1549 | output_dtype=result_tensor.dtype, |
| 1550 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1551 | input_list=input_list, |
| 1552 | output_list=output_list, |
| 1553 | num_operands=num_operands, |
| 1554 | ): |
| 1555 | return None |
| 1556 | |
| 1557 | attr = ts.TosaSerializerAttribute() |
| 1558 | attr.AxisAttribute(axis) |
| 1559 | |
| 1560 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1561 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1562 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1563 | def build_reshape( |
| 1564 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1565 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1566 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1567 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1568 | shape = inputs[1] |
| 1569 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1570 | result_tensor = OutputShaper.reshapeOp( |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1571 | self.ser, self.rng, a, shape_attr, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1572 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1573 | |
| 1574 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1575 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1576 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1577 | pCount, cCount = op["operands"] |
| 1578 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1579 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1580 | self, error_name, input_list, output_list |
| 1581 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1582 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1583 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1584 | self.ser, |
| 1585 | validator_fcns, |
| 1586 | error_name, |
| 1587 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1588 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1589 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1590 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1591 | output_dtype=result_tensor.dtype, |
| 1592 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1593 | input_list=input_list, |
| 1594 | output_list=output_list, |
| 1595 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1596 | ): |
| 1597 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1598 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1599 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1600 | |
| 1601 | compliance = self.tensorComplianceMetaData( |
| 1602 | op, a.dtype, args_dict, result_tensor, error_name |
| 1603 | ) |
| 1604 | |
| 1605 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1606 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1607 | def build_reverse( |
| 1608 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1609 | ): |
| 1610 | assert len(inputs) == 1 |
| 1611 | a = inputs[0] |
| 1612 | axis = args_dict["axis"] |
| 1613 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1614 | |
| 1615 | # Invalidate Input/Output list for error if checks. |
| 1616 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1617 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1618 | pCount, cCount = op["operands"] |
| 1619 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1620 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1621 | self, error_name, input_list, output_list |
| 1622 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1623 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1624 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1625 | self.ser, |
| 1626 | validator_fcns, |
| 1627 | error_name, |
| 1628 | op=op, |
| 1629 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1630 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1631 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1632 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1633 | output_dtype=result_tensor.dtype, |
| 1634 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1635 | input_list=input_list, |
| 1636 | output_list=output_list, |
| 1637 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1638 | ): |
| 1639 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1640 | |
| 1641 | attr = ts.TosaSerializerAttribute() |
| 1642 | attr.AxisAttribute(axis) |
| 1643 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1644 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1645 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1646 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1647 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1648 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1649 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1650 | attr = ts.TosaSerializerAttribute() |
| 1651 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1652 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1653 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1654 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1655 | output_list = [result_tens.name] |
| 1656 | pCount, cCount = op["operands"] |
| 1657 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1658 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1659 | self, error_name, input_list, output_list |
| 1660 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1661 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1662 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1663 | self.ser, |
| 1664 | validator_fcns, |
| 1665 | error_name, |
| 1666 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1667 | input_shape=a.shape, |
| 1668 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1669 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1670 | input_dtype=a.dtype, |
| 1671 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1672 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1673 | input_list=input_list, |
| 1674 | output_list=output_list, |
| 1675 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1676 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1677 | ): |
| 1678 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1679 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1680 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1681 | return result_tens |
| 1682 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1683 | 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] | 1684 | result_tens = OutputShaper.sliceOp( |
| 1685 | self.ser, self.rng, a, start, size, error_name |
| 1686 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1687 | |
| 1688 | # Invalidate Input/Output list for error if checks. |
| 1689 | input_list = [a.name] |
| 1690 | output_list = [result_tens.name] |
| 1691 | pCount, cCount = op["operands"] |
| 1692 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1693 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1694 | self, error_name, input_list, output_list |
| 1695 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1696 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1697 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1698 | self.ser, |
| 1699 | validator_fcns, |
| 1700 | error_name, |
| 1701 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1702 | input_shape=a.shape, |
| 1703 | output_shape=result_tens.shape, |
| 1704 | input_dtype=a.dtype, |
| 1705 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1706 | start=start, |
| 1707 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1708 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1709 | input_list=input_list, |
| 1710 | output_list=output_list, |
| 1711 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1712 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1713 | ): |
| 1714 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1715 | |
| 1716 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1717 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1718 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1719 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1720 | return result_tens |
| 1721 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1722 | def build_tile( |
| 1723 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1724 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1725 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1726 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1727 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1728 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1729 | result_tensor = OutputShaper.tileOp( |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1730 | self.ser, self.rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1731 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1732 | |
| 1733 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1734 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1735 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1736 | pCount, cCount = op["operands"] |
| 1737 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1738 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1739 | self, error_name, input_list, output_list |
| 1740 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1741 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1742 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1743 | self.ser, |
| 1744 | validator_fcns, |
| 1745 | error_name, |
| 1746 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1747 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1748 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1749 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1750 | output_dtype=result_tensor.dtype, |
| 1751 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1752 | input_list=input_list, |
| 1753 | output_list=output_list, |
| 1754 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1755 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1756 | ): |
| 1757 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1758 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1759 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1760 | |
| 1761 | compliance = self.tensorComplianceMetaData( |
| 1762 | op, a.dtype, args_dict, result_tensor, error_name |
| 1763 | ) |
| 1764 | |
| 1765 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1766 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1767 | def build_gather( |
| 1768 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1769 | ): |
| 1770 | assert len(inputs) == 2 |
| 1771 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1772 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1773 | result_tensor = OutputShaper.gatherOp( |
| 1774 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1775 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1776 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1777 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1778 | input_list = [values.name, indices.name] |
| 1779 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1780 | pCount, cCount = op["operands"] |
| 1781 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1782 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1783 | self, error_name, input_list, output_list |
| 1784 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1785 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1786 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1787 | self.ser, |
| 1788 | validator_fcns, |
| 1789 | error_name, |
| 1790 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1791 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1792 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1793 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1794 | output_dtype=result_tensor.dtype, |
| 1795 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1796 | input_list=input_list, |
| 1797 | output_list=output_list, |
| 1798 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1799 | ): |
| 1800 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1801 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1802 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1803 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1804 | compliance = self.tensorComplianceMetaData( |
| 1805 | op, values.dtype, args_dict, result_tensor, error_name |
| 1806 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1807 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1808 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1809 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1810 | def build_scatter( |
| 1811 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1812 | ): |
| 1813 | assert len(inputs) == 3 |
| 1814 | values_in, indices, input = inputs |
| 1815 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1816 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1817 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1818 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1819 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1820 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1821 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1822 | pCount, cCount = op["operands"] |
| 1823 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1824 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1825 | self, error_name, input_list, output_list |
| 1826 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1827 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1828 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1829 | self.ser, |
| 1830 | validator_fcns, |
| 1831 | error_name, |
| 1832 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1833 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1834 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1835 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1836 | output_dtype=result_tensor.dtype, |
| 1837 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1838 | input_list=input_list, |
| 1839 | output_list=output_list, |
| 1840 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1841 | ): |
| 1842 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1843 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1844 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1845 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1846 | compliance = self.tensorComplianceMetaData( |
| 1847 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1848 | ) |
| 1849 | |
| 1850 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1851 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1852 | def build_resize( |
| 1853 | self, |
| 1854 | op, |
| 1855 | input, |
| 1856 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1857 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1858 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1859 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1860 | input_dtype, |
| 1861 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1862 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1863 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1864 | ): |
| 1865 | result_tens = OutputShaper.resizeOp( |
| 1866 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1867 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1868 | input, |
| 1869 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1870 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1871 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1872 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1873 | input_dtype, |
| 1874 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1875 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1876 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1877 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1878 | # Invalidate Input/Output list for error if checks. |
| 1879 | input_list = [input.name] |
| 1880 | output_list = [result_tens.name] |
| 1881 | pCount, cCount = op["operands"] |
| 1882 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1883 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1884 | self, error_name, input_list, output_list |
| 1885 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1886 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1887 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1888 | self.ser, |
| 1889 | validator_fcns, |
| 1890 | error_name, |
| 1891 | op=op, |
| 1892 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1893 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1894 | input_dtype=input_dtype, |
| 1895 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1896 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1897 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1898 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1899 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1900 | input_list=input_list, |
| 1901 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1902 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1903 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1904 | ): |
| 1905 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1906 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1907 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1908 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1909 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1910 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1911 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1912 | return result_tens |
| 1913 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1914 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1915 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1916 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1917 | self.ser.addOperator( |
| 1918 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1919 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1920 | return result_tens |
| 1921 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1922 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1923 | self.ser.addOutputTensor(val) |
| 1924 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1925 | |
| 1926 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1927 | def build_cast( |
| 1928 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1929 | ): |
| 1930 | assert len(inputs) == 1 |
| 1931 | val = inputs[0] |
| 1932 | out_dtype = args_dict["out_type"] |
| 1933 | |
| 1934 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1935 | self.ser, self.rng, val, out_dtype, error_name |
| 1936 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1937 | |
| 1938 | # Invalidate Input/Output list for error if checks. |
| 1939 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1940 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1941 | pCount, cCount = op["operands"] |
| 1942 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1943 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1944 | self, error_name, input_list, output_list |
| 1945 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1946 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1947 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1948 | self.ser, |
| 1949 | validator_fcns, |
| 1950 | error_name, |
| 1951 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1952 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1953 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1954 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1955 | output_dtype=result_tensor.dtype, |
| 1956 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1957 | input_list=input_list, |
| 1958 | output_list=output_list, |
| 1959 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1960 | ): |
| 1961 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1962 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1963 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1964 | |
| 1965 | compliance = self.tensorComplianceMetaData( |
| 1966 | op, val.dtype, args_dict, result_tensor, error_name |
| 1967 | ) |
| 1968 | |
| 1969 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1970 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1971 | def build_rescale( |
| 1972 | self, |
| 1973 | op, |
| 1974 | val, |
| 1975 | out_dtype, |
| 1976 | scale32, |
| 1977 | double_round, |
| 1978 | per_channel, |
| 1979 | validator_fcns, |
| 1980 | error_name, |
| 1981 | ): |
| 1982 | result_tens = OutputShaper.typeConversionOp( |
| 1983 | self.ser, self.rng, val, out_dtype, error_name |
| 1984 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1985 | |
| 1986 | if per_channel: |
| 1987 | nc = val.shape[-1] |
| 1988 | else: |
| 1989 | nc = 1 |
| 1990 | |
| 1991 | in_type_width = self.typeWidth(val.dtype) |
| 1992 | out_type_width = self.typeWidth(out_dtype) |
| 1993 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1994 | input_unsigned = False |
| 1995 | output_unsigned = False |
| 1996 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1997 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1998 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1999 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2000 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2001 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2002 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2003 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2004 | elif error_name in [ |
| 2005 | ErrorIf.InputZeroPointNotZero, |
| 2006 | ErrorIf.U16InputZeroPointNotValid, |
| 2007 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2008 | input_zp = self.randInt(-128, 128) |
| 2009 | if input_zp == 0: |
| 2010 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2011 | in_type_width += 1 |
| 2012 | elif val.dtype == DType.UINT16: |
| 2013 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 2014 | input_zp = self.rng.choice([0, 32768]) |
| 2015 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2016 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2017 | else: |
| 2018 | input_zp = 0 |
| 2019 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2020 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2021 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2022 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2023 | elif out_dtype == DType.UINT8: |
| 2024 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2025 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2026 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2027 | elif error_name in [ |
| 2028 | ErrorIf.OutputZeroPointNotZero, |
| 2029 | ErrorIf.U16OutputZeroPointNotValid, |
| 2030 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2031 | output_zp = self.randInt(-128, 128) |
| 2032 | if output_zp == 0: |
| 2033 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2034 | out_type_width += 1 |
| 2035 | elif out_dtype == DType.UINT16: |
| 2036 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2037 | output_zp = self.rng.choice([0, 32768]) |
| 2038 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2039 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2040 | else: |
| 2041 | output_zp = 0 |
| 2042 | |
| 2043 | # Calculate scale based on: |
| 2044 | # scale = a *(2^output_width)/(2^input_width)) |
| 2045 | |
| 2046 | a = np.float32(self.rng.random(size=[nc])) |
| 2047 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2048 | |
| 2049 | if scale32: |
| 2050 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2051 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2052 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2053 | else: |
| 2054 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2055 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2056 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2057 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2058 | |
| 2059 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2060 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2061 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2062 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2063 | |
| 2064 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2065 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2066 | scale_arr[i], scale32 |
| 2067 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2068 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2069 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2070 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2071 | # 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] | 2072 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2073 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2074 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2075 | assert val.placeholderFilename |
| 2076 | values = np.load( |
| 2077 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2078 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2079 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2080 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2081 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 2082 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2083 | if not np.all(np.array_equal(values, val_adj)): |
| 2084 | # Values changed so overwrite file with new values |
| 2085 | np.save( |
| 2086 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2087 | val_adj, |
| 2088 | False, |
| 2089 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2090 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2091 | # Invalidate Input/Output list for error if checks. |
| 2092 | input_list = [val.name] |
| 2093 | output_list = [result_tens.name] |
| 2094 | pCount, cCount = op["operands"] |
| 2095 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2096 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2097 | self, error_name, input_list, output_list |
| 2098 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2099 | |
| 2100 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2101 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2102 | self.ser, |
| 2103 | validator_fcns, |
| 2104 | error_name, |
| 2105 | op=op, |
| 2106 | input_dtype=val.dtype, |
| 2107 | output_dtype=out_dtype, |
| 2108 | input_shape=val.shape, |
| 2109 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2110 | scale32=scale32, |
| 2111 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2112 | input_list=input_list, |
| 2113 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2114 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2115 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2116 | ): |
| 2117 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2118 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2119 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2120 | attr.RescaleAttribute( |
| 2121 | input_zp, |
| 2122 | output_zp, |
| 2123 | multiplier_arr, |
| 2124 | shift_arr, |
| 2125 | scale32, |
| 2126 | double_round, |
| 2127 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2128 | input_unsigned, |
| 2129 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2130 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2131 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2132 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2133 | return result_tens |
| 2134 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2135 | def _get_condition_tensor(self, op, cond, error_name): |
| 2136 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2137 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2138 | else: |
| 2139 | cond_type = DType.BOOL |
| 2140 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2141 | choice = self.rng.choice([1, 2]) |
| 2142 | if choice == 1: |
| 2143 | cond_shape = [2] |
| 2144 | else: |
| 2145 | cond_shape = [1, 2] |
| 2146 | else: |
| 2147 | # Must be of size 1 (rank 0) |
| 2148 | cond_shape = [] |
| 2149 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2150 | return cond_tens |
| 2151 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2152 | def build_cond_if_const( |
| 2153 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2154 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2155 | # 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] | 2156 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2157 | # and fill them with const nodes for the body. |
| 2158 | |
| 2159 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2160 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2161 | |
| 2162 | # Make then/else tensors |
| 2163 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2164 | |
| 2165 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2166 | if error_name in [ |
| 2167 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2168 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2169 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2170 | incorrect_shape = deepcopy(then_tens.shape) |
| 2171 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2172 | incorrect_shape[i] += ( |
| 2173 | self.rng.choice([-3, -2, 2, 3]) |
| 2174 | if incorrect_shape[i] > 3 |
| 2175 | else self.rng.choice([1, 2, 4]) |
| 2176 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2177 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2178 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2179 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2180 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2181 | |
| 2182 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2183 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2184 | |
| 2185 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2186 | then_block = "THEN_BLOCK" |
| 2187 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2188 | attr = ts.TosaSerializerAttribute() |
| 2189 | attr.CondIfAttribute(then_block, else_block) |
| 2190 | |
| 2191 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2192 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2193 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2194 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2195 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2196 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2197 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2198 | else: |
| 2199 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2200 | self.ser.addOutputTensor(then_tens) |
| 2201 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2202 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2203 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2204 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2205 | else: |
| 2206 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2207 | self.ser.addOutputTensor(else_tens) |
| 2208 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2209 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2210 | self.ser, |
| 2211 | validator_fcns, |
| 2212 | error_name, |
| 2213 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2214 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2215 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2216 | ): |
| 2217 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2218 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2219 | return result_tens |
| 2220 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2221 | def build_cond_if_binary( |
| 2222 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2223 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2224 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2225 | # alternately add or subtract them based on the condition |
| 2226 | |
| 2227 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2228 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2229 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2230 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2231 | |
| 2232 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2233 | then_block = "THEN_BLOCK" |
| 2234 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2235 | attr = ts.TosaSerializerAttribute() |
| 2236 | attr.CondIfAttribute(then_block, else_block) |
| 2237 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2238 | if error_name in [ |
| 2239 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2240 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2241 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2242 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2243 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2244 | incorrect_shape = a.shape.copy() |
| 2245 | for i in range(len(incorrect_shape)): |
| 2246 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2247 | incorrect_block_input = deepcopy(a) |
| 2248 | incorrect_block_input.shape = incorrect_shape |
| 2249 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2250 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2251 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2252 | op["op"], [cond_tens.name, a.name, b.name], [result_tens.name], attr |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2253 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2254 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2255 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2256 | then_op, else_op = Op.ADD, Op.SUB |
| 2257 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2258 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2259 | else: |
| 2260 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2261 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2262 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2263 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2264 | if ( |
| 2265 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2266 | and block == then_block |
| 2267 | ) or ( |
| 2268 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2269 | and block == else_block |
| 2270 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2271 | self.ser.addInputTensor(incorrect_block_input) |
| 2272 | self.ser.addInputTensor(b) |
| 2273 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2274 | elif ( |
| 2275 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2276 | and block == then_block |
| 2277 | ) or ( |
| 2278 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2279 | and block == else_block |
| 2280 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2281 | self.ser.addInputTensor(a) |
| 2282 | self.ser.addInputTensor(b) |
| 2283 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2284 | else: |
| 2285 | self.ser.addInputTensor(a) |
| 2286 | self.ser.addInputTensor(b) |
| 2287 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2288 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2289 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2290 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2291 | self.ser, |
| 2292 | validator_fcns, |
| 2293 | error_name, |
| 2294 | op=op, |
| 2295 | a=a, |
| 2296 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2297 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2298 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2299 | ): |
| 2300 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2301 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2302 | return result_tens |
| 2303 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2304 | 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] | 2305 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2306 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2307 | cond_block = "COND_BLOCK" |
| 2308 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2309 | |
| 2310 | attr = ts.TosaSerializerAttribute() |
| 2311 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2312 | |
| 2313 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2314 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2315 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2316 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2317 | |
| 2318 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2319 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2320 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2321 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2322 | incorrect_acc = deepcopy(acc) |
| 2323 | for i in range(len(incorrect_acc.shape)): |
| 2324 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2325 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2326 | else: |
| 2327 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2328 | |
| 2329 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2330 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2331 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2332 | [iter.name, a.name, acc.name], |
| 2333 | [iter_out.name, a_out.name, acc_out.name], |
| 2334 | attr, |
| 2335 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2336 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2337 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2338 | if error_name in [ |
| 2339 | ErrorIf.InputListCondGraphMismatch, |
| 2340 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2341 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2342 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2343 | incorrect_iter = deepcopy(iter) |
| 2344 | for i in range(len(incorrect_iter.shape)): |
| 2345 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2346 | if len(incorrect_iter.shape) == 0: |
| 2347 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2348 | |
| 2349 | incorrect_acc = deepcopy(acc) |
| 2350 | for i in range(len(incorrect_acc.shape)): |
| 2351 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2352 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2353 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2354 | self.ser.addBasicBlock(cond_block) |
| 2355 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2356 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2357 | self.ser.addInputTensor(incorrect_iter) |
| 2358 | self.ser.addInputTensor(a) |
| 2359 | self.ser.addInputTensor(incorrect_acc) |
| 2360 | else: |
| 2361 | self.ser.addInputTensor(iter) |
| 2362 | self.ser.addInputTensor(a) |
| 2363 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2364 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2365 | |
| 2366 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2367 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2368 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2369 | cond_type = DType.BOOL |
| 2370 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2371 | choice = self.rng.choice([1, 2]) |
| 2372 | if choice == 1: |
| 2373 | cond_shape = [3] |
| 2374 | else: |
| 2375 | cond_shape = [1, 2] |
| 2376 | else: |
| 2377 | cond_shape = [] |
| 2378 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2379 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2380 | 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] | 2381 | |
| 2382 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2383 | # 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] | 2384 | self.ser.addBasicBlock(body_block) |
| 2385 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2386 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2387 | self.ser.addInputTensor(incorrect_iter) |
| 2388 | self.ser.addInputTensor(a) |
| 2389 | self.ser.addInputTensor(incorrect_acc) |
| 2390 | else: |
| 2391 | self.ser.addInputTensor(iter) |
| 2392 | self.ser.addInputTensor(a) |
| 2393 | self.ser.addInputTensor(acc) |
| 2394 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2395 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2396 | |
| 2397 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2398 | iter_body_out = self.ser.addIntermediate( |
| 2399 | incorrect_iter.shape, incorrect_iter.dtype |
| 2400 | ) |
| 2401 | acc_body_out = self.ser.addIntermediate( |
| 2402 | incorrect_acc.shape, incorrect_acc.dtype |
| 2403 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2404 | else: |
| 2405 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2406 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2407 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2408 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2409 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2410 | self.ser.addOutputTensor(iter_body_out) |
| 2411 | self.ser.addOutputTensor(a) |
| 2412 | self.ser.addOutputTensor(acc_body_out) |
| 2413 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2414 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2415 | self.ser, |
| 2416 | validator_fcns, |
| 2417 | error_name, |
| 2418 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2419 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2420 | ): |
| 2421 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2422 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2423 | return acc_out |
| 2424 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2425 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2426 | self, |
| 2427 | op, |
| 2428 | val1, |
| 2429 | val2, |
| 2430 | inverse, |
| 2431 | validator_fcns=None, |
| 2432 | error_name=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2433 | ): |
| 2434 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2435 | |
| 2436 | input_names = [val1.name, val2.name] |
| 2437 | pCount, cCount = op["operands"] |
| 2438 | num_operands = pCount + cCount |
| 2439 | |
| 2440 | output_names = [res.name for res in results] |
| 2441 | output_shapes = [res.shape for res in results] |
| 2442 | output_dtypes = [res.dtype for res in results] |
| 2443 | |
| 2444 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2445 | self, error_name, input_names, output_names |
| 2446 | ) |
| 2447 | |
| 2448 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2449 | self.ser, |
| 2450 | validator_fcns, |
| 2451 | error_name, |
| 2452 | op=op, |
| 2453 | inverse=inverse, |
| 2454 | input1=val1, |
| 2455 | input2=val2, |
| 2456 | input_shape=val1.shape, |
| 2457 | input_dtype=val1.dtype, |
| 2458 | output_shape=output_shapes, |
| 2459 | output_dtype=output_dtypes, |
| 2460 | result_tensors=results, |
| 2461 | input_list=input_names, |
| 2462 | output_list=output_names, |
| 2463 | num_operands=num_operands, |
| 2464 | ): |
| 2465 | return None |
| 2466 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2467 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2468 | local_bound = False |
| 2469 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2470 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2471 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2472 | |
| 2473 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2474 | return results |
| 2475 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2476 | def build_rfft2d( |
| 2477 | self, |
| 2478 | op, |
| 2479 | val, |
| 2480 | validator_fcns=None, |
| 2481 | error_name=None, |
| 2482 | ): |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2483 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2484 | |
| 2485 | input_names = [val.name] |
| 2486 | pCount, cCount = op["operands"] |
| 2487 | num_operands = pCount + cCount |
| 2488 | |
| 2489 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2490 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2491 | output_dtypes = [res.dtype for res in results] |
| 2492 | |
| 2493 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2494 | self, error_name, input_names, output_names |
| 2495 | ) |
| 2496 | |
| 2497 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2498 | self.ser, |
| 2499 | validator_fcns, |
| 2500 | error_name, |
| 2501 | op=op, |
| 2502 | input_shape=val.shape, |
| 2503 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2504 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2505 | output_dtype=output_dtypes, |
| 2506 | result_tensors=results, |
| 2507 | input_list=input_names, |
| 2508 | output_list=output_names, |
| 2509 | num_operands=num_operands, |
| 2510 | ): |
| 2511 | return None |
| 2512 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2513 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2514 | local_bound = False |
| 2515 | |
| 2516 | attr = ts.TosaSerializerAttribute() |
| 2517 | attr.RFFTAttribute(local_bound) |
| 2518 | |
| 2519 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2520 | return results |
| 2521 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame^] | 2522 | def build_shape_op( |
| 2523 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2524 | ): |
| 2525 | assert len(inputs) == 2 |
| 2526 | a, b = inputs |
| 2527 | |
| 2528 | result_tensor = OutputShaper.addShapeOp(self.ser, self.rng, a, b, error_name) |
| 2529 | |
| 2530 | # Invalidate Input/Output list for error if checks. |
| 2531 | input_list = [a.name, b.name] |
| 2532 | output_list = [result_tensor.name] |
| 2533 | pCount, cCount = op["operands"] |
| 2534 | num_operands = pCount + cCount |
| 2535 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2536 | self, error_name, input_list, output_list |
| 2537 | ) |
| 2538 | |
| 2539 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2540 | self.ser, |
| 2541 | validator_fcns, |
| 2542 | error_name, |
| 2543 | op=op, |
| 2544 | input1=a, |
| 2545 | input2=b, |
| 2546 | input_shape=a.shape, |
| 2547 | input_dtype=a.dtype, |
| 2548 | output_shape=result_tensor.shape, |
| 2549 | output_dtype=result_tensor.dtype, |
| 2550 | result_tensors=[result_tensor], |
| 2551 | input_list=input_list, |
| 2552 | output_list=output_list, |
| 2553 | num_operands=num_operands, |
| 2554 | ): |
| 2555 | return None |
| 2556 | |
| 2557 | self.ser.addOperator( |
| 2558 | op["op"], |
| 2559 | input_list, |
| 2560 | output_list, |
| 2561 | ) |
| 2562 | compliance = self.tensorComplianceMetaData( |
| 2563 | op, a.dtype, args_dict, result_tensor, error_name |
| 2564 | ) |
| 2565 | |
| 2566 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2567 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2568 | def create_filter_lists( |
| 2569 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2570 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2571 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2572 | default_test_rank_range = range(1, 5) |
| 2573 | if not shapeFilter: |
| 2574 | shapeFilter = [None] |
| 2575 | |
| 2576 | # Calculate the filters based on what is requested and what the operator allows |
| 2577 | rmin, rmax = op["rank"] |
| 2578 | if rankFilter is not None: |
| 2579 | cleanRankFilter = [] |
| 2580 | # Ensure rankFilter values are allowed by operator |
| 2581 | for rank in rankFilter: |
| 2582 | if rank >= rmin and rank <= rmax: |
| 2583 | cleanRankFilter.append(rank) |
| 2584 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2585 | # Ensure default behaviour is bounded by default range or by operator, |
| 2586 | # whichever is the smaller range of ranks. |
| 2587 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2588 | cleanRankFilter = ( |
| 2589 | opRankRange |
| 2590 | if len(opRankRange) <= len(default_test_rank_range) |
| 2591 | else default_test_rank_range |
| 2592 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2593 | else: |
| 2594 | cleanRankFilter = range(rmin, rmax + 1) |
| 2595 | |
| 2596 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2597 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2598 | if dtypeFilter is not None: |
| 2599 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2600 | # Create list of operator dtypes filtered by requested dtypes |
| 2601 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2602 | if dtype in dtypeFilter or ( |
| 2603 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2604 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2605 | cleanDtypeFilter.append(dtype) |
| 2606 | else: |
| 2607 | cleanDtypeFilter = dtypes |
| 2608 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2609 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2610 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2611 | "shapeFilter": shapeFilter, |
| 2612 | "rankFilter": cleanRankFilter, |
| 2613 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2614 | } |
| 2615 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2616 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2617 | if validator is not None: |
| 2618 | validator_info = validator(check=False, op=op) |
| 2619 | else: |
| 2620 | return None |
| 2621 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2622 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2623 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2624 | # Set parameters as required |
| 2625 | if error_arguments["rank"] is not None: |
| 2626 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2627 | else: |
| 2628 | rankFilter = cleanRankFilter |
| 2629 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2630 | if error_arguments["dtype"] is not None: |
| 2631 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2632 | else: |
| 2633 | dtypeFilter = cleanDtypeFilter |
| 2634 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2635 | if error_arguments["shape"] is not None: |
| 2636 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2637 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2638 | shapeFilter = shapeFilter[ |
| 2639 | :2 |
| 2640 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2641 | |
| 2642 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2643 | "shapeFilter": shapeFilter, |
| 2644 | "rankFilter": rankFilter, |
| 2645 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2646 | } |
| 2647 | return filterDict |
| 2648 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2649 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2650 | self, |
| 2651 | opName, |
| 2652 | shapeFilter=[None], |
| 2653 | rankFilter=None, |
| 2654 | dtypeFilter=None, |
| 2655 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2656 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2657 | |
| 2658 | try: |
| 2659 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2660 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2661 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2662 | |
| 2663 | # Initialize a new random number generator |
| 2664 | self.rng = np.random.default_rng(self.random_seed) |
| 2665 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2666 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2667 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2668 | # Test list consists of a tuple of: |
| 2669 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2670 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2671 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2672 | error_if_validators = op["error_if_validators"] |
| 2673 | else: |
| 2674 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2675 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2676 | for validator in error_if_validators: |
| 2677 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2678 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2679 | else: |
| 2680 | error_name = None |
| 2681 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2682 | filterDict = self.create_filter_lists( |
| 2683 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2684 | ) |
| 2685 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2686 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2687 | cleanRankFilter = filterDict["rankFilter"] |
| 2688 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2689 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2690 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2691 | |
| 2692 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2693 | for t in cleanDtypeFilter: |
| 2694 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2695 | # Filter out by rank |
| 2696 | if shape is not None and len(shape) != r: |
| 2697 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2698 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2699 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2700 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2701 | shapeStr = self.shapeStr(shapeList[0]) |
| 2702 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2703 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2704 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2705 | argList = [] |
| 2706 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2707 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2708 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2709 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2710 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2711 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2712 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2713 | if argStr: |
| 2714 | testStr = "{}_{}_{}_{}".format( |
| 2715 | opName, shapeStr, typeStr, argStr |
| 2716 | ) |
| 2717 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2718 | testStr = "{}_{}_{}".format( |
| 2719 | opName, shapeStr, typeStr |
| 2720 | ) |
| 2721 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2722 | if argStr: |
| 2723 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2724 | opName, error_name, shapeStr, typeStr, argStr |
| 2725 | ) |
| 2726 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2727 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2728 | opName, error_name, shapeStr, typeStr |
| 2729 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2730 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2731 | testList.append( |
| 2732 | (opName, testStr, t, error_name, shapeList, args) |
| 2733 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2734 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2735 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2736 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2737 | if "invalid_test_validators" in op: |
| 2738 | invalid_test_validators = op["invalid_test_validators"] |
| 2739 | clean_testList = [] |
| 2740 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2741 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2742 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2743 | if validator_fcn( |
| 2744 | opName=test[0], |
| 2745 | input_dtype=test[2], |
| 2746 | shapeList=test[4], |
| 2747 | args=test[5], |
| 2748 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2749 | remove_test = True |
| 2750 | if not remove_test: |
| 2751 | clean_testList.append(test) |
| 2752 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2753 | |
| 2754 | return testList |
| 2755 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2756 | def serializeTest( |
| 2757 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2758 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2759 | try: |
| 2760 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2761 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2762 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2763 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2764 | if self.args.verbose: |
| 2765 | print(f"Creating {testStr}") |
| 2766 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2767 | # Create a serializer |
| 2768 | self.createSerializer(opName, testStr) |
| 2769 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2770 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2771 | if "error_if_validators" in op: |
| 2772 | error_if_validators = op["error_if_validators"] |
| 2773 | else: |
| 2774 | error_if_validators = None |
| 2775 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2776 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2777 | num_operands = pCount + cCount |
| 2778 | |
| 2779 | if isinstance(dtype_or_dtypeList, list): |
| 2780 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame^] | 2781 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2782 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2783 | else: |
| 2784 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2785 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame^] | 2786 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2787 | assert ( |
| 2788 | len(shapeList) == num_operands |
| 2789 | ), "shapeList length {} must match number of operands {}".format( |
| 2790 | len(shapeList), num_operands |
| 2791 | ) |
| 2792 | assert ( |
| 2793 | len(dtypeList) == num_operands |
| 2794 | ), "dtypeList length {} must match number of operands {}".format( |
| 2795 | len(dtypeList), num_operands |
| 2796 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2797 | |
| 2798 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2799 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2800 | except KeyError: |
| 2801 | qgen = None |
| 2802 | |
| 2803 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2804 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2805 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2806 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2807 | else: |
| 2808 | qinfo = None |
| 2809 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2810 | # Extra meta data for the desc.json |
| 2811 | tensMeta = {} |
| 2812 | |
| 2813 | # Check we are using the new testArgs interface with an argsDict dictionary |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2814 | if isinstance(testArgs, dict): |
| 2815 | # New interface with args info in dictionary |
| 2816 | argsDict = testArgs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2817 | assert "dg_type" in argsDict |
| 2818 | tvgInfo = tvgen_fcn( |
| 2819 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2820 | ) |
| 2821 | if tvgInfo.dataGenDict: |
| 2822 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2823 | tens = tvgInfo.tensorList |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2824 | |
| 2825 | result = build_fcn( |
| 2826 | self, |
| 2827 | op, |
| 2828 | tens, |
| 2829 | argsDict, |
| 2830 | validator_fcns=error_if_validators, |
| 2831 | error_name=error_name, |
| 2832 | qinfo=qinfo, |
| 2833 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2834 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2835 | # Old interface with args info in a list |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2836 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2837 | |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2838 | try: |
| 2839 | if error_if_validators is None: |
| 2840 | if qinfo is not None: |
| 2841 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2842 | else: |
| 2843 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2844 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2845 | if qinfo is not None: |
| 2846 | result = build_fcn( |
| 2847 | self, |
| 2848 | op, |
| 2849 | *tens, |
| 2850 | *testArgs, |
| 2851 | validator_fcns=error_if_validators, |
| 2852 | error_name=error_name, |
| 2853 | qinfo=qinfo, |
| 2854 | ) |
| 2855 | else: |
| 2856 | result = build_fcn( |
| 2857 | self, |
| 2858 | op, |
| 2859 | *tens, |
| 2860 | *testArgs, |
| 2861 | validator_fcns=error_if_validators, |
| 2862 | error_name=error_name, |
| 2863 | ) |
| 2864 | except TypeError as e: |
| 2865 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
| 2866 | raise e |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2867 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2868 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2869 | # The test is valid, serialize it |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2870 | if isinstance(result, TosaTestGen.BuildInfo) and result.complianceDict: |
| 2871 | # Add the compliance meta data |
| 2872 | # NOTE: This currently expects only one result output |
| 2873 | tensMeta["compliance"] = { |
| 2874 | "version": "0.1", |
| 2875 | "tensors": {result.resultTensor.name: result.complianceDict}, |
| 2876 | } |
| 2877 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2878 | else: |
| 2879 | # The test is not valid |
| 2880 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2881 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2882 | def createDynamicOpLists(self): |
| 2883 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2884 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2885 | # Already created these lists (can occur when class is initialized more than once) |
| 2886 | return |
| 2887 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2888 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2889 | if not self.args.level8k: |
| 2890 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2891 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2892 | else: |
| 2893 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2894 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2895 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2896 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2897 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2898 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2899 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2900 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2901 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2902 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2903 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2904 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2905 | "depthwise_conv2d_TEMPLATE" |
| 2906 | ].copy() |
| 2907 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2908 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2909 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2910 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2911 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2912 | "transpose_conv2d_TEMPLATE" |
| 2913 | ].copy() |
| 2914 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2915 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2916 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2917 | for k in KERNELS_3D: |
| 2918 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2919 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2920 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2921 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2922 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2923 | # Delete any templates after having created any dynamic ops |
| 2924 | # This is a two-pass operation because it's bad practice to delete |
| 2925 | # keys from dictionaries while iterating |
| 2926 | keyList = [] |
| 2927 | for k in self.TOSA_OP_LIST: |
| 2928 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2929 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2930 | keyList.append(k) |
| 2931 | continue |
| 2932 | except KeyError: |
| 2933 | pass |
| 2934 | |
| 2935 | for k in keyList: |
| 2936 | del self.TOSA_OP_LIST[k] |
| 2937 | |
| 2938 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2939 | """Fill in default fields for ops if they aren't already specified. |
| 2940 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2941 | for op in self.TOSA_OP_LIST: |
| 2942 | |
| 2943 | # Required fields |
| 2944 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2945 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2946 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2947 | raise Exception( |
| 2948 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2949 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2950 | |
| 2951 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2952 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2953 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2954 | raise Exception( |
| 2955 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2956 | op |
| 2957 | ) |
| 2958 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2959 | |
| 2960 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2961 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2962 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2963 | raise Exception( |
| 2964 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2965 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2966 | |
| 2967 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2968 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2969 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2970 | raise Exception( |
| 2971 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2972 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2973 | |
| 2974 | # Put in default rank range, if missing |
| 2975 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2976 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2977 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2978 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2979 | |
| 2980 | # Tensor operator list |
| 2981 | # 'op': op name |
| 2982 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2983 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2984 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2985 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2986 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2987 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2988 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2989 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2990 | TYPE_INT_FP = [ |
| 2991 | DType.INT8, |
| 2992 | DType.INT16, |
| 2993 | DType.INT32, |
| 2994 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2995 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2996 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2997 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2998 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2999 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3000 | TYPE_FI32 = [ |
| 3001 | DType.FP32, |
| 3002 | DType.FP16, |
| 3003 | DType.BF16, |
| 3004 | DType.INT32, |
| 3005 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3006 | TYPE_FIB = [ |
| 3007 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3008 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3009 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3010 | DType.INT8, |
| 3011 | DType.INT16, |
| 3012 | DType.INT32, |
| 3013 | DType.BOOL, |
| 3014 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3015 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3016 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3017 | 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] | 3018 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3019 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3020 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3021 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3022 | [DType.INT8, DType.INT8, DType.INT32], |
| 3023 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3024 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3025 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3026 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3027 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3028 | ] |
| 3029 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3030 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3031 | |
| 3032 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3033 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3034 | "argmax": { |
| 3035 | "op": Op.ARGMAX, |
| 3036 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3037 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3038 | "build_fcn": ( |
| 3039 | build_argmax, |
| 3040 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3041 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3042 | TosaArgGen.agAxis, |
| 3043 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3044 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3045 | "error_if_validators": ( |
| 3046 | TosaErrorValidator.evAxisSmallerZero, |
| 3047 | TosaErrorValidator.evAxisLargerRank, |
| 3048 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3049 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3050 | TosaErrorValidator.evWrongRank, |
| 3051 | TosaErrorValidator.evWrongInputType, |
| 3052 | TosaErrorValidator.evWrongOutputType, |
| 3053 | TosaErrorValidator.evWrongInputList, |
| 3054 | TosaErrorValidator.evWrongOutputList, |
| 3055 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3056 | "data_gen": { |
| 3057 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3058 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3059 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3060 | "avg_pool2d": { |
| 3061 | "op": Op.AVG_POOL2D, |
| 3062 | "operands": (1, 0), |
| 3063 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3064 | "build_fcn": ( |
| 3065 | build_pool2d, |
| 3066 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3067 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3068 | TosaArgGen.agPooling, |
| 3069 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3070 | "qgen": TosaQuantGen.qgUnary, |
| 3071 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3072 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3073 | "error_if_validators": ( |
| 3074 | TosaErrorValidator.evKernelSmallerOne, |
| 3075 | TosaErrorValidator.evStrideSmallerOne, |
| 3076 | TosaErrorValidator.evPadSmallerZero, |
| 3077 | TosaErrorValidator.evWrongRank, |
| 3078 | TosaErrorValidator.evWrongInputType, |
| 3079 | TosaErrorValidator.evWrongOutputType, |
| 3080 | TosaErrorValidator.evWrongInputList, |
| 3081 | TosaErrorValidator.evWrongOutputList, |
| 3082 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3083 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3084 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3085 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3086 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3087 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3088 | "data_gen": { |
| 3089 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3090 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3091 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3092 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3093 | "conv2d_TEMPLATE": { |
| 3094 | "op": Op.CONV2D, |
| 3095 | "operands": (1, 2), |
| 3096 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3097 | "build_fcn": ( |
| 3098 | build_conv2d, |
| 3099 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3100 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3101 | TosaArgGen.agConv, |
| 3102 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3103 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3104 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3105 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3106 | "error_if_validators": ( |
| 3107 | TosaErrorValidator.evWrongInputType, |
| 3108 | TosaErrorValidator.evWrongOutputType, |
| 3109 | TosaErrorValidator.evWrongInputList, |
| 3110 | TosaErrorValidator.evWrongOutputList, |
| 3111 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3112 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3113 | TosaErrorValidator.evPadSmallerZero, |
| 3114 | TosaErrorValidator.evStrideSmallerOne, |
| 3115 | TosaErrorValidator.evDilationSmallerOne, |
| 3116 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3117 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3118 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3119 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3120 | "data_gen": { |
| 3121 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3122 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3123 | "template": True, |
| 3124 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3125 | # Templated operator. Filled in by createDynamicOpLists |
| 3126 | "conv3d_TEMPLATE": { |
| 3127 | "op": Op.CONV3D, |
| 3128 | "operands": (1, 2), |
| 3129 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3130 | "build_fcn": ( |
| 3131 | build_conv3d, |
| 3132 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3133 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3134 | TosaArgGen.agConv, |
| 3135 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3136 | "qgen": TosaQuantGen.qgConv, |
| 3137 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3138 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3139 | "error_if_validators": ( |
| 3140 | TosaErrorValidator.evWrongInputType, |
| 3141 | TosaErrorValidator.evWrongOutputType, |
| 3142 | TosaErrorValidator.evWrongInputList, |
| 3143 | TosaErrorValidator.evWrongOutputList, |
| 3144 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3145 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3146 | TosaErrorValidator.evPadSmallerZero, |
| 3147 | TosaErrorValidator.evStrideSmallerOne, |
| 3148 | TosaErrorValidator.evDilationSmallerOne, |
| 3149 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3150 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3151 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3152 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3153 | "template": True, |
| 3154 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3155 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3156 | "depthwise_conv2d_TEMPLATE": { |
| 3157 | "op": Op.DEPTHWISE_CONV2D, |
| 3158 | "operands": (1, 2), |
| 3159 | "filter": [1, 1], |
| 3160 | "rank": (4, 4), |
| 3161 | "build_fcn": ( |
| 3162 | build_depthwise_conv2d, |
| 3163 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3164 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3165 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3166 | ), |
| 3167 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3168 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3169 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3170 | "error_if_validators": ( |
| 3171 | TosaErrorValidator.evWrongInputType, |
| 3172 | TosaErrorValidator.evWrongOutputType, |
| 3173 | TosaErrorValidator.evWrongInputList, |
| 3174 | TosaErrorValidator.evWrongOutputList, |
| 3175 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3176 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3177 | TosaErrorValidator.evPadSmallerZero, |
| 3178 | TosaErrorValidator.evStrideSmallerOne, |
| 3179 | TosaErrorValidator.evDilationSmallerOne, |
| 3180 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3181 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3182 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3183 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3184 | "template": True, |
| 3185 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3186 | "fully_connected": { |
| 3187 | "op": Op.FULLY_CONNECTED, |
| 3188 | "operands": (1, 2), |
| 3189 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3190 | "build_fcn": ( |
| 3191 | build_fully_connected, |
| 3192 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3193 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3194 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3195 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3196 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3197 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3198 | "error_if_validators": ( |
| 3199 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3200 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3201 | TosaErrorValidator.evWrongRank, |
| 3202 | TosaErrorValidator.evWrongInputType, |
| 3203 | TosaErrorValidator.evWrongOutputType, |
| 3204 | TosaErrorValidator.evWrongInputList, |
| 3205 | TosaErrorValidator.evWrongOutputList, |
| 3206 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3207 | "data_gen": { |
| 3208 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3209 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3210 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3211 | "matmul": { |
| 3212 | "op": Op.MATMUL, |
| 3213 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3214 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3215 | "build_fcn": ( |
| 3216 | build_matmul, |
| 3217 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3218 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3219 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3220 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3221 | "qgen": TosaQuantGen.qgMatmul, |
| 3222 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3223 | "error_if_validators": ( |
| 3224 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3225 | TosaErrorValidator.evWrongRank, |
| 3226 | TosaErrorValidator.evWrongInputType, |
| 3227 | TosaErrorValidator.evWrongOutputType, |
| 3228 | TosaErrorValidator.evWrongInputList, |
| 3229 | TosaErrorValidator.evWrongOutputList, |
| 3230 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3231 | "data_gen": { |
| 3232 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3233 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3234 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3235 | "max_pool2d": { |
| 3236 | "op": Op.MAX_POOL2D, |
| 3237 | "operands": (1, 0), |
| 3238 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3239 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3240 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3241 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3242 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3243 | TosaArgGen.agPooling, |
| 3244 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3245 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3246 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3247 | "error_if_validators": ( |
| 3248 | TosaErrorValidator.evKernelSmallerOne, |
| 3249 | TosaErrorValidator.evStrideSmallerOne, |
| 3250 | TosaErrorValidator.evPadSmallerZero, |
| 3251 | TosaErrorValidator.evWrongRank, |
| 3252 | TosaErrorValidator.evWrongInputType, |
| 3253 | TosaErrorValidator.evWrongOutputType, |
| 3254 | TosaErrorValidator.evWrongInputList, |
| 3255 | TosaErrorValidator.evWrongOutputList, |
| 3256 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3257 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3258 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3259 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3260 | "data_gen": { |
| 3261 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3262 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3263 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3264 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3265 | "transpose_conv2d_TEMPLATE": { |
| 3266 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3267 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3268 | "rank": (4, 4), |
| 3269 | "build_fcn": ( |
| 3270 | build_transpose_conv2d, |
| 3271 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3272 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3273 | TosaArgGen.agTransposeConv2D, |
| 3274 | ), |
| 3275 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3276 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3277 | "invalid_test_validators": ( |
| 3278 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3279 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3280 | ), |
| 3281 | "error_if_validators": ( |
| 3282 | TosaErrorValidator.evWrongInputType, |
| 3283 | TosaErrorValidator.evWrongOutputType, |
| 3284 | TosaErrorValidator.evWrongInputList, |
| 3285 | TosaErrorValidator.evWrongOutputList, |
| 3286 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3287 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3288 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3289 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3290 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3291 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3292 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3293 | "template": True, |
| 3294 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3295 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3296 | "clamp": { |
| 3297 | "op": Op.CLAMP, |
| 3298 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3299 | "build_fcn": ( |
| 3300 | build_clamp, |
| 3301 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3302 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3303 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3304 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3305 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3306 | "error_if_validators": ( |
| 3307 | TosaErrorValidator.evMaxSmallerMin, |
| 3308 | TosaErrorValidator.evWrongInputType, |
| 3309 | TosaErrorValidator.evWrongOutputType, |
| 3310 | TosaErrorValidator.evWrongInputList, |
| 3311 | TosaErrorValidator.evWrongOutputList, |
| 3312 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3313 | "data_gen": { |
| 3314 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3315 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3316 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3317 | "sigmoid": { |
| 3318 | "op": Op.SIGMOID, |
| 3319 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3320 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3321 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3322 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3323 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3324 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3325 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3326 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3327 | "error_if_validators": ( |
| 3328 | TosaErrorValidator.evWrongInputType, |
| 3329 | TosaErrorValidator.evWrongOutputType, |
| 3330 | TosaErrorValidator.evWrongInputList, |
| 3331 | TosaErrorValidator.evWrongOutputList, |
| 3332 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3333 | "data_gen": { |
| 3334 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3335 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3336 | }, |
| 3337 | "tanh": { |
| 3338 | "op": Op.TANH, |
| 3339 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3340 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3341 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3342 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3343 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3344 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3345 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3346 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3347 | "error_if_validators": ( |
| 3348 | TosaErrorValidator.evWrongInputType, |
| 3349 | TosaErrorValidator.evWrongOutputType, |
| 3350 | TosaErrorValidator.evWrongInputList, |
| 3351 | TosaErrorValidator.evWrongOutputList, |
| 3352 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3353 | "data_gen": { |
| 3354 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3355 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3356 | "compliance": { |
| 3357 | "abs_error_lower_bound": 0.5, |
| 3358 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3359 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3360 | "erf": { |
| 3361 | "op": Op.ERF, |
| 3362 | "operands": (1, 0), |
| 3363 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3364 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3365 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3366 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3367 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3368 | ), |
| 3369 | "types": TYPE_FP, |
| 3370 | "error_if_validators": ( |
| 3371 | TosaErrorValidator.evWrongInputType, |
| 3372 | TosaErrorValidator.evWrongOutputType, |
| 3373 | TosaErrorValidator.evWrongInputList, |
| 3374 | TosaErrorValidator.evWrongOutputList, |
| 3375 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3376 | "data_gen": { |
| 3377 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3378 | }, |
| 3379 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3380 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3381 | # Elementwise Binary Operators |
| 3382 | "add": { |
| 3383 | "op": Op.ADD, |
| 3384 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3385 | "build_fcn": ( |
| 3386 | build_binary_broadcast, |
| 3387 | TosaTensorGen.tgBroadcastFuzz, |
| 3388 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3389 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3390 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3391 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3392 | "error_if_validators": ( |
| 3393 | TosaErrorValidator.evRankMismatch, |
| 3394 | TosaErrorValidator.evWrongInputType, |
| 3395 | TosaErrorValidator.evWrongOutputType, |
| 3396 | TosaErrorValidator.evWrongInputList, |
| 3397 | TosaErrorValidator.evWrongOutputList, |
| 3398 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3399 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3400 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3401 | "data_gen": { |
| 3402 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3403 | }, |
| 3404 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3405 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3406 | "arithmetic_right_shift": { |
| 3407 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3408 | "operands": (2, 0), |
| 3409 | "build_fcn": ( |
| 3410 | build_arithmetic_right_shift, |
| 3411 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3412 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3413 | TosaArgGen.agArithmeticRightShift, |
| 3414 | ), |
| 3415 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3416 | "error_if_validators": ( |
| 3417 | TosaErrorValidator.evRankMismatch, |
| 3418 | TosaErrorValidator.evWrongInputType, |
| 3419 | TosaErrorValidator.evWrongOutputType, |
| 3420 | TosaErrorValidator.evWrongInputList, |
| 3421 | TosaErrorValidator.evWrongOutputList, |
| 3422 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3423 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3424 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3425 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3426 | "bitwise_and": { |
| 3427 | "op": Op.BITWISE_AND, |
| 3428 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3429 | "build_fcn": ( |
| 3430 | build_binary_broadcast, |
| 3431 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3432 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3433 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3434 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3435 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3436 | "error_if_validators": ( |
| 3437 | TosaErrorValidator.evRankMismatch, |
| 3438 | TosaErrorValidator.evWrongInputType, |
| 3439 | TosaErrorValidator.evWrongOutputType, |
| 3440 | TosaErrorValidator.evWrongInputList, |
| 3441 | TosaErrorValidator.evWrongOutputList, |
| 3442 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3443 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3444 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3445 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3446 | "bitwise_or": { |
| 3447 | "op": Op.BITWISE_OR, |
| 3448 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3449 | "build_fcn": ( |
| 3450 | build_binary_broadcast, |
| 3451 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3452 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3453 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3454 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3455 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3456 | "error_if_validators": ( |
| 3457 | TosaErrorValidator.evRankMismatch, |
| 3458 | TosaErrorValidator.evWrongInputType, |
| 3459 | TosaErrorValidator.evWrongOutputType, |
| 3460 | TosaErrorValidator.evWrongInputList, |
| 3461 | TosaErrorValidator.evWrongOutputList, |
| 3462 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3463 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3464 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3465 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3466 | "bitwise_xor": { |
| 3467 | "op": Op.BITWISE_XOR, |
| 3468 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3469 | "build_fcn": ( |
| 3470 | build_binary_broadcast, |
| 3471 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3472 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3473 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3474 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3475 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3476 | "error_if_validators": ( |
| 3477 | TosaErrorValidator.evRankMismatch, |
| 3478 | TosaErrorValidator.evWrongInputType, |
| 3479 | TosaErrorValidator.evWrongOutputType, |
| 3480 | TosaErrorValidator.evWrongInputList, |
| 3481 | TosaErrorValidator.evWrongOutputList, |
| 3482 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3483 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3484 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3485 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3486 | "intdiv": { |
| 3487 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3488 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3489 | "build_fcn": ( |
| 3490 | build_binary_broadcast, |
| 3491 | TosaTensorGen.tgBroadcastFuzz, |
| 3492 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3493 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3494 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3495 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3496 | "error_if_validators": ( |
| 3497 | TosaErrorValidator.evRankMismatch, |
| 3498 | TosaErrorValidator.evWrongInputType, |
| 3499 | TosaErrorValidator.evWrongOutputType, |
| 3500 | TosaErrorValidator.evWrongInputList, |
| 3501 | TosaErrorValidator.evWrongOutputList, |
| 3502 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3503 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3504 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3505 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3506 | "logical_and": { |
| 3507 | "op": Op.LOGICAL_AND, |
| 3508 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3509 | "build_fcn": ( |
| 3510 | build_binary_broadcast, |
| 3511 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3512 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3513 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3514 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3515 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3516 | "error_if_validators": ( |
| 3517 | TosaErrorValidator.evRankMismatch, |
| 3518 | TosaErrorValidator.evWrongInputType, |
| 3519 | TosaErrorValidator.evWrongOutputType, |
| 3520 | TosaErrorValidator.evWrongInputList, |
| 3521 | TosaErrorValidator.evWrongOutputList, |
| 3522 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3523 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3524 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3525 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3526 | "logical_left_shift": { |
| 3527 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3528 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3529 | "build_fcn": ( |
| 3530 | build_binary_broadcast, |
| 3531 | TosaTensorGen.tgBroadcastFuzz, |
| 3532 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3533 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3534 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3535 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3536 | "error_if_validators": ( |
| 3537 | TosaErrorValidator.evRankMismatch, |
| 3538 | TosaErrorValidator.evWrongInputType, |
| 3539 | TosaErrorValidator.evWrongOutputType, |
| 3540 | TosaErrorValidator.evWrongInputList, |
| 3541 | TosaErrorValidator.evWrongOutputList, |
| 3542 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3543 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3544 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3545 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3546 | "logical_right_shift": { |
| 3547 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3548 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3549 | "build_fcn": ( |
| 3550 | build_binary_broadcast, |
| 3551 | TosaTensorGen.tgBroadcastFuzz, |
| 3552 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3553 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3554 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3555 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3556 | "error_if_validators": ( |
| 3557 | TosaErrorValidator.evRankMismatch, |
| 3558 | TosaErrorValidator.evWrongInputType, |
| 3559 | TosaErrorValidator.evWrongOutputType, |
| 3560 | TosaErrorValidator.evWrongInputList, |
| 3561 | TosaErrorValidator.evWrongOutputList, |
| 3562 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3563 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3564 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3565 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3566 | "logical_or": { |
| 3567 | "op": Op.LOGICAL_OR, |
| 3568 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3569 | "build_fcn": ( |
| 3570 | build_binary_broadcast, |
| 3571 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3572 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3573 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3574 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3575 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3576 | "error_if_validators": ( |
| 3577 | TosaErrorValidator.evRankMismatch, |
| 3578 | TosaErrorValidator.evWrongInputType, |
| 3579 | TosaErrorValidator.evWrongOutputType, |
| 3580 | TosaErrorValidator.evWrongInputList, |
| 3581 | TosaErrorValidator.evWrongOutputList, |
| 3582 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3583 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3584 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3585 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3586 | "logical_xor": { |
| 3587 | "op": Op.LOGICAL_XOR, |
| 3588 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3589 | "build_fcn": ( |
| 3590 | build_binary_broadcast, |
| 3591 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3592 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3593 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3594 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3595 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3596 | "error_if_validators": ( |
| 3597 | TosaErrorValidator.evRankMismatch, |
| 3598 | TosaErrorValidator.evWrongInputType, |
| 3599 | TosaErrorValidator.evWrongOutputType, |
| 3600 | TosaErrorValidator.evWrongInputList, |
| 3601 | TosaErrorValidator.evWrongOutputList, |
| 3602 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3603 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3604 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3605 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3606 | "maximum": { |
| 3607 | "op": Op.MAXIMUM, |
| 3608 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3609 | "build_fcn": ( |
| 3610 | build_binary_broadcast, |
| 3611 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3612 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3613 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3614 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3615 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3616 | "error_if_validators": ( |
| 3617 | TosaErrorValidator.evRankMismatch, |
| 3618 | TosaErrorValidator.evWrongInputType, |
| 3619 | TosaErrorValidator.evWrongOutputType, |
| 3620 | TosaErrorValidator.evWrongInputList, |
| 3621 | TosaErrorValidator.evWrongOutputList, |
| 3622 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3623 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3624 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3625 | "data_gen": { |
| 3626 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3627 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3628 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3629 | "minimum": { |
| 3630 | "op": Op.MINIMUM, |
| 3631 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3632 | "build_fcn": ( |
| 3633 | build_binary_broadcast, |
| 3634 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3635 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3636 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3637 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3638 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3639 | "error_if_validators": ( |
| 3640 | TosaErrorValidator.evRankMismatch, |
| 3641 | TosaErrorValidator.evWrongInputType, |
| 3642 | TosaErrorValidator.evWrongOutputType, |
| 3643 | TosaErrorValidator.evWrongInputList, |
| 3644 | TosaErrorValidator.evWrongOutputList, |
| 3645 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3646 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3647 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3648 | "data_gen": { |
| 3649 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3650 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3651 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3652 | "mul": { |
| 3653 | "op": Op.MUL, |
| 3654 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3655 | "build_fcn": ( |
| 3656 | build_mul, |
| 3657 | TosaTensorGen.tgBroadcastFuzz, |
| 3658 | TosaTensorValuesGen.tvgMul, |
| 3659 | TosaArgGen.agMul, |
| 3660 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3661 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3662 | "error_if_validators": ( |
| 3663 | TosaErrorValidator.evWrongInputType, |
| 3664 | TosaErrorValidator.evWrongOutputType, |
| 3665 | TosaErrorValidator.evWrongInputList, |
| 3666 | TosaErrorValidator.evWrongOutputList, |
| 3667 | TosaErrorValidator.evRankMismatch, |
| 3668 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3669 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3670 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3671 | "data_gen": { |
| 3672 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3673 | }, |
| 3674 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3675 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3676 | "pow": { |
| 3677 | "op": Op.POW, |
| 3678 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3679 | "build_fcn": ( |
| 3680 | build_binary_broadcast, |
| 3681 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3682 | TosaTensorValuesGen.tvgPow, |
| 3683 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3684 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3685 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3686 | "error_if_validators": ( |
| 3687 | TosaErrorValidator.evRankMismatch, |
| 3688 | TosaErrorValidator.evWrongInputType, |
| 3689 | TosaErrorValidator.evWrongOutputType, |
| 3690 | TosaErrorValidator.evWrongInputList, |
| 3691 | TosaErrorValidator.evWrongOutputList, |
| 3692 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3693 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3694 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3695 | "data_gen": { |
| 3696 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3697 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3698 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3699 | "sub": { |
| 3700 | "op": Op.SUB, |
| 3701 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3702 | "build_fcn": ( |
| 3703 | build_binary_broadcast, |
| 3704 | TosaTensorGen.tgBroadcastFuzz, |
| 3705 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3706 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3707 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3708 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3709 | "error_if_validators": ( |
| 3710 | TosaErrorValidator.evRankMismatch, |
| 3711 | TosaErrorValidator.evWrongInputType, |
| 3712 | TosaErrorValidator.evWrongOutputType, |
| 3713 | TosaErrorValidator.evWrongInputList, |
| 3714 | TosaErrorValidator.evWrongOutputList, |
| 3715 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3716 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3717 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3718 | "data_gen": { |
| 3719 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3720 | }, |
| 3721 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3722 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3723 | "table": { |
| 3724 | "op": Op.TABLE, |
| 3725 | # Use the automatic generation functions to create the input array |
| 3726 | # but create the table tensor in the build function, as it may be |
| 3727 | # a different type from the input |
| 3728 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3729 | "build_fcn": ( |
| 3730 | build_table, |
| 3731 | TosaTensorGen.tgBasic, |
| 3732 | TosaTensorValuesGen.tvgDefault, |
| 3733 | TosaArgGen.agTable, |
| 3734 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3735 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3736 | "error_if_validators": ( |
| 3737 | TosaErrorValidator.evWrongInputType, |
| 3738 | TosaErrorValidator.evWrongOutputType, |
| 3739 | TosaErrorValidator.evWrongInputList, |
| 3740 | TosaErrorValidator.evWrongOutputList, |
| 3741 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3742 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3743 | # Elementwise Unary operators |
| 3744 | "abs": { |
| 3745 | "op": Op.ABS, |
| 3746 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3747 | "build_fcn": ( |
| 3748 | build_unary, |
| 3749 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3750 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3751 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3752 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3753 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3754 | "error_if_validators": ( |
| 3755 | TosaErrorValidator.evWrongInputType, |
| 3756 | TosaErrorValidator.evWrongOutputType, |
| 3757 | TosaErrorValidator.evWrongInputList, |
| 3758 | TosaErrorValidator.evWrongOutputList, |
| 3759 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3760 | "data_gen": { |
| 3761 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3762 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3763 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3764 | "bitwise_not": { |
| 3765 | "op": Op.BITWISE_NOT, |
| 3766 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3767 | "build_fcn": ( |
| 3768 | build_unary, |
| 3769 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3770 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3771 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3772 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3773 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3774 | "error_if_validators": ( |
| 3775 | TosaErrorValidator.evWrongInputType, |
| 3776 | TosaErrorValidator.evWrongOutputType, |
| 3777 | TosaErrorValidator.evWrongInputList, |
| 3778 | TosaErrorValidator.evWrongOutputList, |
| 3779 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3780 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3781 | "ceil": { |
| 3782 | "op": Op.CEIL, |
| 3783 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3784 | "build_fcn": ( |
| 3785 | build_unary, |
| 3786 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3787 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3788 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3789 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3790 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3791 | "error_if_validators": ( |
| 3792 | TosaErrorValidator.evWrongInputType, |
| 3793 | TosaErrorValidator.evWrongOutputType, |
| 3794 | TosaErrorValidator.evWrongInputList, |
| 3795 | TosaErrorValidator.evWrongOutputList, |
| 3796 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3797 | "data_gen": { |
| 3798 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3799 | }, |
| 3800 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3801 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3802 | "clz": { |
| 3803 | "op": Op.CLZ, |
| 3804 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3805 | "build_fcn": ( |
| 3806 | build_unary, |
| 3807 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3808 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3809 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3810 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3811 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3812 | "error_if_validators": ( |
| 3813 | TosaErrorValidator.evWrongInputType, |
| 3814 | TosaErrorValidator.evWrongOutputType, |
| 3815 | TosaErrorValidator.evWrongInputList, |
| 3816 | TosaErrorValidator.evWrongOutputList, |
| 3817 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3818 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3819 | "exp": { |
| 3820 | "op": Op.EXP, |
| 3821 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3822 | "build_fcn": ( |
| 3823 | build_unary, |
| 3824 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3825 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3826 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3827 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3828 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3829 | "error_if_validators": ( |
| 3830 | TosaErrorValidator.evWrongInputType, |
| 3831 | TosaErrorValidator.evWrongOutputType, |
| 3832 | TosaErrorValidator.evWrongInputList, |
| 3833 | TosaErrorValidator.evWrongOutputList, |
| 3834 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3835 | "data_gen": { |
| 3836 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3837 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3838 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3839 | "floor": { |
| 3840 | "op": Op.FLOOR, |
| 3841 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3842 | "build_fcn": ( |
| 3843 | build_unary, |
| 3844 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3845 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3846 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3847 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3848 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3849 | "error_if_validators": ( |
| 3850 | TosaErrorValidator.evWrongInputType, |
| 3851 | TosaErrorValidator.evWrongOutputType, |
| 3852 | TosaErrorValidator.evWrongInputList, |
| 3853 | TosaErrorValidator.evWrongOutputList, |
| 3854 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3855 | "data_gen": { |
| 3856 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3857 | }, |
| 3858 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3859 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3860 | "log": { |
| 3861 | "op": Op.LOG, |
| 3862 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3863 | "build_fcn": ( |
| 3864 | build_unary, |
| 3865 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3866 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3867 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3868 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3869 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3870 | "error_if_validators": ( |
| 3871 | TosaErrorValidator.evWrongInputType, |
| 3872 | TosaErrorValidator.evWrongOutputType, |
| 3873 | TosaErrorValidator.evWrongInputList, |
| 3874 | TosaErrorValidator.evWrongOutputList, |
| 3875 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3876 | "data_gen": { |
| 3877 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3878 | }, |
| 3879 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3880 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3881 | "logical_not": { |
| 3882 | "op": Op.LOGICAL_NOT, |
| 3883 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3884 | "build_fcn": ( |
| 3885 | build_unary, |
| 3886 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3887 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3888 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3889 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3890 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3891 | "error_if_validators": ( |
| 3892 | TosaErrorValidator.evWrongInputType, |
| 3893 | TosaErrorValidator.evWrongOutputType, |
| 3894 | TosaErrorValidator.evWrongInputList, |
| 3895 | TosaErrorValidator.evWrongOutputList, |
| 3896 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3897 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3898 | "negate": { |
| 3899 | "op": Op.NEGATE, |
| 3900 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3901 | "build_fcn": ( |
| 3902 | build_unary, |
| 3903 | TosaTensorGen.tgBasic, |
| 3904 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3905 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3906 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3907 | "qgen": TosaQuantGen.qgUnary, |
| 3908 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3909 | "error_if_validators": ( |
| 3910 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3911 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3912 | TosaErrorValidator.evWrongInputType, |
| 3913 | TosaErrorValidator.evWrongOutputType, |
| 3914 | TosaErrorValidator.evWrongInputList, |
| 3915 | TosaErrorValidator.evWrongOutputList, |
| 3916 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3917 | "data_gen": { |
| 3918 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3919 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3920 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3921 | "reciprocal": { |
| 3922 | "op": Op.RECIPROCAL, |
| 3923 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3924 | "build_fcn": ( |
| 3925 | build_unary, |
| 3926 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3927 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3928 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3929 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3930 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3931 | "error_if_validators": ( |
| 3932 | TosaErrorValidator.evWrongInputType, |
| 3933 | TosaErrorValidator.evWrongOutputType, |
| 3934 | TosaErrorValidator.evWrongInputList, |
| 3935 | TosaErrorValidator.evWrongOutputList, |
| 3936 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3937 | "data_gen": { |
| 3938 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3939 | }, |
| 3940 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3941 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3942 | "rsqrt": { |
| 3943 | "op": Op.RSQRT, |
| 3944 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3945 | "build_fcn": ( |
| 3946 | build_unary, |
| 3947 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3948 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3949 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3950 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3951 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3952 | "error_if_validators": ( |
| 3953 | TosaErrorValidator.evWrongInputType, |
| 3954 | TosaErrorValidator.evWrongOutputType, |
| 3955 | TosaErrorValidator.evWrongInputList, |
| 3956 | TosaErrorValidator.evWrongOutputList, |
| 3957 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3958 | "data_gen": { |
| 3959 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3960 | }, |
| 3961 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3962 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3963 | # Elementwise Ternary operators |
| 3964 | "select": { |
| 3965 | "op": Op.SELECT, |
| 3966 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3967 | "build_fcn": ( |
| 3968 | build_select, |
| 3969 | TosaTensorGen.tgBroadcastFuzz, |
| 3970 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 3971 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3972 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3973 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3974 | "error_if_validators": ( |
| 3975 | TosaErrorValidator.evRankMismatch, |
| 3976 | TosaErrorValidator.evWrongInputType, |
| 3977 | TosaErrorValidator.evWrongOutputType, |
| 3978 | TosaErrorValidator.evWrongInputList, |
| 3979 | TosaErrorValidator.evWrongOutputList, |
| 3980 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3981 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3982 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 3983 | "data_gen": { |
| 3984 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3985 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3986 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3987 | # Comparison operators |
| 3988 | "equal": { |
| 3989 | "op": Op.EQUAL, |
| 3990 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3991 | "build_fcn": ( |
| 3992 | build_comparison, |
| 3993 | TosaTensorGen.tgBroadcastFuzz, |
| 3994 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3995 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3996 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3997 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3998 | "error_if_validators": ( |
| 3999 | TosaErrorValidator.evRankMismatch, |
| 4000 | TosaErrorValidator.evWrongInputType, |
| 4001 | TosaErrorValidator.evWrongOutputType, |
| 4002 | TosaErrorValidator.evWrongInputList, |
| 4003 | TosaErrorValidator.evWrongOutputList, |
| 4004 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4005 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4006 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4007 | "data_gen": { |
| 4008 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4009 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4010 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4011 | "greater_equal": { |
| 4012 | "op": Op.GREATER_EQUAL, |
| 4013 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4014 | "build_fcn": ( |
| 4015 | build_comparison, |
| 4016 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4017 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4018 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4019 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4020 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4021 | "error_if_validators": ( |
| 4022 | TosaErrorValidator.evRankMismatch, |
| 4023 | TosaErrorValidator.evWrongInputType, |
| 4024 | TosaErrorValidator.evWrongOutputType, |
| 4025 | TosaErrorValidator.evWrongInputList, |
| 4026 | TosaErrorValidator.evWrongOutputList, |
| 4027 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4028 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4029 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4030 | "data_gen": { |
| 4031 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4032 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4033 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4034 | "greater": { |
| 4035 | "op": Op.GREATER, |
| 4036 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4037 | "build_fcn": ( |
| 4038 | build_comparison, |
| 4039 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4040 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4041 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4042 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4043 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4044 | "error_if_validators": ( |
| 4045 | TosaErrorValidator.evRankMismatch, |
| 4046 | TosaErrorValidator.evWrongInputType, |
| 4047 | TosaErrorValidator.evWrongOutputType, |
| 4048 | TosaErrorValidator.evWrongInputList, |
| 4049 | TosaErrorValidator.evWrongOutputList, |
| 4050 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4051 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4052 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4053 | "data_gen": { |
| 4054 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4055 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4056 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4057 | # Reduction operators |
| 4058 | "reduce_all": { |
| 4059 | "op": Op.REDUCE_ALL, |
| 4060 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4061 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4062 | "build_fcn": ( |
| 4063 | build_reduce, |
| 4064 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4065 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4066 | TosaArgGen.agAxis, |
| 4067 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4068 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4069 | "error_if_validators": ( |
| 4070 | TosaErrorValidator.evAxisLargerRank, |
| 4071 | TosaErrorValidator.evAxisSmallerZero, |
| 4072 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4073 | TosaErrorValidator.evWrongInputType, |
| 4074 | TosaErrorValidator.evWrongOutputType, |
| 4075 | TosaErrorValidator.evWrongRank, |
| 4076 | TosaErrorValidator.evWrongInputList, |
| 4077 | TosaErrorValidator.evWrongOutputList, |
| 4078 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4079 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4080 | "reduce_any": { |
| 4081 | "op": Op.REDUCE_ANY, |
| 4082 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4083 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4084 | "build_fcn": ( |
| 4085 | build_reduce, |
| 4086 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4087 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4088 | TosaArgGen.agAxis, |
| 4089 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4090 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4091 | "error_if_validators": ( |
| 4092 | TosaErrorValidator.evAxisLargerRank, |
| 4093 | TosaErrorValidator.evAxisSmallerZero, |
| 4094 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4095 | TosaErrorValidator.evWrongInputType, |
| 4096 | TosaErrorValidator.evWrongOutputType, |
| 4097 | TosaErrorValidator.evWrongRank, |
| 4098 | TosaErrorValidator.evWrongInputList, |
| 4099 | TosaErrorValidator.evWrongOutputList, |
| 4100 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4101 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4102 | "reduce_max": { |
| 4103 | "op": Op.REDUCE_MAX, |
| 4104 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4105 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4106 | "build_fcn": ( |
| 4107 | build_reduce, |
| 4108 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4109 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4110 | TosaArgGen.agAxis, |
| 4111 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4112 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4113 | "error_if_validators": ( |
| 4114 | TosaErrorValidator.evAxisLargerRank, |
| 4115 | TosaErrorValidator.evAxisSmallerZero, |
| 4116 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4117 | TosaErrorValidator.evWrongInputType, |
| 4118 | TosaErrorValidator.evWrongOutputType, |
| 4119 | TosaErrorValidator.evWrongRank, |
| 4120 | TosaErrorValidator.evWrongInputList, |
| 4121 | TosaErrorValidator.evWrongOutputList, |
| 4122 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4123 | "data_gen": { |
| 4124 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4125 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4126 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4127 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4128 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4129 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4130 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4131 | "build_fcn": ( |
| 4132 | build_reduce, |
| 4133 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4134 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4135 | TosaArgGen.agAxis, |
| 4136 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4137 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4138 | "error_if_validators": ( |
| 4139 | TosaErrorValidator.evAxisLargerRank, |
| 4140 | TosaErrorValidator.evAxisSmallerZero, |
| 4141 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4142 | TosaErrorValidator.evWrongInputType, |
| 4143 | TosaErrorValidator.evWrongOutputType, |
| 4144 | TosaErrorValidator.evWrongRank, |
| 4145 | TosaErrorValidator.evWrongInputList, |
| 4146 | TosaErrorValidator.evWrongOutputList, |
| 4147 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4148 | "data_gen": { |
| 4149 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4150 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4151 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4152 | "reduce_product": { |
| 4153 | "op": Op.REDUCE_PRODUCT, |
| 4154 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4155 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4156 | "build_fcn": ( |
| 4157 | build_reduce, |
| 4158 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4159 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4160 | TosaArgGen.agAxis, |
| 4161 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4162 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4163 | "error_if_validators": ( |
| 4164 | TosaErrorValidator.evAxisLargerRank, |
| 4165 | TosaErrorValidator.evAxisSmallerZero, |
| 4166 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4167 | TosaErrorValidator.evWrongInputType, |
| 4168 | TosaErrorValidator.evWrongOutputType, |
| 4169 | TosaErrorValidator.evWrongRank, |
| 4170 | TosaErrorValidator.evWrongInputList, |
| 4171 | TosaErrorValidator.evWrongOutputList, |
| 4172 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4173 | "data_gen": { |
| 4174 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4175 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4176 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4177 | "reduce_sum": { |
| 4178 | "op": Op.REDUCE_SUM, |
| 4179 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4180 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4181 | "build_fcn": ( |
| 4182 | build_reduce, |
| 4183 | TosaTensorGen.tgBasic, |
| 4184 | TosaTensorValuesGen.tvgReduceSum, |
| 4185 | TosaArgGen.agAxis, |
| 4186 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4187 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4188 | "error_if_validators": ( |
| 4189 | TosaErrorValidator.evAxisLargerRank, |
| 4190 | TosaErrorValidator.evAxisSmallerZero, |
| 4191 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4192 | TosaErrorValidator.evWrongInputType, |
| 4193 | TosaErrorValidator.evWrongOutputType, |
| 4194 | TosaErrorValidator.evWrongRank, |
| 4195 | TosaErrorValidator.evWrongInputList, |
| 4196 | TosaErrorValidator.evWrongOutputList, |
| 4197 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4198 | "data_gen": { |
| 4199 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4200 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4201 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4202 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4203 | "concat": { |
| 4204 | "op": Op.CONCAT, |
| 4205 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4206 | "build_fcn": ( |
| 4207 | build_concat, |
| 4208 | TosaTensorGen.tgConcat, |
| 4209 | TosaTensorValuesGen.tvgConcat, |
| 4210 | TosaArgGen.agAxis, |
| 4211 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4212 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4213 | "error_if_validators": ( |
| 4214 | TosaErrorValidator.evAxisLargerRank, |
| 4215 | TosaErrorValidator.evAxisSmallerZero, |
| 4216 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4217 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4218 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4219 | TosaErrorValidator.evWrongInputType, |
| 4220 | TosaErrorValidator.evWrongOutputType, |
| 4221 | TosaErrorValidator.evWrongOutputList, |
| 4222 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4223 | "data_gen": { |
| 4224 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4225 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4226 | }, |
| 4227 | "pad": { |
| 4228 | "op": Op.PAD, |
| 4229 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4230 | "build_fcn": ( |
| 4231 | build_pad, |
| 4232 | TosaTensorGen.tgBasic, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4233 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4234 | TosaArgGen.agPad, |
| 4235 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4236 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4237 | "error_if_validators": ( |
| 4238 | TosaErrorValidator.evWrongInputType, |
| 4239 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4240 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4241 | TosaErrorValidator.evWrongOutputType, |
| 4242 | TosaErrorValidator.evWrongInputList, |
| 4243 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4244 | TosaErrorValidator.evRankMismatch, |
| 4245 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4246 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4247 | "data_gen": { |
| 4248 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4249 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4250 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4251 | "dim": { |
| 4252 | "op": Op.DIM, |
| 4253 | "operands": (1, 0), |
| 4254 | "build_fcn": ( |
| 4255 | build_dim, |
| 4256 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4257 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4258 | TosaArgGen.agAxis, |
| 4259 | ), |
| 4260 | "types": TYPE_FIB, |
| 4261 | "error_if_validators": ( |
| 4262 | TosaErrorValidator.evAxisLargerRank, |
| 4263 | TosaErrorValidator.evAxisSmallerZero, |
| 4264 | TosaErrorValidator.evWrongInputType, |
| 4265 | TosaErrorValidator.evWrongInputList, |
| 4266 | TosaErrorValidator.evWrongOutputList, |
| 4267 | TosaErrorValidator.evWrongRank, |
| 4268 | ), |
| 4269 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4270 | "reshape": { |
| 4271 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4272 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4273 | "build_fcn": ( |
| 4274 | build_reshape, |
| 4275 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4276 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4277 | TosaArgGen.agReshape, |
| 4278 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4279 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4280 | "error_if_validators": ( |
| 4281 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4282 | TosaErrorValidator.evWrongInputType, |
| 4283 | TosaErrorValidator.evWrongOutputType, |
| 4284 | TosaErrorValidator.evWrongInputList, |
| 4285 | TosaErrorValidator.evWrongOutputList, |
| 4286 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4287 | "data_gen": { |
| 4288 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4289 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4290 | }, |
| 4291 | "reverse": { |
| 4292 | "op": Op.REVERSE, |
| 4293 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4294 | "build_fcn": ( |
| 4295 | build_reverse, |
| 4296 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4297 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4298 | TosaArgGen.agAxis, |
| 4299 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4300 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4301 | "error_if_validators": ( |
| 4302 | TosaErrorValidator.evAxisSmallerZero, |
| 4303 | TosaErrorValidator.evAxisLargerRank, |
| 4304 | TosaErrorValidator.evWrongInputType, |
| 4305 | TosaErrorValidator.evWrongOutputType, |
| 4306 | TosaErrorValidator.evWrongInputList, |
| 4307 | TosaErrorValidator.evWrongOutputList, |
| 4308 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4309 | }, |
| 4310 | "slice": { |
| 4311 | "op": Op.SLICE, |
| 4312 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4313 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4314 | "build_fcn": ( |
| 4315 | build_slice, |
| 4316 | TosaTensorGen.tgBasic, |
| 4317 | TosaTensorValuesGen.tvgDefault, |
| 4318 | TosaArgGen.agSlice, |
| 4319 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4320 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4321 | "error_if_validators": ( |
| 4322 | TosaErrorValidator.evStartSmallerZero, |
| 4323 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 4324 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4325 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4326 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4327 | TosaErrorValidator.evWrongRank, |
| 4328 | TosaErrorValidator.evWrongInputType, |
| 4329 | TosaErrorValidator.evWrongOutputType, |
| 4330 | TosaErrorValidator.evWrongInputList, |
| 4331 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4332 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4333 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4334 | }, |
| 4335 | "tile": { |
| 4336 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4337 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4338 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4339 | "build_fcn": ( |
| 4340 | build_tile, |
| 4341 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4342 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4343 | TosaArgGen.agTile, |
| 4344 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4345 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4346 | "error_if_validators": ( |
| 4347 | TosaErrorValidator.evWrongInputType, |
| 4348 | TosaErrorValidator.evWrongOutputType, |
| 4349 | TosaErrorValidator.evWrongInputList, |
| 4350 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4351 | TosaErrorValidator.evRankMismatch, |
| 4352 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4353 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4354 | "data_gen": { |
| 4355 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4356 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4357 | }, |
| 4358 | "transpose": { |
| 4359 | "op": Op.TRANSPOSE, |
| 4360 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4361 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4362 | "build_fcn": ( |
| 4363 | build_transpose, |
| 4364 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4365 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4366 | TosaArgGen.agTranspose, |
| 4367 | ), |
| 4368 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4369 | "error_if_validators": ( |
| 4370 | TosaErrorValidator.evIndexOutsideBounds, |
| 4371 | TosaErrorValidator.evIndexUsedTwice, |
| 4372 | TosaErrorValidator.evWrongInputType, |
| 4373 | TosaErrorValidator.evWrongOutputType, |
| 4374 | TosaErrorValidator.evWrongInputList, |
| 4375 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4376 | TosaErrorValidator.evWrongRank, |
| 4377 | TosaErrorValidator.evRankMismatch, |
| 4378 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4379 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4380 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4381 | # Data nodes |
| 4382 | "const": { |
| 4383 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4384 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4385 | "build_fcn": ( |
| 4386 | build_const, |
| 4387 | TosaTensorGen.tgBasic, |
| 4388 | TosaTensorValuesGen.tvgDefault, |
| 4389 | None, |
| 4390 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4391 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4392 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4393 | "identity": { |
| 4394 | "op": Op.IDENTITY, |
| 4395 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4396 | "build_fcn": ( |
| 4397 | build_unary, |
| 4398 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4399 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4400 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4401 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4402 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4403 | "data_gen": { |
| 4404 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4405 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4406 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4407 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4408 | "gather": { |
| 4409 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4410 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4411 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4412 | "build_fcn": ( |
| 4413 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4414 | TosaTensorGen.tgGather, |
| 4415 | TosaTensorValuesGen.tvgGather, |
| 4416 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4417 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4418 | "types": ( |
| 4419 | DType.INT8, |
| 4420 | DType.INT16, |
| 4421 | DType.INT32, |
| 4422 | DType.FP16, |
| 4423 | DType.BF16, |
| 4424 | DType.FP32, |
| 4425 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4426 | "error_if_validators": ( |
| 4427 | TosaErrorValidator.evWrongInputType, |
| 4428 | TosaErrorValidator.evWrongOutputType, |
| 4429 | TosaErrorValidator.evWrongInputList, |
| 4430 | TosaErrorValidator.evWrongOutputList, |
| 4431 | TosaErrorValidator.evWrongRank, |
| 4432 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4433 | "data_gen": { |
| 4434 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4435 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4436 | }, |
| 4437 | "scatter": { |
| 4438 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4439 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4440 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4441 | "build_fcn": ( |
| 4442 | build_scatter, |
| 4443 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4444 | TosaTensorValuesGen.tvgScatter, |
| 4445 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4446 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4447 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4448 | "error_if_validators": ( |
| 4449 | TosaErrorValidator.evWrongInputType, |
| 4450 | TosaErrorValidator.evWrongOutputType, |
| 4451 | TosaErrorValidator.evWrongInputList, |
| 4452 | TosaErrorValidator.evWrongOutputList, |
| 4453 | TosaErrorValidator.evWrongRank, |
| 4454 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4455 | "data_gen": { |
| 4456 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4457 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4458 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4459 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4460 | "resize": { |
| 4461 | "op": Op.RESIZE, |
| 4462 | "operands": (1, 0), |
| 4463 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4464 | "build_fcn": ( |
| 4465 | build_resize, |
| 4466 | TosaTensorGen.tgNHWC, |
| 4467 | TosaTensorValuesGen.tvgDefault, |
| 4468 | TosaArgGen.agResize, |
| 4469 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4470 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4471 | "invalid_test_validators": ( |
| 4472 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4473 | ), |
| 4474 | "error_if_validators": ( |
| 4475 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4476 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4477 | TosaErrorValidator.evScaleNLargerMax, |
| 4478 | TosaErrorValidator.evScaleDLargerMax, |
| 4479 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4480 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4481 | TosaErrorValidator.evBorderSmallerMin, |
| 4482 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4483 | TosaErrorValidator.evWrongInputType, |
| 4484 | TosaErrorValidator.evWrongOutputType, |
| 4485 | TosaErrorValidator.evWrongRank, |
| 4486 | TosaErrorValidator.evWrongInputList, |
| 4487 | TosaErrorValidator.evWrongOutputList, |
| 4488 | TosaErrorValidator.evBatchMismatch, |
| 4489 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4490 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4491 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4492 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4493 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4494 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4495 | "cast": { |
| 4496 | "op": Op.CAST, |
| 4497 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4498 | "build_fcn": ( |
| 4499 | build_cast, |
| 4500 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4501 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4502 | TosaArgGen.agCast, |
| 4503 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4504 | "types": ( |
| 4505 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4506 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4507 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4508 | DType.INT8, |
| 4509 | DType.INT16, |
| 4510 | DType.INT32, |
| 4511 | DType.BOOL, |
| 4512 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4513 | "error_if_validators": ( |
| 4514 | TosaErrorValidator.evWrongInputType, |
| 4515 | TosaErrorValidator.evWrongOutputType, |
| 4516 | TosaErrorValidator.evWrongInputList, |
| 4517 | TosaErrorValidator.evWrongOutputList, |
| 4518 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4519 | "data_gen": { |
| 4520 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4521 | }, |
| 4522 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4523 | }, |
| 4524 | "rescale": { |
| 4525 | "op": Op.RESCALE, |
| 4526 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4527 | "build_fcn": ( |
| 4528 | build_rescale, |
| 4529 | TosaTensorGen.tgBasic, |
| 4530 | TosaTensorValuesGen.tvgDefault, |
| 4531 | TosaArgGen.agRescale, |
| 4532 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4533 | "types": [ |
| 4534 | DType.UINT8, |
| 4535 | DType.INT8, |
| 4536 | DType.INT16, |
| 4537 | DType.INT32, |
| 4538 | DType.INT48, |
| 4539 | DType.UINT16, |
| 4540 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4541 | "error_if_validators": ( |
| 4542 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4543 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4544 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4545 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4546 | TosaErrorValidator.evScaleTrue, |
| 4547 | TosaErrorValidator.evScaleNotTrue, |
| 4548 | TosaErrorValidator.evWrongInputType, |
| 4549 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4550 | TosaErrorValidator.evWrongInputList, |
| 4551 | TosaErrorValidator.evWrongOutputList, |
| 4552 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4553 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4554 | # Custom |
| 4555 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4556 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4557 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4558 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4559 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4560 | "cond_if_const": { |
| 4561 | "op": Op.COND_IF, |
| 4562 | "operands": (0, 2), |
| 4563 | "build_fcn": ( |
| 4564 | build_cond_if_const, |
| 4565 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4566 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4567 | TosaArgGen.agCondIf, |
| 4568 | ), |
| 4569 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4570 | "error_if_validators": ( |
| 4571 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4572 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4573 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4574 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4575 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4576 | }, |
| 4577 | "cond_if_binary": { |
| 4578 | "op": Op.COND_IF, |
| 4579 | "operands": (2, 0), |
| 4580 | "build_fcn": ( |
| 4581 | build_cond_if_binary, |
| 4582 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4583 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4584 | TosaArgGen.agCondIf, |
| 4585 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4586 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4587 | "error_if_validators": ( |
| 4588 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4589 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4590 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4591 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4592 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4593 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4594 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4595 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4596 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4597 | "while_loop": { |
| 4598 | "op": Op.WHILE_LOOP, |
| 4599 | "operands": (0, 1), |
| 4600 | "build_fcn": ( |
| 4601 | build_while_loop, |
| 4602 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4603 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4604 | TosaArgGen.agWhileLoop, |
| 4605 | ), |
| 4606 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4607 | "error_if_validators": ( |
| 4608 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4609 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4610 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4611 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4612 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4613 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4614 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4615 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4616 | "fft2d": { |
| 4617 | "op": Op.FFT2D, |
| 4618 | "operands": (2, 0), |
| 4619 | "rank": (3, 3), |
| 4620 | "build_fcn": ( |
| 4621 | build_fft2d, |
| 4622 | TosaTensorGen.tgFFT2d, |
| 4623 | TosaTensorValuesGen.tvgDefault, |
| 4624 | TosaArgGen.agFFT2d, |
| 4625 | ), |
| 4626 | "types": [DType.FP32], |
| 4627 | "error_if_validators": ( |
| 4628 | TosaErrorValidator.evWrongInputType, |
| 4629 | TosaErrorValidator.evWrongOutputType, |
| 4630 | TosaErrorValidator.evWrongInputList, |
| 4631 | TosaErrorValidator.evWrongOutputList, |
| 4632 | TosaErrorValidator.evWrongRank, |
| 4633 | TosaErrorValidator.evBatchMismatch, |
| 4634 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4635 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4636 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4637 | ), |
| 4638 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4639 | "rfft2d": { |
| 4640 | "op": Op.RFFT2D, |
| 4641 | "operands": (1, 0), |
| 4642 | "rank": (3, 3), |
| 4643 | "build_fcn": ( |
| 4644 | build_rfft2d, |
| 4645 | TosaTensorGen.tgRFFT2d, |
| 4646 | TosaTensorValuesGen.tvgDefault, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4647 | None, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4648 | ), |
| 4649 | "types": [DType.FP32], |
| 4650 | "error_if_validators": ( |
| 4651 | TosaErrorValidator.evWrongInputType, |
| 4652 | TosaErrorValidator.evWrongOutputType, |
| 4653 | TosaErrorValidator.evWrongInputList, |
| 4654 | TosaErrorValidator.evWrongOutputList, |
| 4655 | TosaErrorValidator.evWrongRank, |
| 4656 | TosaErrorValidator.evBatchMismatch, |
| 4657 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4658 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4659 | ), |
| 4660 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame^] | 4661 | # Shape |
| 4662 | "add_shape": { |
| 4663 | "op": Op.ADD_SHAPE, |
| 4664 | "operands": (2, 0), |
| 4665 | "build_fcn": ( |
| 4666 | build_shape_op, |
| 4667 | TosaTensorGen.tgShape, |
| 4668 | TosaTensorValuesGen.tvgAddSub, |
| 4669 | TosaArgGen.agNone, |
| 4670 | ), |
| 4671 | "types": [DType.SHAPE], |
| 4672 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4673 | }, |
| 4674 | "sub_shape": { |
| 4675 | "op": Op.SUB_SHAPE, |
| 4676 | "operands": (2, 0), |
| 4677 | "build_fcn": ( |
| 4678 | build_shape_op, |
| 4679 | TosaTensorGen.tgShape, |
| 4680 | TosaTensorValuesGen.tvgAddSub, |
| 4681 | TosaArgGen.agNone, |
| 4682 | ), |
| 4683 | "types": [DType.SHAPE], |
| 4684 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4685 | }, |
| 4686 | "mul_shape": { |
| 4687 | "op": Op.MUL_SHAPE, |
| 4688 | "operands": (2, 0), |
| 4689 | "build_fcn": ( |
| 4690 | build_shape_op, |
| 4691 | TosaTensorGen.tgShape, |
| 4692 | TosaTensorValuesGen.tvgMul, |
| 4693 | TosaArgGen.agNone, |
| 4694 | ), |
| 4695 | "types": [DType.SHAPE], |
| 4696 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4697 | }, |
| 4698 | "div_shape": { |
| 4699 | "op": Op.DIV_SHAPE, |
| 4700 | "operands": (2, 0), |
| 4701 | "build_fcn": ( |
| 4702 | build_shape_op, |
| 4703 | TosaTensorGen.tgShape, |
| 4704 | TosaTensorValuesGen.tvgIntDiv, |
| 4705 | TosaArgGen.agNone, |
| 4706 | ), |
| 4707 | "types": [DType.SHAPE], |
| 4708 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4709 | }, |
| 4710 | "concat_shape": { |
| 4711 | "op": Op.CONCAT_SHAPE, |
| 4712 | "operands": (2, 0), |
| 4713 | "build_fcn": ( |
| 4714 | build_concat, |
| 4715 | TosaTensorGen.tgConcat, |
| 4716 | TosaTensorValuesGen.tvgConcat, |
| 4717 | TosaArgGen.agNone, |
| 4718 | ), |
| 4719 | "types": [DType.SHAPE], |
| 4720 | "error_if_validators": (), |
| 4721 | }, |
| 4722 | "const_shape": { |
| 4723 | "op": Op.CONST_SHAPE, |
| 4724 | "operands": (0, 1), |
| 4725 | "build_fcn": ( |
| 4726 | build_const, |
| 4727 | TosaTensorGen.tgBasic, |
| 4728 | TosaTensorValuesGen.tvgDefault, |
| 4729 | None, |
| 4730 | ), |
| 4731 | "types": [DType.SHAPE], |
| 4732 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4733 | } |
| 4734 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4735 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4736 | class OutputShaper: |
| 4737 | # Methods in this class compute the expected output shape and datatype |
| 4738 | # for common classes of operations |
| 4739 | def __init__(self): |
| 4740 | pass |
| 4741 | |
| 4742 | # These methods return arguments that can be used for |
| 4743 | # creating a new output tensor |
| 4744 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4745 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4746 | if error_name != ErrorIf.RankMismatch: |
| 4747 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4748 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4749 | |
| 4750 | shape = [] |
| 4751 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4752 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4753 | shape.append(b.shape[i]) |
| 4754 | else: |
| 4755 | shape.append(a.shape[i]) |
| 4756 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4757 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4758 | if error_name == ErrorIf.DimensionMismatch: |
| 4759 | shape[fuzz_idx] += 1 |
| 4760 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4761 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4762 | all_dtypes = [ |
| 4763 | DType.INT8, |
| 4764 | DType.INT16, |
| 4765 | DType.INT32, |
| 4766 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4767 | DType.FP16, |
| 4768 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4769 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4770 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4771 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4772 | outputDType = rng.choice(wrong_dtypes) |
| 4773 | else: |
| 4774 | outputDType = a.dtype |
| 4775 | |
| 4776 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4777 | |
| 4778 | @staticmethod |
| 4779 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4780 | assert len(a.shape) == len(b.shape) |
| 4781 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4782 | |
| 4783 | shape = [] |
| 4784 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4785 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4786 | shape.append(a.shape[i]) |
| 4787 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4788 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4789 | |
| 4790 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4791 | def unaryOp(ser, rng, a, error_name=None): |
| 4792 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4793 | all_dtypes = [ |
| 4794 | DType.INT8, |
| 4795 | DType.INT16, |
| 4796 | DType.INT32, |
| 4797 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4798 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4799 | DType.FP16, |
| 4800 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4801 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4802 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4803 | outputDType = rng.choice(wrong_dtypes) |
| 4804 | else: |
| 4805 | outputDType = a.dtype |
| 4806 | |
| 4807 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4808 | |
| 4809 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4810 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4811 | if error_name != ErrorIf.RankMismatch: |
| 4812 | 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] | 4813 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4814 | |
| 4815 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4816 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4817 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4818 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4819 | else: |
| 4820 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4821 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4822 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4823 | if error_name == ErrorIf.DimensionMismatch: |
| 4824 | shape[fuzz_idx] += 1 |
| 4825 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4826 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4827 | all_dtypes = [ |
| 4828 | DType.INT8, |
| 4829 | DType.INT16, |
| 4830 | DType.INT32, |
| 4831 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4832 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4833 | DType.FP16, |
| 4834 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4835 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4836 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4837 | outputDType = rng.choice(wrong_dtypes) |
| 4838 | else: |
| 4839 | outputDType = a.dtype |
| 4840 | |
| 4841 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4842 | |
| 4843 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4844 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4845 | if error_name != ErrorIf.RankMismatch: |
| 4846 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4847 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4848 | |
| 4849 | # Do broadcast |
| 4850 | shape = [] |
| 4851 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4852 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4853 | shape.append(b.shape[i]) |
| 4854 | else: |
| 4855 | shape.append(a.shape[i]) |
| 4856 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4857 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4858 | if error_name == ErrorIf.DimensionMismatch: |
| 4859 | shape[fuzz_idx] += 1 |
| 4860 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4861 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4862 | wrong_dtypes = [ |
| 4863 | DType.INT8, |
| 4864 | DType.INT16, |
| 4865 | DType.INT32, |
| 4866 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4867 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4868 | DType.FP16, |
| 4869 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4870 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4871 | outputDType = rng.choice(wrong_dtypes) |
| 4872 | else: |
| 4873 | outputDType = DType.BOOL |
| 4874 | |
| 4875 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4876 | |
| 4877 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4878 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4879 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4880 | if error_name not in [ |
| 4881 | ErrorIf.AxisSmallerZero, |
| 4882 | ErrorIf.AxisLargerRank, |
| 4883 | ErrorIf.ShapeOfAxisNotOne, |
| 4884 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4885 | shape[axis] = 1 |
| 4886 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4887 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4888 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4889 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4890 | all_dtypes = [ |
| 4891 | DType.INT8, |
| 4892 | DType.INT16, |
| 4893 | DType.INT32, |
| 4894 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4895 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4896 | DType.FP16, |
| 4897 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4898 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4899 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4900 | outputDType = rng.choice(wrong_dtypes) |
| 4901 | else: |
| 4902 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4903 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4904 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4905 | |
| 4906 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4907 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4908 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4909 | |
| 4910 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4911 | del shape[axis] |
| 4912 | |
| 4913 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4914 | remove = rng.choice([True, False]) |
| 4915 | if remove and len(shape) > 1: |
| 4916 | del shape[0] |
| 4917 | else: |
| 4918 | shape.append(1) |
| 4919 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4920 | for i in range(len(shape)): |
| 4921 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4922 | |
| 4923 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4924 | all_dtypes = [ |
| 4925 | DType.INT8, |
| 4926 | DType.INT16, |
| 4927 | DType.INT32, |
| 4928 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4929 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4930 | DType.FP16, |
| 4931 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4932 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4933 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4934 | outputDType = rng.choice(wrong_dtypes) |
| 4935 | else: |
| 4936 | outputDType = DType.INT32 |
| 4937 | |
| 4938 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4939 | |
| 4940 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4941 | def conv2dOp( |
| 4942 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4943 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4944 | |
| 4945 | # IFM: NHWC |
| 4946 | # Filter: OHWI |
| 4947 | # OFM: NHWC |
| 4948 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4949 | h = ( |
| 4950 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4951 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4952 | + padding[0] |
| 4953 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4954 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4955 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4956 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4957 | w = ( |
| 4958 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4959 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4960 | + padding[2] |
| 4961 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4962 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4963 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4964 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4965 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4966 | choices = [1, 2, 3] |
| 4967 | change = rng.choice(choices) |
| 4968 | # increment in multiples of stride to not hit non-integer error case |
| 4969 | if change in [1, 3]: |
| 4970 | h = h + (rng.choice(choices) * strides[0]) |
| 4971 | if change in [2, 3]: |
| 4972 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4973 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4974 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4975 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4976 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4977 | # Pick some potentially correct output dtype if input type is incorrect |
| 4978 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4979 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4980 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4981 | |
| 4982 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4983 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4984 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4985 | else: |
| 4986 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4987 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4988 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4989 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4990 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4991 | |
| 4992 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4993 | def conv3dOp( |
| 4994 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4995 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4996 | |
| 4997 | # IFM: NDHWC |
| 4998 | # Filter: ODHWI |
| 4999 | # OFM: NDHWC |
| 5000 | |
| 5001 | d = ( |
| 5002 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5003 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5004 | + padding[0] |
| 5005 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5006 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5007 | ) // strides[0] + 1 |
| 5008 | |
| 5009 | h = ( |
| 5010 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5011 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5012 | + padding[2] |
| 5013 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5014 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5015 | ) // strides[1] + 1 |
| 5016 | |
| 5017 | w = ( |
| 5018 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5019 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5020 | + padding[4] |
| 5021 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5022 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5023 | ) // strides[2] + 1 |
| 5024 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5025 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5026 | choices = [1, 2, 3, 4] |
| 5027 | change = rng.choice(choices) |
| 5028 | # increment in multiples of stride to not hit non-integer error case |
| 5029 | if change in [1, 4]: |
| 5030 | d = d + (rng.choice(choices) * strides[0]) |
| 5031 | if change in [2, 4]: |
| 5032 | h = h + (rng.choice(choices) * strides[1]) |
| 5033 | if change in [3, 4]: |
| 5034 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5035 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5036 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5037 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5038 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5039 | # Pick some potentially correct output dtype if input type is incorrect |
| 5040 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5041 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5042 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5043 | |
| 5044 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5045 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5046 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5047 | else: |
| 5048 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5049 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5050 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5051 | |
| 5052 | return ser.addOutput(ofm_shape, out_dtype) |
| 5053 | |
| 5054 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5055 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5056 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5057 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5058 | # IFM: NHWC |
| 5059 | # Filter: HWCM |
| 5060 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5061 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5062 | h = ( |
| 5063 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5064 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5065 | + padding[0] |
| 5066 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5067 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5068 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5069 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5070 | w = ( |
| 5071 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5072 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5073 | + padding[2] |
| 5074 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5075 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5076 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5077 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5078 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5079 | choices = [1, 2, 3] |
| 5080 | change = rng.choice(choices) |
| 5081 | # increment in multiples of stride to not hit non-integer error case |
| 5082 | if change in [1, 3]: |
| 5083 | h = h + (rng.choice(choices) * strides[0]) |
| 5084 | if change in [2, 3]: |
| 5085 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5086 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5087 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5088 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5089 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5090 | # Pick some potentially correct output dtype if input type is incorrect |
| 5091 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5092 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5093 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5094 | |
| 5095 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5096 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5097 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5098 | else: |
| 5099 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5100 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5101 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5102 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5103 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5104 | |
| 5105 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5106 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5107 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5108 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5109 | # 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] | 5110 | h = 1 |
| 5111 | w = 1 |
| 5112 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5113 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5114 | 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] | 5115 | |
| 5116 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5117 | choices = [1, 2, 3] |
| 5118 | change = rng.choice(choices) |
| 5119 | # increment in multiples of stride to not hit non-integer error case |
| 5120 | if change in [1, 3]: |
| 5121 | h = h + (rng.choice(choices) * stride[0]) |
| 5122 | if change in [2, 3]: |
| 5123 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5124 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5125 | |
| 5126 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5127 | all_dtypes = [ |
| 5128 | DType.INT8, |
| 5129 | DType.INT16, |
| 5130 | DType.INT32, |
| 5131 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5132 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5133 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5134 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5135 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5136 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5137 | outputDType = rng.choice(wrong_dtypes) |
| 5138 | else: |
| 5139 | outputDType = ifm.dtype |
| 5140 | |
| 5141 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5142 | |
| 5143 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5144 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5145 | # input: N, IC |
| 5146 | # filter: OC, IC |
| 5147 | # output: N, OC |
| 5148 | |
| 5149 | output_shape = [input.shape[0], filter.shape[0]] |
| 5150 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5151 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5152 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5153 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5154 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5155 | |
| 5156 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5157 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5158 | # a: N, H, C |
| 5159 | # b: N, C, W |
| 5160 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5161 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5162 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5163 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5164 | if error_name == ErrorIf.WrongOutputType: |
| 5165 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5166 | incorrect_types = ( |
| 5167 | DType.INT4, |
| 5168 | DType.INT8, |
| 5169 | DType.INT16, |
| 5170 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5171 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5172 | DType.FP16, |
| 5173 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5174 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5175 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5176 | incorrect_types = ( |
| 5177 | DType.INT4, |
| 5178 | DType.INT8, |
| 5179 | DType.INT16, |
| 5180 | DType.INT32, |
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 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5185 | elif ( |
| 5186 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5187 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5188 | incorrect_types = ( |
| 5189 | DType.INT4, |
| 5190 | DType.INT8, |
| 5191 | DType.INT16, |
| 5192 | DType.INT32, |
| 5193 | DType.INT48, |
| 5194 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5195 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5196 | elif error_name == ErrorIf.WrongInputType: |
| 5197 | # Pick some potentially correct output dtype if input type is incorrect |
| 5198 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5199 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5200 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5201 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5202 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5203 | |
| 5204 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5205 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5206 | input1 = inputs[0] |
| 5207 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5208 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5209 | # 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] | 5210 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5211 | if not ( |
| 5212 | # unable to concat tensors of different ranks |
| 5213 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5214 | # unable to concat tensors along an invalid axis |
| 5215 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5216 | ): |
| 5217 | for tensor in remaining_inputs: |
| 5218 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5219 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5220 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5221 | output_shape[axis] += rng.integers(5, 10) |
| 5222 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5223 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5224 | all_dtypes = { |
| 5225 | DType.INT8, |
| 5226 | DType.INT16, |
| 5227 | DType.INT32, |
| 5228 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5229 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5230 | DType.FP16, |
| 5231 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5232 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5233 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5234 | outputDType = rng.choice(wrong_dtypes) |
| 5235 | else: |
| 5236 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5237 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5238 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5239 | |
| 5240 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5241 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5242 | |
| 5243 | output_shape = a.shape.copy() |
| 5244 | |
| 5245 | for i in range(len(output_shape)): |
| 5246 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5247 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5248 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5249 | bad_dim = rng.choice(range(len(output_shape))) |
| 5250 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5251 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5252 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5253 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5254 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5255 | all_dtypes = [ |
| 5256 | DType.INT8, |
| 5257 | DType.INT16, |
| 5258 | DType.INT32, |
| 5259 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5260 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5261 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5262 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5263 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5264 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5265 | outputDType = rng.choice(wrong_dtypes) |
| 5266 | else: |
| 5267 | outputDType = a.dtype |
| 5268 | |
| 5269 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5270 | |
| 5271 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5272 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5273 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5274 | |
| 5275 | if error_name == ErrorIf.WrongOutputType: |
| 5276 | all_dtypes = [ |
| 5277 | DType.INT8, |
| 5278 | DType.INT16, |
| 5279 | DType.INT32, |
| 5280 | DType.INT48, |
| 5281 | DType.FP32, |
| 5282 | DType.FP16, |
| 5283 | DType.BF16, |
| 5284 | ] |
| 5285 | wrong_dtypes = list(set(all_dtypes)) |
| 5286 | outputDType = rng.choice(wrong_dtypes) |
| 5287 | else: |
| 5288 | outputDType = DType.SHAPE |
| 5289 | |
| 5290 | return ser.addOutput(output_shape, outputDType) |
| 5291 | |
| 5292 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5293 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5294 | output_shape = shape.copy() |
| 5295 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5296 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5297 | for i in range(len(output_shape)): |
| 5298 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5299 | |
| 5300 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5301 | all_dtypes = [ |
| 5302 | DType.INT8, |
| 5303 | DType.INT16, |
| 5304 | DType.INT32, |
| 5305 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5306 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5307 | DType.FP16, |
| 5308 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5309 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5310 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5311 | outputDType = rng.choice(wrong_dtypes) |
| 5312 | else: |
| 5313 | outputDType = a.dtype |
| 5314 | |
| 5315 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5316 | |
| 5317 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5318 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5319 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5320 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5321 | all_dtypes = [ |
| 5322 | DType.INT8, |
| 5323 | DType.INT16, |
| 5324 | DType.INT32, |
| 5325 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5326 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5327 | DType.FP16, |
| 5328 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5329 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5330 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5331 | outputDType = rng.choice(wrong_dtypes) |
| 5332 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5333 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5334 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5335 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5336 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5337 | for index in range(len(output_shape)): |
| 5338 | if output_shape[index] <= 2: |
| 5339 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5340 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5341 | output_shape[index] = output_shape[index] + rng.choice( |
| 5342 | [-2, -1, 1, 2] |
| 5343 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5344 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5345 | output_shape = input.shape.copy() |
| 5346 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5347 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5348 | |
| 5349 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5350 | |
| 5351 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5352 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5353 | |
| 5354 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5355 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5356 | |
| 5357 | for i in range(len(output_shape)): |
| 5358 | output_shape[i] = a.shape[i] * multiples[i] |
| 5359 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5360 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5361 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5362 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5363 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5364 | all_dtypes = [ |
| 5365 | DType.INT8, |
| 5366 | DType.INT16, |
| 5367 | DType.INT32, |
| 5368 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5369 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5370 | DType.FP16, |
| 5371 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5372 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5373 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5374 | outputDType = rng.choice(wrong_dtypes) |
| 5375 | else: |
| 5376 | outputDType = a.dtype |
| 5377 | |
| 5378 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5379 | |
| 5380 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5381 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5382 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5383 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5384 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5385 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5386 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5387 | for i in range(len(output_shape)): |
| 5388 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5389 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5390 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5391 | for i in range(len(output_shape)): |
| 5392 | output_shape[i] += rng.integers(1, 10) |
| 5393 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5394 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5395 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5396 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5397 | all_dtypes = [ |
| 5398 | DType.INT8, |
| 5399 | DType.INT16, |
| 5400 | DType.INT32, |
| 5401 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5402 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5403 | DType.FP16, |
| 5404 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5405 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5406 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5407 | outputDType = rng.choice(wrong_dtypes) |
| 5408 | else: |
| 5409 | outputDType = a.dtype |
| 5410 | |
| 5411 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5412 | |
| 5413 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5414 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5415 | if error_name != ErrorIf.WrongRank: |
| 5416 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5417 | assert len(indices.shape) == 2 |
| 5418 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5419 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5420 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5421 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5422 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5423 | all_dtypes = [ |
| 5424 | DType.INT8, |
| 5425 | DType.INT16, |
| 5426 | DType.INT32, |
| 5427 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5428 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5429 | DType.FP16, |
| 5430 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5431 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5432 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5433 | outputDType = rng.choice(wrong_dtypes) |
| 5434 | else: |
| 5435 | outputDType = values.dtype |
| 5436 | |
| 5437 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5438 | |
| 5439 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5440 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5441 | if error_name != ErrorIf.WrongRank: |
| 5442 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5443 | assert len(indices.shape) == 2 |
| 5444 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5445 | assert values_in.shape[0] == indices.shape[0] # N |
| 5446 | assert input.shape[1] == indices.shape[1] # W |
| 5447 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5448 | |
| 5449 | output_shape = values_in.shape |
| 5450 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5451 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5452 | all_dtypes = [ |
| 5453 | DType.INT8, |
| 5454 | DType.INT16, |
| 5455 | DType.INT32, |
| 5456 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5457 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5458 | DType.FP16, |
| 5459 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5460 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5461 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5462 | outputDType = rng.choice(wrong_dtypes) |
| 5463 | else: |
| 5464 | outputDType = values_in.dtype |
| 5465 | |
| 5466 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5467 | |
| 5468 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5469 | def tableOp(ser, rng, input, error_name=None): |
| 5470 | # Same shape as the input, dtype dependent on input dtype |
| 5471 | if error_name != ErrorIf.WrongInputType: |
| 5472 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5473 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5474 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5475 | wrong_dtypes = [ |
| 5476 | DType.INT8, |
| 5477 | DType.INT16, |
| 5478 | DType.INT32, |
| 5479 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5480 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5481 | DType.FP16, |
| 5482 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5483 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5484 | wrong_dtypes.remove(output_dtype) |
| 5485 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5486 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5487 | |
| 5488 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5489 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5490 | serializer, |
| 5491 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5492 | input, |
| 5493 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5494 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5495 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5496 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5497 | input_dtype, |
| 5498 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5499 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5500 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5501 | # Calculate OH, OW |
| 5502 | scale_y_n = scale[0] |
| 5503 | scale_y_d = scale[1] |
| 5504 | scale_x_n = scale[2] |
| 5505 | scale_x_d = scale[3] |
| 5506 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5507 | scale_y_n = max(scale_y_n, 1) |
| 5508 | scale_y_d = max(scale_y_d, 1) |
| 5509 | scale_x_n = max(scale_x_n, 1) |
| 5510 | scale_x_d = max(scale_x_d, 1) |
| 5511 | |
| 5512 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5513 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5514 | |
| 5515 | if error_name is not None: |
| 5516 | # Make sure the output tensor is valid, which can occur when |
| 5517 | # scale, offset or border have been changed for ERROR_IFs |
| 5518 | oh = max(oh, 1) |
| 5519 | ow = max(ow, 1) |
| 5520 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5521 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5522 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5523 | |
| 5524 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5525 | choices = [1, 2, 3] |
| 5526 | change = rng.choice(choices) |
| 5527 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5528 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5529 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5530 | oh -= scale_y_d |
| 5531 | assert oh > 0 # Should have been caught in agResize |
| 5532 | else: |
| 5533 | oh += scale_y_d |
| 5534 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5535 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5536 | ow -= scale_x_d |
| 5537 | assert ow > 0 # Should have been caught in agResize |
| 5538 | else: |
| 5539 | ow += scale_x_d |
| 5540 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5541 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5542 | output_dims = [ |
| 5543 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5544 | oh, |
| 5545 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5546 | input.shape[0], |
| 5547 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5548 | elif error_name == ErrorIf.BatchMismatch: |
| 5549 | output_dims = [ |
| 5550 | input.shape[0] + rng.integers(1, 10), |
| 5551 | oh, |
| 5552 | ow, |
| 5553 | input.shape[3], |
| 5554 | ] |
| 5555 | elif error_name == ErrorIf.ChannelMismatch: |
| 5556 | output_dims = [ |
| 5557 | input.shape[0], |
| 5558 | oh, |
| 5559 | ow, |
| 5560 | input.shape[3] + rng.integers(1, 10), |
| 5561 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5562 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5563 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5564 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5565 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5566 | |
| 5567 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5568 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5569 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5570 | |
| 5571 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5572 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5573 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5574 | choices = [1, 2, 3] |
| 5575 | change = rng.choice(choices) |
| 5576 | if change in [1, 3]: |
| 5577 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5578 | if change in [2, 3]: |
| 5579 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5580 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5581 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5582 | # Pick some potentially correct output dtype if input type is incorrect |
| 5583 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5584 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5585 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5586 | |
| 5587 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5588 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5589 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5590 | else: |
| 5591 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5592 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5593 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5594 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5595 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5596 | |
| 5597 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5598 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5599 | outputs = [] |
| 5600 | |
| 5601 | assert ifm1.dtype == ifm2.dtype |
| 5602 | input_dtype = ifm1.dtype |
| 5603 | |
| 5604 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5605 | assert ifm1.shape == ifm2.shape |
| 5606 | |
| 5607 | input_shape = ifm1.shape |
| 5608 | if error_name != ErrorIf.WrongRank: |
| 5609 | assert len(input_shape) == 3 |
| 5610 | |
| 5611 | output_shape = input_shape.copy() |
| 5612 | output_dtype = input_dtype |
| 5613 | |
| 5614 | if error_name == ErrorIf.WrongOutputType: |
| 5615 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5616 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5617 | output_dtype = rng.choice(wrong_dtypes) |
| 5618 | elif error_name == ErrorIf.BatchMismatch: |
| 5619 | output_shape[0] += rng.integers(1, 10) |
| 5620 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5621 | modify_dim = rng.choice([1, 2]) |
| 5622 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5623 | |
| 5624 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5625 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5626 | return outputs |
| 5627 | |
| 5628 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5629 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5630 | outputs = [] |
| 5631 | |
| 5632 | input_shape = value.shape |
| 5633 | if error_name != ErrorIf.WrongRank: |
| 5634 | assert len(input_shape) == 3 |
| 5635 | |
| 5636 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5637 | |
| 5638 | output_dtype = value.dtype |
| 5639 | if error_name == ErrorIf.WrongOutputType: |
| 5640 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5641 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5642 | output_dtype = rng.choice(wrong_dtypes) |
| 5643 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5644 | output_shape[0] += rng.integers(1, 10) |
| 5645 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5646 | modify_dim = rng.choice([1, 2]) |
| 5647 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5648 | |
| 5649 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5650 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5651 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame^] | 5652 | |
| 5653 | @staticmethod |
| 5654 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 5655 | if error_name != ErrorIf.RankMismatch: |
| 5656 | assert len(a.shape) == len(b.shape) |
| 5657 | assert a.dtype == b.dtype |
| 5658 | |
| 5659 | shape = [] |
| 5660 | for i in range(len(a.shape)): |
| 5661 | shape.append(a.shape[i]) |
| 5662 | |
| 5663 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5664 | if error_name == ErrorIf.DimensionMismatch: |
| 5665 | shape[fuzz_idx] += 1 |
| 5666 | |
| 5667 | if error_name == ErrorIf.WrongOutputType: |
| 5668 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 5669 | outputDType = rng.choice(wrong_dtypes) |
| 5670 | else: |
| 5671 | outputDType = DType.SHAPE |
| 5672 | return ser.addOutput(shape, outputDType) |