Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2024, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3 | import json |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4 | import os |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 5 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6 | from datetime import datetime |
| 7 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 8 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 9 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 10 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 11 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 12 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 13 | from generator.tosa_arg_gen import TosaArgGen |
| 14 | from generator.tosa_arg_gen import TosaQuantGen |
| 15 | from generator.tosa_arg_gen import TosaTensorGen |
| 16 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 17 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 18 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 19 | from generator.tosa_error_if import TosaErrorValidator |
| 20 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 21 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 22 | from tosa.DType import DType |
| 23 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 24 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 25 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 26 | // SPDX-License-Identifier: Apache-2.0 |
| 27 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 28 | """ |
| 29 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 30 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 31 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 32 | # Maximum rank of tensor supported by test generator. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 33 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 34 | TOSA_TENSOR_MAX_RANK = 6 |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 35 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 36 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 37 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 38 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 39 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 40 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 41 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 42 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 43 | def __init__(self, args): |
| 44 | self.args = args |
| 45 | self.basePath = args.output_dir |
| 46 | self.random_seed = args.random_seed |
| 47 | self.ser = None |
| 48 | self.rng = np.random.default_rng(self.random_seed) |
| 49 | self.createDynamicOpLists() |
| 50 | self.initOpListDefaults() |
| 51 | self.quantGen = TosaQuantGen() |
| 52 | # Force makeShape to do a specific starting shape |
| 53 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 54 | # JSON schema validation |
| 55 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 56 | # Data generator library is sometimes needed for compliance set up |
| 57 | # even if we are generating the data later (lazy_data_generation) |
| 58 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 59 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 60 | # Work out floating point range |
| 61 | def convertFPRange(rangeFP, maxFP): |
| 62 | # Converts program arguments of max/-max to FP max |
| 63 | vals = [] |
| 64 | for v in rangeFP: |
| 65 | if v == "max": |
| 66 | v = maxFP |
| 67 | elif v == "-max": |
| 68 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 69 | elif v < 0: |
| 70 | # Trim to minimum data type value |
| 71 | v = max(v, -maxFP) |
| 72 | elif v > 0: |
| 73 | # Trim to maximum data type value |
| 74 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 75 | vals.append(v) |
| 76 | return tuple(sorted(vals)) |
| 77 | |
| 78 | self.random_float_range = {} |
| 79 | for dtype in (DType.FP32, DType.FP16, DType.BF16): |
| 80 | self.random_float_range[dtype] = convertFPRange( |
| 81 | args.tensor_fp_value_range, |
| 82 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 83 | ) |
| 84 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 85 | def createSerializer(self, opName, testPath): |
| 86 | self.testPath = os.path.join(opName, testPath) |
| 87 | |
| 88 | fullPath = os.path.join(self.basePath, self.testPath) |
| 89 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 90 | # Embed const data in the flatbuffer |
| 91 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 92 | if self.args.lazy_data_gen: |
| 93 | # Lazy data generation - so make constants files |
| 94 | constMode = ts.ConstMode.INPUTS |
| 95 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 96 | constMode = ts.ConstMode.EMBED_DUMP |
| 97 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 98 | |
| 99 | def getSerializer(self): |
| 100 | return self.ser |
| 101 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 102 | def serialize(self, testName, metaData=None): |
| 103 | path = Path(self.basePath) / self.testPath |
| 104 | |
| 105 | # Write out TOSA flatbuffer binary |
| 106 | path_fb = path / f"{testName}.tosa" |
| 107 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 108 | fd.write(self.ser.serialize()) |
| 109 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 110 | # Get JSON descriptor from serializer |
| 111 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 112 | |
| 113 | if metaData: |
| 114 | # Add extra meta data to desc.json |
| 115 | desc["meta"] = metaData |
| 116 | |
| 117 | # Validate desc.json before we output it |
| 118 | self.descSchemaValidator.validate_config(desc) |
| 119 | |
| 120 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 121 | if "data_gen" in metaData: |
| 122 | if self.args.lazy_data_gen: |
| 123 | # Output datagen meta data as CPP data |
| 124 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 125 | with path_md.open("w") as fd: |
| 126 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 127 | fd.write("// Test meta data for data generation setup\n\n") |
| 128 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 129 | json.dump(metaData["data_gen"], fd) |
| 130 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 131 | if "compliance" in metaData: |
| 132 | # Output datagen meta data as CPP data |
| 133 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 134 | with path_md.open("w") as fd: |
| 135 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 136 | fd.write("// Test meta data for compliance validation\n\n") |
| 137 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 138 | json.dump(metaData["compliance"], fd) |
| 139 | fd.write(')";\n\n') |
| 140 | |
| 141 | # Write desc.json |
| 142 | path_desc = path / "desc.json" |
| 143 | with path_desc.open("w") as fd: |
| 144 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 145 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 146 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 147 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 148 | seed = self.random_seed + 1 |
| 149 | self.rng = np.random.default_rng(seed) |
| 150 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 151 | def getDTypeRange(self, dtype, high_inclusive=False): |
| 152 | # Returns dtype value range boundaries (low, high) |
| 153 | # The high boundary is excluded in the range |
| 154 | # unless high_inclusive is True |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 155 | if dtype in (DType.FP32, DType.FP16, DType.BF16): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 156 | return self.random_float_range[dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 157 | elif dtype == DType.BOOL: |
| 158 | rng = (0, 2) |
| 159 | elif dtype == DType.UINT8: |
| 160 | rng = (0, 256) |
| 161 | elif dtype == DType.UINT16: |
| 162 | rng = (0, 65536) |
| 163 | elif dtype == DType.INT4: |
| 164 | # TOSA specific INT4 weight range from -7 to 7 |
| 165 | rng = (-7, 8) |
| 166 | elif dtype == DType.INT8: |
| 167 | rng = (-128, 128) |
| 168 | elif dtype == DType.INT16: |
| 169 | rng = (-32768, 32768) |
| 170 | elif dtype in (DType.INT32, DType.SHAPE): |
| 171 | # restricting too large value for SHAPE |
| 172 | rng = (-(1 << 31), (1 << 31)) |
| 173 | elif dtype == DType.INT48: |
| 174 | rng = (-(1 << 47), (1 << 47)) |
| 175 | else: |
| 176 | raise Exception("Unknown dtype: {}".format(dtype)) |
| 177 | |
| 178 | if not high_inclusive: |
| 179 | # Exclusive high: low <= range < high |
| 180 | return rng |
| 181 | else: |
| 182 | # Inclusive range: low <= range <= high |
| 183 | return (rng[0], rng[1] - 1) |
| 184 | |
Jeremy Johnson | 30a41db | 2023-11-15 11:00:49 +0000 | [diff] [blame] | 185 | def getRandTensor(self, shape, dtype, data_range=None): |
| 186 | if data_range is None: |
| 187 | low, high = self.getDTypeRange(dtype) |
| 188 | else: |
| 189 | low, high = data_range |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 190 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 191 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 192 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 193 | elif dtype == DType.INT48: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 194 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
| 195 | elif dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 196 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 197 | |
| 198 | if dtype == DType.FP16: |
| 199 | return np.float16(f_tensor) |
| 200 | else: |
| 201 | f32_tensor = np.float32(f_tensor) |
| 202 | if dtype == DType.BF16: |
| 203 | # Floor the last 16 bits of each f32 value |
| 204 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
| 205 | else: |
| 206 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 207 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 208 | # All other integer types |
| 209 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 210 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 211 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 212 | placeholders = [] |
| 213 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 214 | assert len(shape_list) == len(dtype_list) |
| 215 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 216 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 217 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 218 | if not self.args.lazy_data_gen: |
| 219 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 220 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 221 | |
| 222 | return placeholders |
| 223 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 224 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 225 | consts = [] |
| 226 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 227 | assert len(shape_list) == len(dtype_list) |
| 228 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 229 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 230 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 231 | if not self.args.lazy_data_gen: |
| 232 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 233 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 234 | |
| 235 | return consts |
| 236 | |
| 237 | def makeShape(self, rank): |
| 238 | if self.targetted_shape: |
| 239 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 240 | return np.int32( |
| 241 | self.rng.integers( |
| 242 | low=self.args.tensor_shape_range[0], |
| 243 | high=self.args.tensor_shape_range[1], |
| 244 | size=rank, |
| 245 | ) |
| 246 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 247 | |
| 248 | def setTargetShape(self, shape): |
| 249 | self.targetted_shape = shape |
| 250 | |
| 251 | def randInt(self, low=0, high=256): |
| 252 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 253 | |
| 254 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 255 | low, high = self.getDTypeRange(dtype) |
| 256 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 257 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 258 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 259 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 260 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 261 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 262 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 263 | return gtu.vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 264 | elif dtype == DType.BOOL: |
| 265 | return self.rng.choice([False, True]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 266 | elif dtype == DType.INT48: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 267 | # Special size |
| 268 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 269 | |
| 270 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 271 | |
| 272 | def shapeStr(self, shape): |
| 273 | |
| 274 | sStr = [] |
| 275 | # Convert to strings |
| 276 | for i in shape: |
| 277 | sStr.append(str(i)) |
| 278 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 279 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 280 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 281 | def typeStr(self, dtype): |
| 282 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 283 | assert len(dtype) >= 2 |
| 284 | strs = [self.typeStr(t) for t in dtype] |
| 285 | # Limit types to the first 2 as the 3rd is the accumulator |
| 286 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 287 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 288 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 289 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 290 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 291 | raise Exception( |
| 292 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 293 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 294 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 295 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 296 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 297 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 298 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 299 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 300 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 301 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 302 | def constrictBatchSize(self, shape): |
| 303 | # Limit the batch size unless an explicit target shape set |
| 304 | if self.args.max_batch_size and not self.args.target_shapes: |
| 305 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 306 | return shape |
| 307 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 308 | def makeDimension(self): |
| 309 | return self.randInt( |
| 310 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 311 | ) |
| 312 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 313 | def tensorComplianceMetaData( |
| 314 | self, op, inputType, argsDict, outputTensor, errorName |
| 315 | ): |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 316 | # TODO - Dot product Ops with FP16 or BF16 inputs that produce FP32 outputs are not supported yet |
| 317 | UNSUPPORTED_NON_FP32_INPUT_OPS = (Op.MATMUL, Op.CONV2D, Op.FULLY_CONNECTED) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 318 | if ( |
| 319 | errorName |
| 320 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 321 | or ( |
| 322 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 323 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 324 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 325 | ): |
| 326 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 327 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 328 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 329 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 330 | compliance_tens = { |
| 331 | "mode": None, |
| 332 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 333 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 334 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 335 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 336 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 337 | compliance_tens["dot_product_info"] = { |
| 338 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 339 | "ks": int(argsDict["ksb"]) |
| 340 | if "ksb" in argsDict |
| 341 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 342 | } |
| 343 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 344 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 345 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 346 | mode = gtu.ComplianceMode.ULP |
| 347 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
| 348 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 349 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 350 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 351 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 352 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 353 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 354 | compliance_tens["abs_error_info"] = { |
| 355 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 356 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 357 | else: |
| 358 | mode = gtu.ComplianceMode.EXACT |
| 359 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 360 | |
| 361 | return compliance_tens |
| 362 | |
| 363 | # Build Op functions |
| 364 | # Create the output tensor (calling OutputShaper as needed) |
| 365 | # Do final tweaks to attributes (if necessary for errorIf) |
| 366 | # Add Op into graph |
| 367 | # Return resulting tensor information or BuildInfo |
| 368 | |
| 369 | class BuildInfo: |
| 370 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 371 | |
| 372 | def __init__(self, resultTensor, complianceDict): |
| 373 | self.resultTensor = resultTensor |
| 374 | self.complianceDict = complianceDict |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 375 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 376 | def build_unary( |
| 377 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 378 | ): |
| 379 | assert len(inputs) == 1 |
| 380 | a = inputs[0] |
| 381 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 382 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 383 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 384 | |
| 385 | # Ensure new output type has correct qinfo |
| 386 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 387 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 388 | qinfo = [ |
| 389 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 390 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 391 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 392 | |
| 393 | # Invalidate Input/Output list for error if checks. |
| 394 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 395 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 396 | pCount, cCount = op["operands"] |
| 397 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 398 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 399 | self, error_name, input_list, output_list |
| 400 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 401 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 402 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 403 | self.ser, |
| 404 | validator_fcns, |
| 405 | error_name, |
| 406 | op=op, |
| 407 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 408 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 409 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 410 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 411 | input_list=input_list, |
| 412 | output_list=output_list, |
| 413 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 414 | ): |
| 415 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 416 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 417 | attr = None |
| 418 | if op["op"] == Op.NEGATE: |
| 419 | attr = ts.TosaSerializerAttribute() |
| 420 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 421 | |
| 422 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 423 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 424 | compliance = self.tensorComplianceMetaData( |
| 425 | op, a.dtype, args_dict, result_tensor, error_name |
| 426 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 427 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 428 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 429 | def build_binary_broadcast( |
| 430 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 431 | ): |
| 432 | assert len(inputs) == 2 |
| 433 | a, b = inputs |
| 434 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 435 | self.ser, self.rng, a, b, error_name |
| 436 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 437 | |
| 438 | # Invalidate Input/Output list for error if checks. |
| 439 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 440 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 441 | pCount, cCount = op["operands"] |
| 442 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 443 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 444 | self, error_name, input_list, output_list |
| 445 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 446 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 447 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 448 | self.ser, |
| 449 | validator_fcns, |
| 450 | error_name, |
| 451 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 452 | input1=a, |
| 453 | input2=b, |
| 454 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 455 | output_dtype=result_tensor.dtype, |
| 456 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 457 | input_list=input_list, |
| 458 | output_list=output_list, |
| 459 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 460 | ): |
| 461 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 462 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 463 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 464 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 465 | compliance = self.tensorComplianceMetaData( |
| 466 | op, a.dtype, args_dict, result_tensor, error_name |
| 467 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 468 | |
| 469 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 470 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 471 | def build_binary_nonbroadcast(self, op, a, b, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 472 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 473 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 474 | return result_tens |
| 475 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 476 | def build_arithmetic_right_shift( |
| 477 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 478 | ): |
| 479 | result_tens = OutputShaper.binaryBroadcastOp( |
| 480 | self.ser, self.rng, a, b, error_name |
| 481 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 482 | |
| 483 | # Invalidate Input/Output list for error if checks. |
| 484 | input_list = [a.name, b.name] |
| 485 | output_list = [result_tens.name] |
| 486 | pCount, cCount = op["operands"] |
| 487 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 488 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 489 | self, error_name, input_list, output_list |
| 490 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 491 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 492 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 493 | self.ser, |
| 494 | validator_fcns, |
| 495 | error_name, |
| 496 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 497 | input1=a, |
| 498 | input2=b, |
| 499 | input_dtype=a.dtype, |
| 500 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 501 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 502 | input_list=input_list, |
| 503 | output_list=output_list, |
| 504 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 505 | ): |
| 506 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 507 | |
| 508 | attr = ts.TosaSerializerAttribute() |
| 509 | attr.ArithmeticRightShiftAttribute(round) |
| 510 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 511 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 512 | return result_tens |
| 513 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 514 | def build_mul( |
| 515 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 516 | ): |
| 517 | assert len(inputs) == 2 |
| 518 | a, b = inputs |
| 519 | shift = args_dict["shift"] |
| 520 | |
| 521 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 522 | self.ser, self.rng, a, b, error_name |
| 523 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 524 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 525 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 526 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 527 | result_tensor.setDtype(DType.INT32) |
| 528 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 529 | if error_name == ErrorIf.WrongOutputType: |
| 530 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 531 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 532 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 533 | |
| 534 | # Invalidate Input/Output list for error if checks. |
| 535 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 536 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 537 | pCount, cCount = op["operands"] |
| 538 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 539 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 540 | self, error_name, input_list, output_list |
| 541 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 542 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 543 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 544 | self.ser, |
| 545 | validator_fcns, |
| 546 | error_name, |
| 547 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 548 | input1=a, |
| 549 | input2=b, |
| 550 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 551 | output_dtype=result_tensor.dtype, |
| 552 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 553 | input_list=input_list, |
| 554 | output_list=output_list, |
| 555 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 556 | ): |
| 557 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 558 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 559 | attr = ts.TosaSerializerAttribute() |
| 560 | attr.MulAttribute(shift) |
| 561 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 562 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 563 | |
| 564 | compliance = self.tensorComplianceMetaData( |
| 565 | op, a.dtype, args_dict, result_tensor, error_name |
| 566 | ) |
| 567 | |
| 568 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 569 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 570 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 571 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 572 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 573 | attr = ts.TosaSerializerAttribute() |
| 574 | attr.TableAttribute(table) |
| 575 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 576 | # Invalidate Input/Output list for error if checks. |
| 577 | input_list = [a.name] |
| 578 | output_list = [result_tens.name] |
| 579 | pCount, cCount = op["operands"] |
| 580 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 581 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 582 | self, error_name, input_list, output_list |
| 583 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 584 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 585 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 586 | self.ser, |
| 587 | validator_fcns, |
| 588 | error_name, |
| 589 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 590 | input_shape=a.shape, |
| 591 | input_dtype=a.dtype, |
| 592 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 593 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 594 | input_list=input_list, |
| 595 | output_list=output_list, |
| 596 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 597 | ): |
| 598 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 599 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 600 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 601 | |
| 602 | return result_tens |
| 603 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 604 | def build_select( |
| 605 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 606 | ): |
| 607 | assert len(inputs) == 3 |
| 608 | cond, a, b = inputs |
| 609 | |
| 610 | result_tensor = OutputShaper.selectOp( |
| 611 | self.ser, self.rng, cond, a, b, error_name |
| 612 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 613 | |
| 614 | # Invalidate Input/Output list for error if checks. |
| 615 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 616 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 617 | pCount, cCount = op["operands"] |
| 618 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 619 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 620 | self, error_name, input_list, output_list |
| 621 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 622 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 623 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 624 | self.ser, |
| 625 | validator_fcns, |
| 626 | error_name, |
| 627 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 628 | input1=cond, |
| 629 | input2=a, |
| 630 | input3=b, |
| 631 | input_shape=a.shape, |
| 632 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 633 | output_dtype=result_tensor.dtype, |
| 634 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 635 | input_list=input_list, |
| 636 | output_list=output_list, |
| 637 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 638 | ): |
| 639 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 640 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 641 | self.ser.addOperator( |
| 642 | op["op"], |
| 643 | input_list, |
| 644 | output_list, |
| 645 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 646 | compliance = self.tensorComplianceMetaData( |
| 647 | op, a.dtype, args_dict, result_tensor, error_name |
| 648 | ) |
| 649 | |
| 650 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 651 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 652 | def build_comparison( |
| 653 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 654 | ): |
| 655 | assert len(inputs) == 2 |
| 656 | a, b = inputs |
| 657 | |
| 658 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 659 | self.ser, self.rng, a, b, error_name |
| 660 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 661 | |
| 662 | # Invalidate Input/Output list for error if checks. |
| 663 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 664 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 665 | pCount, cCount = op["operands"] |
| 666 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 667 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 668 | self, error_name, input_list, output_list |
| 669 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 670 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 671 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 672 | self.ser, |
| 673 | validator_fcns, |
| 674 | error_name, |
| 675 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 676 | input1=a, |
| 677 | input2=b, |
| 678 | input_shape=a.shape, |
| 679 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 680 | output_shape=result_tensor.shape, |
| 681 | output_dtype=result_tensor.dtype, |
| 682 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 683 | input_list=input_list, |
| 684 | output_list=output_list, |
| 685 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 686 | ): |
| 687 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 688 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 689 | self.ser.addOperator( |
| 690 | op["op"], |
| 691 | input_list, |
| 692 | output_list, |
| 693 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 694 | |
| 695 | compliance = self.tensorComplianceMetaData( |
| 696 | op, a.dtype, args_dict, result_tensor, error_name |
| 697 | ) |
| 698 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 699 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 700 | def build_argmax( |
| 701 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 702 | ): |
| 703 | assert len(inputs) == 1 |
| 704 | a = inputs[0] |
| 705 | axis = args_dict["axis"] |
| 706 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 707 | |
| 708 | # Invalidate Input/Output list for error if checks. |
| 709 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 710 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 711 | pCount, cCount = op["operands"] |
| 712 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 713 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 714 | self, error_name, input_list, output_list |
| 715 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 716 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 717 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 718 | self.ser, |
| 719 | validator_fcns, |
| 720 | error_name, |
| 721 | op=op, |
| 722 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 723 | input_shape=a.shape, |
| 724 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 725 | output_shape=result_tensor.shape, |
| 726 | output_dtype=result_tensor.dtype, |
| 727 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 728 | input_list=input_list, |
| 729 | output_list=output_list, |
| 730 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 731 | ): |
| 732 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 733 | |
| 734 | attr = ts.TosaSerializerAttribute() |
| 735 | attr.AxisAttribute(axis) |
| 736 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 737 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 738 | |
| 739 | compliance = self.tensorComplianceMetaData( |
| 740 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 741 | ) |
| 742 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 743 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 744 | def build_pool2d( |
| 745 | self, |
| 746 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 747 | inputs, |
| 748 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 749 | validator_fcns=None, |
| 750 | error_name=None, |
| 751 | qinfo=None, |
| 752 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 753 | assert len(inputs) == 1 |
| 754 | input = inputs[0] |
| 755 | # max_pool has no accum_dtype |
| 756 | accum_dtype = ( |
| 757 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 758 | ) |
| 759 | stride = args_dict["stride"] |
| 760 | pad = args_dict["pad"] |
| 761 | kernel = args_dict["kernel"] |
| 762 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 763 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 764 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 765 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 766 | |
| 767 | # Ensure new output type has correct qinfo |
| 768 | if error_name == ErrorIf.WrongInputType: |
| 769 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 770 | qinfo = [ |
| 771 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 772 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 773 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 774 | |
| 775 | # Invalidate Input/Output list for error if checks. |
| 776 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 777 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 778 | pCount, cCount = op["operands"] |
| 779 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 780 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 781 | self, error_name, input_list, output_list |
| 782 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 783 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 784 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 785 | self.ser, |
| 786 | validator_fcns, |
| 787 | error_name, |
| 788 | op=op, |
| 789 | input_shape=input.shape, |
| 790 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 791 | output_shape=result_tensor.shape, |
| 792 | output_dtype=result_tensor.dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 793 | kernel=kernel, |
| 794 | stride=stride, |
| 795 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 796 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 797 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 798 | input_list=input_list, |
| 799 | output_list=output_list, |
| 800 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 801 | ): |
| 802 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 803 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 804 | if qinfo is None: |
| 805 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 806 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 807 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 808 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 809 | |
| 810 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 811 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 812 | compliance = self.tensorComplianceMetaData( |
| 813 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 814 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 815 | |
| 816 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 817 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 818 | def build_conv2d( |
| 819 | self, |
| 820 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 821 | inputs, |
| 822 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 823 | validator_fcns=None, |
| 824 | error_name=None, |
| 825 | qinfo=None, |
| 826 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 827 | assert len(inputs) == 3 |
| 828 | ifm, filter, bias = inputs |
| 829 | accum_dtype = args_dict["acc_type"] |
| 830 | strides = args_dict["stride"] |
| 831 | padding = args_dict["pad"] |
| 832 | dilations = args_dict["dilation"] |
| 833 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 834 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 835 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 836 | self.ser, |
| 837 | self.rng, |
| 838 | ifm, |
| 839 | filter, |
| 840 | accum_dtype, |
| 841 | strides, |
| 842 | padding, |
| 843 | dilations, |
| 844 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 845 | ) |
| 846 | |
| 847 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 848 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 849 | DType.INT8, |
| 850 | DType.UINT8, |
| 851 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 852 | qinfo = [ |
| 853 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 854 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 855 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 856 | |
| 857 | # Invalidate Input/Output list for error_if checks. |
| 858 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 859 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 860 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 861 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 862 | self, error_name, input_list, output_list |
| 863 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 864 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 865 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 866 | self.ser, |
| 867 | validator_fcns, |
| 868 | error_name, |
| 869 | op=op, |
| 870 | input_dtype=ifm.dtype, |
| 871 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 872 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 873 | qinfo=qinfo, |
| 874 | input_list=input_list, |
| 875 | num_operands=num_operands, |
| 876 | output_list=output_list, |
| 877 | pad=padding, |
| 878 | stride=strides, |
| 879 | dilation=dilations, |
| 880 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 881 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 882 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 883 | ): |
| 884 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 885 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 886 | # TODO - Test local_bound, for now set local bound attribute to False |
| 887 | local_bound = False |
| 888 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 889 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 890 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 891 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 892 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 893 | |
| 894 | compliance = self.tensorComplianceMetaData( |
| 895 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 896 | ) |
| 897 | |
| 898 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 899 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 900 | def build_conv3d( |
| 901 | self, |
| 902 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 903 | inputs, |
| 904 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 905 | validator_fcns=None, |
| 906 | error_name=None, |
| 907 | qinfo=None, |
| 908 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 909 | assert len(inputs) == 3 |
| 910 | ifm, filter, bias = inputs |
| 911 | accum_dtype = args_dict["acc_type"] |
| 912 | strides = args_dict["stride"] |
| 913 | padding = args_dict["pad"] |
| 914 | dilations = args_dict["dilation"] |
| 915 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 916 | assert len(padding) == 6 |
| 917 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 918 | self.ser, |
| 919 | self.rng, |
| 920 | ifm, |
| 921 | filter, |
| 922 | accum_dtype, |
| 923 | strides, |
| 924 | padding, |
| 925 | dilations, |
| 926 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 927 | ) |
| 928 | |
| 929 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 930 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 931 | DType.INT8, |
| 932 | DType.UINT8, |
| 933 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 934 | qinfo = [ |
| 935 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 936 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 937 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 938 | |
| 939 | # Invalidate Input/Output list for error_if checks. |
| 940 | input_list = [ifm.name, filter.name, bias.name] |
| 941 | output_list = [result_tens.name] |
| 942 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 943 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 944 | self, error_name, input_list, output_list |
| 945 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 946 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 947 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 948 | self.ser, |
| 949 | validator_fcns, |
| 950 | error_name, |
| 951 | op=op, |
| 952 | input_dtype=ifm.dtype, |
| 953 | weight_dtype=filter.dtype, |
| 954 | output_dtype=result_tens.dtype, |
| 955 | qinfo=qinfo, |
| 956 | input_list=input_list, |
| 957 | num_operands=num_operands, |
| 958 | output_list=output_list, |
| 959 | pad=padding, |
| 960 | stride=strides, |
| 961 | dilation=dilations, |
| 962 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 963 | weight_shape=filter.shape, |
| 964 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 965 | ): |
| 966 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 967 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 968 | # TODO - Test local_bound, for now set local bound attribute to False |
| 969 | local_bound = False |
| 970 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 971 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 972 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 973 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 974 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 975 | return result_tens |
| 976 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 977 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 978 | self, |
| 979 | op, |
| 980 | ifm, |
| 981 | filter, |
| 982 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 983 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 984 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 985 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 986 | output_shape, |
| 987 | validator_fcns=None, |
| 988 | error_name=None, |
| 989 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 990 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 991 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 992 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 993 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 994 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 995 | |
| 996 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 997 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 998 | DType.INT8, |
| 999 | DType.UINT8, |
| 1000 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1001 | qinfo = [ |
| 1002 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 1003 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 1004 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1005 | |
| 1006 | # Invalidate Input/Output list for error_if checks. |
| 1007 | input_list = [ifm.name, filter.name, bias.name] |
| 1008 | output_list = [result_tens.name] |
| 1009 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1010 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1011 | self, error_name, input_list, output_list |
| 1012 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1013 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1014 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1015 | self.ser, |
| 1016 | validator_fcns, |
| 1017 | error_name, |
| 1018 | op=op, |
| 1019 | input_dtype=ifm.dtype, |
| 1020 | weight_dtype=filter.dtype, |
| 1021 | output_dtype=result_tens.dtype, |
| 1022 | qinfo=qinfo, |
| 1023 | input_list=input_list, |
| 1024 | num_operands=num_operands, |
| 1025 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1026 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1027 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1028 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1029 | weight_shape=filter.shape, |
| 1030 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1031 | ): |
| 1032 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1033 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1034 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1035 | local_bound = False |
| 1036 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1037 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1038 | attr.TransposeConvAttribute( |
| 1039 | out_pad, stride, output_shape, qinfo[0], qinfo[1], local_bound |
| 1040 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1041 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1042 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1043 | return result_tens |
| 1044 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1045 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1046 | self, |
| 1047 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1048 | inputs, |
| 1049 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1050 | validator_fcns=None, |
| 1051 | error_name=None, |
| 1052 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1053 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1054 | assert len(inputs) == 3 |
| 1055 | ifm, filter, bias = inputs |
| 1056 | accum_dtype = args_dict["acc_type"] |
| 1057 | strides = args_dict["stride"] |
| 1058 | padding = args_dict["pad"] |
| 1059 | dilations = args_dict["dilation"] |
| 1060 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1061 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1062 | self.ser, |
| 1063 | self.rng, |
| 1064 | ifm, |
| 1065 | filter, |
| 1066 | accum_dtype, |
| 1067 | strides, |
| 1068 | padding, |
| 1069 | dilations, |
| 1070 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1071 | ) |
| 1072 | |
| 1073 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1074 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1075 | DType.INT8, |
| 1076 | DType.UINT8, |
| 1077 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1078 | qinfo = [ |
| 1079 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 1080 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 1081 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1082 | |
| 1083 | # Invalidate Input/Output list for error_if checks. |
| 1084 | input_list = [ifm.name, filter.name, bias.name] |
| 1085 | output_list = [result_tens.name] |
| 1086 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1087 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1088 | self, error_name, input_list, output_list |
| 1089 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1090 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1091 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1092 | self.ser, |
| 1093 | validator_fcns, |
| 1094 | error_name, |
| 1095 | op=op, |
| 1096 | input_dtype=ifm.dtype, |
| 1097 | weight_dtype=filter.dtype, |
| 1098 | output_dtype=result_tens.dtype, |
| 1099 | qinfo=qinfo, |
| 1100 | input_list=input_list, |
| 1101 | num_operands=num_operands, |
| 1102 | output_list=output_list, |
| 1103 | pad=padding, |
| 1104 | stride=strides, |
| 1105 | dilation=dilations, |
| 1106 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1107 | weight_shape=filter.shape, |
| 1108 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1109 | ): |
| 1110 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1111 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1112 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1113 | local_bound = False |
| 1114 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1115 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1116 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1117 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1118 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1119 | return result_tens |
| 1120 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1121 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1122 | self, |
| 1123 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1124 | inputs, |
| 1125 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1126 | validator_fcns=None, |
| 1127 | error_name=None, |
| 1128 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1129 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1130 | assert len(inputs) == 3 |
| 1131 | ifm, filter, bias = inputs |
| 1132 | accum_dtype = args_dict["acc_type"] |
| 1133 | |
| 1134 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1135 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1136 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1137 | |
| 1138 | # Invalidate Input/Output list for error if checks. |
| 1139 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1140 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1141 | pCount, cCount = op["operands"] |
| 1142 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1143 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1144 | self, error_name, input_list, output_list |
| 1145 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1146 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1147 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1148 | self.ser, |
| 1149 | validator_fcns, |
| 1150 | error_name, |
| 1151 | op=op, |
| 1152 | input_shape=ifm.shape, |
| 1153 | input_dtype=ifm.dtype, |
| 1154 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1155 | output_shape=result_tensor.shape, |
| 1156 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1157 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1158 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1159 | input_list=input_list, |
| 1160 | output_list=output_list, |
| 1161 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1162 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1163 | ): |
| 1164 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1165 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1166 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1167 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1168 | |
| 1169 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1170 | |
| 1171 | compliance = self.tensorComplianceMetaData( |
| 1172 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1173 | ) |
| 1174 | |
| 1175 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1176 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1177 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1178 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1179 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1180 | assert len(inputs) == 2 |
| 1181 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1182 | accum_dtype = args_dict["acc_type"] |
| 1183 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1184 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1185 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1186 | |
| 1187 | # Invalidate Input/Output list for error if checks. |
| 1188 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1189 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1190 | pCount, cCount = op["operands"] |
| 1191 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1192 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1193 | self, error_name, input_list, output_list |
| 1194 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1195 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1196 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1197 | self.ser, |
| 1198 | validator_fcns, |
| 1199 | error_name, |
| 1200 | op=op, |
| 1201 | input_shape=a.shape, |
| 1202 | input_dtype=a.dtype, |
| 1203 | input2_shape=b.shape, |
| 1204 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1205 | output_shape=result_tensor.shape, |
| 1206 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1207 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1208 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1209 | input_list=input_list, |
| 1210 | output_list=output_list, |
| 1211 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1212 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1213 | ): |
| 1214 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1215 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1216 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1217 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1218 | |
| 1219 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1220 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1221 | compliance = self.tensorComplianceMetaData( |
| 1222 | op, a.dtype, args_dict, result_tensor, error_name |
| 1223 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1224 | |
| 1225 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1226 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1227 | def build_reduce( |
| 1228 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1229 | ): |
| 1230 | assert len(inputs) == 1 |
| 1231 | a = inputs[0] |
| 1232 | axis = args_dict["axis"] |
| 1233 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1234 | |
| 1235 | # Invalidate Input/Output list for error if checks. |
| 1236 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1237 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1238 | pCount, cCount = op["operands"] |
| 1239 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1240 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1241 | self, error_name, input_list, output_list |
| 1242 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1243 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1244 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1245 | self.ser, |
| 1246 | validator_fcns, |
| 1247 | error_name, |
| 1248 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1249 | axis=axis, |
| 1250 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1251 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1252 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1253 | output_dtype=result_tensor.dtype, |
| 1254 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1255 | input_list=input_list, |
| 1256 | output_list=output_list, |
| 1257 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1258 | ): |
| 1259 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1260 | |
| 1261 | attr = ts.TosaSerializerAttribute() |
| 1262 | attr.AxisAttribute(axis) |
| 1263 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1264 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1265 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1266 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1267 | # Number of products - needed for compliance |
| 1268 | args_dict["n"] = a.shape[axis] |
| 1269 | |
| 1270 | compliance = self.tensorComplianceMetaData( |
| 1271 | op, a.dtype, args_dict, result_tensor, error_name |
| 1272 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1273 | |
| 1274 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1275 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1276 | def build_clamp( |
| 1277 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1278 | ): |
| 1279 | assert len(inputs) == 1 |
| 1280 | a = inputs[0] |
| 1281 | |
| 1282 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1283 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1284 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1285 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1286 | if error_name == ErrorIf.MaxSmallerMin: |
| 1287 | # Make sure the numbers are different to invoke this error |
| 1288 | while v[0] == v[1]: |
| 1289 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1290 | max_val = min(v) |
| 1291 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1292 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1293 | max_val = max(v) |
| 1294 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1295 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1296 | # Invalidate Input/Output list for error if checks. |
| 1297 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1298 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1299 | pCount, cCount = op["operands"] |
| 1300 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1301 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1302 | self, error_name, input_list, output_list |
| 1303 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1304 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1305 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1306 | self.ser, |
| 1307 | validator_fcns, |
| 1308 | error_name, |
| 1309 | op=op, |
| 1310 | max_val=max_val, |
| 1311 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1312 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1313 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1314 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1315 | output_dtype=result_tensor.dtype, |
| 1316 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1317 | input_list=input_list, |
| 1318 | output_list=output_list, |
| 1319 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1320 | ): |
| 1321 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1322 | |
| 1323 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1324 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1325 | if a.dtype == DType.FP16: |
| 1326 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1327 | min_val = min_val.astype(np.float32) |
| 1328 | max_val = max_val.astype(np.float32) |
| 1329 | |
| 1330 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1331 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1332 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1333 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1334 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1335 | |
| 1336 | compliance = self.tensorComplianceMetaData( |
| 1337 | op, a.dtype, args_dict, result_tensor, error_name |
| 1338 | ) |
| 1339 | |
| 1340 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1341 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1342 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1343 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1344 | attr = ts.TosaSerializerAttribute() |
| 1345 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1346 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1347 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1348 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1349 | return result_tens |
| 1350 | |
| 1351 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1352 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1353 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1354 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1355 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1356 | return result_tens |
| 1357 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1358 | def build_activation( |
| 1359 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1360 | ): |
| 1361 | assert len(inputs) == 1 |
| 1362 | a = inputs[0] |
| 1363 | |
| 1364 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1365 | |
| 1366 | # Invalidate Input/Output list for error if checks. |
| 1367 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1368 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1369 | pCount, cCount = op["operands"] |
| 1370 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1371 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1372 | self, error_name, input_list, output_list |
| 1373 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1374 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1375 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1376 | self.ser, |
| 1377 | validator_fcns, |
| 1378 | error_name, |
| 1379 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1380 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1381 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1382 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1383 | output_dtype=result_tensor.dtype, |
| 1384 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1385 | input_list=input_list, |
| 1386 | output_list=output_list, |
| 1387 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1388 | ): |
| 1389 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1390 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1391 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1392 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1393 | compliance = self.tensorComplianceMetaData( |
| 1394 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1395 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1396 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1397 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1398 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1399 | def build_concat( |
| 1400 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1401 | ): |
| 1402 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1403 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1404 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1405 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1406 | result_tensor = OutputShaper.concatOp( |
| 1407 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1408 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1409 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1410 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1411 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1412 | input_tensor_names.append(tensor.name) |
| 1413 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1414 | # Invalidate Input/Output list for error if checks. |
| 1415 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1416 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1417 | pCount, cCount = op["operands"] |
| 1418 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1419 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1420 | self, error_name, input_list, output_list |
| 1421 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1422 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1423 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1424 | self.ser, |
| 1425 | validator_fcns, |
| 1426 | error_name, |
| 1427 | op=op, |
| 1428 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1429 | input_shape=inputs[0].shape, |
| 1430 | output_shape=result_tensor.shape, |
| 1431 | input_dtype=inputs[0].dtype, |
| 1432 | output_dtype=result_tensor.dtype, |
| 1433 | inputs=inputs, |
| 1434 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1435 | input_list=input_list, |
| 1436 | output_list=output_list, |
| 1437 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1438 | ): |
| 1439 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1440 | |
| 1441 | attr = ts.TosaSerializerAttribute() |
| 1442 | attr.AxisAttribute(axis) |
| 1443 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1444 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame^] | 1445 | |
| 1446 | compliance = self.tensorComplianceMetaData( |
| 1447 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1448 | ) |
| 1449 | |
| 1450 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1451 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1452 | def build_pad( |
| 1453 | self, |
| 1454 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1455 | inputs, |
| 1456 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1457 | validator_fcns=None, |
| 1458 | error_name=None, |
| 1459 | qinfo=None, |
| 1460 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1461 | assert len(inputs) == 1 |
| 1462 | a = inputs[0] |
| 1463 | padding = args_dict["pad"] |
| 1464 | pad_const_int = args_dict["pad_const_int"] |
| 1465 | pad_const_float = args_dict["pad_const_fp"] |
| 1466 | |
| 1467 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1468 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1469 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1470 | attr.PadAttribute( |
| 1471 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1472 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1473 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1474 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1475 | input_list = [a.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1476 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1477 | pCount, cCount = op["operands"] |
| 1478 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1479 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1480 | self, error_name, input_list, output_list |
| 1481 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1482 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1483 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1484 | self.ser, |
| 1485 | validator_fcns, |
| 1486 | error_name, |
| 1487 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1488 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1489 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1490 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1491 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1492 | pad=padding, |
| 1493 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1494 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1495 | input_list=input_list, |
| 1496 | output_list=output_list, |
| 1497 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1498 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1499 | ): |
| 1500 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1501 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1502 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1503 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1504 | compliance = self.tensorComplianceMetaData( |
| 1505 | op, a.dtype, args_dict, result_tensor, error_name |
| 1506 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1507 | |
| 1508 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1509 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1510 | def build_dim( |
| 1511 | self, |
| 1512 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1513 | inputs, |
| 1514 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1515 | validator_fcns=None, |
| 1516 | error_name=None, |
| 1517 | qinfo=None, |
| 1518 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1519 | assert len(inputs) == 1 |
| 1520 | a = inputs[0] |
| 1521 | axis = args_dict["axis"] |
| 1522 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1523 | |
| 1524 | # Invalidate Input/Output list for error if checks. |
| 1525 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1526 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1527 | pCount, cCount = op["operands"] |
| 1528 | num_operands = pCount + cCount |
| 1529 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1530 | self, error_name, input_list, output_list |
| 1531 | ) |
| 1532 | |
| 1533 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1534 | self.ser, |
| 1535 | validator_fcns, |
| 1536 | error_name, |
| 1537 | op=op, |
| 1538 | axis=axis, |
| 1539 | input_shape=a.shape, |
| 1540 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1541 | output_shape=result_tensor.shape, |
| 1542 | output_dtype=result_tensor.dtype, |
| 1543 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1544 | input_list=input_list, |
| 1545 | output_list=output_list, |
| 1546 | num_operands=num_operands, |
| 1547 | ): |
| 1548 | return None |
| 1549 | |
| 1550 | attr = ts.TosaSerializerAttribute() |
| 1551 | attr.AxisAttribute(axis) |
| 1552 | |
| 1553 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1554 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1555 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1556 | def build_reshape( |
| 1557 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1558 | ): |
| 1559 | assert len(inputs) == 1 |
| 1560 | a = inputs[0] |
| 1561 | new_shape = args_dict["new_shape"] |
| 1562 | result_tensor = OutputShaper.reshapeOp( |
| 1563 | self.ser, self.rng, a, new_shape, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1564 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1565 | |
| 1566 | # Invalidate Input/Output list for error if checks. |
| 1567 | input_list = [a.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1568 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1569 | pCount, cCount = op["operands"] |
| 1570 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1571 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1572 | self, error_name, input_list, output_list |
| 1573 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1574 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1575 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1576 | self.ser, |
| 1577 | validator_fcns, |
| 1578 | error_name, |
| 1579 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1580 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1581 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1582 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1583 | output_dtype=result_tensor.dtype, |
| 1584 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1585 | input_list=input_list, |
| 1586 | output_list=output_list, |
| 1587 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1588 | ): |
| 1589 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1590 | |
| 1591 | attr = ts.TosaSerializerAttribute() |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1592 | attr.ReshapeAttribute(new_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1593 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1594 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1595 | |
| 1596 | compliance = self.tensorComplianceMetaData( |
| 1597 | op, a.dtype, args_dict, result_tensor, error_name |
| 1598 | ) |
| 1599 | |
| 1600 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1601 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1602 | def build_reverse( |
| 1603 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1604 | ): |
| 1605 | assert len(inputs) == 1 |
| 1606 | a = inputs[0] |
| 1607 | axis = args_dict["axis"] |
| 1608 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1609 | |
| 1610 | # Invalidate Input/Output list for error if checks. |
| 1611 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1612 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1613 | pCount, cCount = op["operands"] |
| 1614 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1615 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1616 | self, error_name, input_list, output_list |
| 1617 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1618 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1619 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1620 | self.ser, |
| 1621 | validator_fcns, |
| 1622 | error_name, |
| 1623 | op=op, |
| 1624 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1625 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1626 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1627 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1628 | output_dtype=result_tensor.dtype, |
| 1629 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1630 | input_list=input_list, |
| 1631 | output_list=output_list, |
| 1632 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1633 | ): |
| 1634 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1635 | |
| 1636 | attr = ts.TosaSerializerAttribute() |
| 1637 | attr.AxisAttribute(axis) |
| 1638 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1639 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1640 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1641 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1642 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1643 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1644 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1645 | attr = ts.TosaSerializerAttribute() |
| 1646 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1647 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1648 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1649 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1650 | output_list = [result_tens.name] |
| 1651 | pCount, cCount = op["operands"] |
| 1652 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1653 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1654 | self, error_name, input_list, output_list |
| 1655 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1656 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1657 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1658 | self.ser, |
| 1659 | validator_fcns, |
| 1660 | error_name, |
| 1661 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1662 | input_shape=a.shape, |
| 1663 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1664 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1665 | input_dtype=a.dtype, |
| 1666 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1667 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1668 | input_list=input_list, |
| 1669 | output_list=output_list, |
| 1670 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1671 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1672 | ): |
| 1673 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1674 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1675 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1676 | return result_tens |
| 1677 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1678 | 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] | 1679 | result_tens = OutputShaper.sliceOp( |
| 1680 | self.ser, self.rng, a, start, size, error_name |
| 1681 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1682 | |
| 1683 | # Invalidate Input/Output list for error if checks. |
| 1684 | input_list = [a.name] |
| 1685 | output_list = [result_tens.name] |
| 1686 | pCount, cCount = op["operands"] |
| 1687 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1688 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1689 | self, error_name, input_list, output_list |
| 1690 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1691 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1692 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1693 | self.ser, |
| 1694 | validator_fcns, |
| 1695 | error_name, |
| 1696 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1697 | input_shape=a.shape, |
| 1698 | output_shape=result_tens.shape, |
| 1699 | input_dtype=a.dtype, |
| 1700 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1701 | start=start, |
| 1702 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1703 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1704 | input_list=input_list, |
| 1705 | output_list=output_list, |
| 1706 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1707 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1708 | ): |
| 1709 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1710 | |
| 1711 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1712 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1713 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1714 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1715 | return result_tens |
| 1716 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1717 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1718 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1719 | |
| 1720 | # Invalidate Input/Output list for error if checks. |
| 1721 | input_list = [a.name] |
| 1722 | output_list = [result_tens.name] |
| 1723 | pCount, cCount = op["operands"] |
| 1724 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1725 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1726 | self, error_name, input_list, output_list |
| 1727 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1728 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1729 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1730 | self.ser, |
| 1731 | validator_fcns, |
| 1732 | error_name, |
| 1733 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1734 | input_shape=a.shape, |
| 1735 | output_shape=result_tens.shape, |
| 1736 | input_dtype=a.dtype, |
| 1737 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1738 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1739 | input_list=input_list, |
| 1740 | output_list=output_list, |
| 1741 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1742 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1743 | ): |
| 1744 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1745 | |
| 1746 | attr = ts.TosaSerializerAttribute() |
| 1747 | attr.TileAttribute(multiples) |
| 1748 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1749 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1750 | return result_tens |
| 1751 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1752 | def build_gather( |
| 1753 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1754 | ): |
| 1755 | assert len(inputs) == 2 |
| 1756 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1757 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1758 | result_tensor = OutputShaper.gatherOp( |
| 1759 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1760 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1761 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1762 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1763 | input_list = [values.name, indices.name] |
| 1764 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1765 | pCount, cCount = op["operands"] |
| 1766 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1767 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1768 | self, error_name, input_list, output_list |
| 1769 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1770 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1771 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1772 | self.ser, |
| 1773 | validator_fcns, |
| 1774 | error_name, |
| 1775 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1776 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1777 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1778 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1779 | output_dtype=result_tensor.dtype, |
| 1780 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1781 | input_list=input_list, |
| 1782 | output_list=output_list, |
| 1783 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1784 | ): |
| 1785 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1786 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1787 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1788 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1789 | compliance = self.tensorComplianceMetaData( |
| 1790 | op, values.dtype, args_dict, result_tensor, error_name |
| 1791 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1792 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1793 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1794 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1795 | def build_scatter( |
| 1796 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1797 | ): |
| 1798 | assert len(inputs) == 3 |
| 1799 | values_in, indices, input = inputs |
| 1800 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1801 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1802 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1803 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1804 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1805 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1806 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1807 | pCount, cCount = op["operands"] |
| 1808 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1809 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1810 | self, error_name, input_list, output_list |
| 1811 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1812 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1813 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1814 | self.ser, |
| 1815 | validator_fcns, |
| 1816 | error_name, |
| 1817 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1818 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1819 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1820 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1821 | output_dtype=result_tensor.dtype, |
| 1822 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1823 | input_list=input_list, |
| 1824 | output_list=output_list, |
| 1825 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1826 | ): |
| 1827 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1828 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1829 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1830 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1831 | compliance = self.tensorComplianceMetaData( |
| 1832 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1833 | ) |
| 1834 | |
| 1835 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1836 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1837 | def build_resize( |
| 1838 | self, |
| 1839 | op, |
| 1840 | input, |
| 1841 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1842 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1843 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1844 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1845 | input_dtype, |
| 1846 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1847 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1848 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1849 | ): |
| 1850 | result_tens = OutputShaper.resizeOp( |
| 1851 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1852 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1853 | input, |
| 1854 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1855 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1856 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1857 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1858 | input_dtype, |
| 1859 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1860 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1861 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1862 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1863 | # Invalidate Input/Output list for error if checks. |
| 1864 | input_list = [input.name] |
| 1865 | output_list = [result_tens.name] |
| 1866 | pCount, cCount = op["operands"] |
| 1867 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1868 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1869 | self, error_name, input_list, output_list |
| 1870 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1871 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1872 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1873 | self.ser, |
| 1874 | validator_fcns, |
| 1875 | error_name, |
| 1876 | op=op, |
| 1877 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1878 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1879 | input_dtype=input_dtype, |
| 1880 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1881 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1882 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1883 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1884 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1885 | input_list=input_list, |
| 1886 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1887 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1888 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1889 | ): |
| 1890 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1891 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1892 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1893 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1894 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1895 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1896 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1897 | return result_tens |
| 1898 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1899 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1900 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1901 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1902 | self.ser.addOperator( |
| 1903 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1904 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1905 | return result_tens |
| 1906 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1907 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1908 | self.ser.addOutputTensor(val) |
| 1909 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1910 | |
| 1911 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1912 | def build_cast( |
| 1913 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1914 | ): |
| 1915 | assert len(inputs) == 1 |
| 1916 | val = inputs[0] |
| 1917 | out_dtype = args_dict["out_type"] |
| 1918 | |
| 1919 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1920 | self.ser, self.rng, val, out_dtype, error_name |
| 1921 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1922 | |
| 1923 | # Invalidate Input/Output list for error if checks. |
| 1924 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1925 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1926 | pCount, cCount = op["operands"] |
| 1927 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1928 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1929 | self, error_name, input_list, output_list |
| 1930 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1931 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1932 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1933 | self.ser, |
| 1934 | validator_fcns, |
| 1935 | error_name, |
| 1936 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1937 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1938 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1939 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1940 | output_dtype=result_tensor.dtype, |
| 1941 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1942 | input_list=input_list, |
| 1943 | output_list=output_list, |
| 1944 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1945 | ): |
| 1946 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1947 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1948 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1949 | |
| 1950 | compliance = self.tensorComplianceMetaData( |
| 1951 | op, val.dtype, args_dict, result_tensor, error_name |
| 1952 | ) |
| 1953 | |
| 1954 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1955 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1956 | def build_rescale( |
| 1957 | self, |
| 1958 | op, |
| 1959 | val, |
| 1960 | out_dtype, |
| 1961 | scale32, |
| 1962 | double_round, |
| 1963 | per_channel, |
| 1964 | validator_fcns, |
| 1965 | error_name, |
| 1966 | ): |
| 1967 | result_tens = OutputShaper.typeConversionOp( |
| 1968 | self.ser, self.rng, val, out_dtype, error_name |
| 1969 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1970 | |
| 1971 | if per_channel: |
| 1972 | nc = val.shape[-1] |
| 1973 | else: |
| 1974 | nc = 1 |
| 1975 | |
| 1976 | in_type_width = self.typeWidth(val.dtype) |
| 1977 | out_type_width = self.typeWidth(out_dtype) |
| 1978 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1979 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1980 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1981 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1982 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1983 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1984 | in_type_width += 1 |
| 1985 | elif error_name in [ |
| 1986 | ErrorIf.InputZeroPointNotZero, |
| 1987 | ErrorIf.U16InputZeroPointNotValid, |
| 1988 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1989 | input_zp = self.randInt(-128, 128) |
| 1990 | if input_zp == 0: |
| 1991 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1992 | in_type_width += 1 |
| 1993 | elif val.dtype == DType.UINT16: |
| 1994 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1995 | input_zp = self.rng.choice([0, 32768]) |
| 1996 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1997 | else: |
| 1998 | input_zp = 0 |
| 1999 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2000 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2001 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2002 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2003 | elif out_dtype == DType.UINT8: |
| 2004 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2005 | out_type_width += 1 |
| 2006 | elif error_name in [ |
| 2007 | ErrorIf.OutputZeroPointNotZero, |
| 2008 | ErrorIf.U16OutputZeroPointNotValid, |
| 2009 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2010 | output_zp = self.randInt(-128, 128) |
| 2011 | if output_zp == 0: |
| 2012 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2013 | out_type_width += 1 |
| 2014 | elif out_dtype == DType.UINT16: |
| 2015 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2016 | output_zp = self.rng.choice([0, 32768]) |
| 2017 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2018 | else: |
| 2019 | output_zp = 0 |
| 2020 | |
| 2021 | # Calculate scale based on: |
| 2022 | # scale = a *(2^output_width)/(2^input_width)) |
| 2023 | |
| 2024 | a = np.float32(self.rng.random(size=[nc])) |
| 2025 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2026 | |
| 2027 | if scale32: |
| 2028 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2029 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2030 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2031 | else: |
| 2032 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2033 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2034 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2035 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2036 | |
| 2037 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2038 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2039 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2040 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2041 | |
| 2042 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2043 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2044 | scale_arr[i], scale32 |
| 2045 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2046 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2047 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2048 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2049 | # 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] | 2050 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2051 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2052 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2053 | assert val.placeholderFilename |
| 2054 | values = np.load( |
| 2055 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2056 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2057 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2058 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2059 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 2060 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2061 | if not np.all(np.array_equal(values, val_adj)): |
| 2062 | # Values changed so overwrite file with new values |
| 2063 | np.save( |
| 2064 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2065 | val_adj, |
| 2066 | False, |
| 2067 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2068 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2069 | # Invalidate Input/Output list for error if checks. |
| 2070 | input_list = [val.name] |
| 2071 | output_list = [result_tens.name] |
| 2072 | pCount, cCount = op["operands"] |
| 2073 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2074 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2075 | self, error_name, input_list, output_list |
| 2076 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2077 | |
| 2078 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2079 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2080 | self.ser, |
| 2081 | validator_fcns, |
| 2082 | error_name, |
| 2083 | op=op, |
| 2084 | input_dtype=val.dtype, |
| 2085 | output_dtype=out_dtype, |
| 2086 | input_shape=val.shape, |
| 2087 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2088 | scale32=scale32, |
| 2089 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2090 | input_list=input_list, |
| 2091 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2092 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2093 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2094 | ): |
| 2095 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2096 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2097 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2098 | attr.RescaleAttribute( |
| 2099 | input_zp, |
| 2100 | output_zp, |
| 2101 | multiplier_arr, |
| 2102 | shift_arr, |
| 2103 | scale32, |
| 2104 | double_round, |
| 2105 | per_channel, |
| 2106 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2107 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2108 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2109 | return result_tens |
| 2110 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2111 | def _get_condition_tensor(self, op, cond, error_name): |
| 2112 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2113 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2114 | else: |
| 2115 | cond_type = DType.BOOL |
| 2116 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2117 | choice = self.rng.choice([1, 2]) |
| 2118 | if choice == 1: |
| 2119 | cond_shape = [2] |
| 2120 | else: |
| 2121 | cond_shape = [1, 2] |
| 2122 | else: |
| 2123 | # Must be of size 1 (rank 0) |
| 2124 | cond_shape = [] |
| 2125 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2126 | return cond_tens |
| 2127 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2128 | def build_cond_if_const( |
| 2129 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2130 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2131 | # 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] | 2132 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2133 | # and fill them with const nodes for the body. |
| 2134 | |
| 2135 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2136 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2137 | |
| 2138 | # Make then/else tensors |
| 2139 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2140 | |
| 2141 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2142 | if error_name in [ |
| 2143 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2144 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2145 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2146 | incorrect_shape = deepcopy(then_tens.shape) |
| 2147 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2148 | incorrect_shape[i] += ( |
| 2149 | self.rng.choice([-3, -2, 2, 3]) |
| 2150 | if incorrect_shape[i] > 3 |
| 2151 | else self.rng.choice([1, 2, 4]) |
| 2152 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2153 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2154 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2155 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2156 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2157 | |
| 2158 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2159 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2160 | |
| 2161 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2162 | then_block = "THEN_BLOCK" |
| 2163 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2164 | attr = ts.TosaSerializerAttribute() |
| 2165 | attr.CondIfAttribute(then_block, else_block) |
| 2166 | |
| 2167 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2168 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2169 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2170 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2171 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2172 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2173 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2174 | else: |
| 2175 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2176 | self.ser.addOutputTensor(then_tens) |
| 2177 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2178 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2179 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2180 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2181 | else: |
| 2182 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2183 | self.ser.addOutputTensor(else_tens) |
| 2184 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2185 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2186 | self.ser, |
| 2187 | validator_fcns, |
| 2188 | error_name, |
| 2189 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2190 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2191 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2192 | ): |
| 2193 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2194 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2195 | return result_tens |
| 2196 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2197 | def build_cond_if_binary( |
| 2198 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2199 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2200 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2201 | # alternately add or subtract them based on the condition |
| 2202 | |
| 2203 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2204 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2205 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2206 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2207 | |
| 2208 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2209 | then_block = "THEN_BLOCK" |
| 2210 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2211 | attr = ts.TosaSerializerAttribute() |
| 2212 | attr.CondIfAttribute(then_block, else_block) |
| 2213 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2214 | if error_name in [ |
| 2215 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2216 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2217 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2218 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2219 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2220 | incorrect_shape = a.shape.copy() |
| 2221 | for i in range(len(incorrect_shape)): |
| 2222 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2223 | incorrect_block_input = deepcopy(a) |
| 2224 | incorrect_block_input.shape = incorrect_shape |
| 2225 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2226 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2227 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2228 | 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] | 2229 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2230 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2231 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2232 | then_op, else_op = Op.ADD, Op.SUB |
| 2233 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2234 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2235 | else: |
| 2236 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2237 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2238 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2239 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2240 | if ( |
| 2241 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2242 | and block == then_block |
| 2243 | ) or ( |
| 2244 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2245 | and block == else_block |
| 2246 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2247 | self.ser.addInputTensor(incorrect_block_input) |
| 2248 | self.ser.addInputTensor(b) |
| 2249 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2250 | elif ( |
| 2251 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2252 | and block == then_block |
| 2253 | ) or ( |
| 2254 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2255 | and block == else_block |
| 2256 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2257 | self.ser.addInputTensor(a) |
| 2258 | self.ser.addInputTensor(b) |
| 2259 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2260 | else: |
| 2261 | self.ser.addInputTensor(a) |
| 2262 | self.ser.addInputTensor(b) |
| 2263 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2264 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2265 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2266 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2267 | self.ser, |
| 2268 | validator_fcns, |
| 2269 | error_name, |
| 2270 | op=op, |
| 2271 | a=a, |
| 2272 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2273 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2274 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2275 | ): |
| 2276 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2277 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2278 | return result_tens |
| 2279 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2280 | 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] | 2281 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2282 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2283 | cond_block = "COND_BLOCK" |
| 2284 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2285 | |
| 2286 | attr = ts.TosaSerializerAttribute() |
| 2287 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2288 | |
| 2289 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2290 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2291 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2292 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2293 | |
| 2294 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2295 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2296 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2297 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2298 | incorrect_acc = deepcopy(acc) |
| 2299 | for i in range(len(incorrect_acc.shape)): |
| 2300 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2301 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2302 | else: |
| 2303 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2304 | |
| 2305 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2306 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2307 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2308 | [iter.name, a.name, acc.name], |
| 2309 | [iter_out.name, a_out.name, acc_out.name], |
| 2310 | attr, |
| 2311 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2312 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2313 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2314 | if error_name in [ |
| 2315 | ErrorIf.InputListCondGraphMismatch, |
| 2316 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2317 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2318 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2319 | incorrect_iter = deepcopy(iter) |
| 2320 | for i in range(len(incorrect_iter.shape)): |
| 2321 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2322 | if len(incorrect_iter.shape) == 0: |
| 2323 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2324 | |
| 2325 | incorrect_acc = deepcopy(acc) |
| 2326 | for i in range(len(incorrect_acc.shape)): |
| 2327 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2328 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2329 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2330 | self.ser.addBasicBlock(cond_block) |
| 2331 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2332 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2333 | self.ser.addInputTensor(incorrect_iter) |
| 2334 | self.ser.addInputTensor(a) |
| 2335 | self.ser.addInputTensor(incorrect_acc) |
| 2336 | else: |
| 2337 | self.ser.addInputTensor(iter) |
| 2338 | self.ser.addInputTensor(a) |
| 2339 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2340 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2341 | |
| 2342 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2343 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2344 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2345 | cond_type = DType.BOOL |
| 2346 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2347 | choice = self.rng.choice([1, 2]) |
| 2348 | if choice == 1: |
| 2349 | cond_shape = [3] |
| 2350 | else: |
| 2351 | cond_shape = [1, 2] |
| 2352 | else: |
| 2353 | cond_shape = [] |
| 2354 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2355 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2356 | 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] | 2357 | |
| 2358 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2359 | # 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] | 2360 | self.ser.addBasicBlock(body_block) |
| 2361 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2362 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2363 | self.ser.addInputTensor(incorrect_iter) |
| 2364 | self.ser.addInputTensor(a) |
| 2365 | self.ser.addInputTensor(incorrect_acc) |
| 2366 | else: |
| 2367 | self.ser.addInputTensor(iter) |
| 2368 | self.ser.addInputTensor(a) |
| 2369 | self.ser.addInputTensor(acc) |
| 2370 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2371 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2372 | |
| 2373 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2374 | iter_body_out = self.ser.addIntermediate( |
| 2375 | incorrect_iter.shape, incorrect_iter.dtype |
| 2376 | ) |
| 2377 | acc_body_out = self.ser.addIntermediate( |
| 2378 | incorrect_acc.shape, incorrect_acc.dtype |
| 2379 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2380 | else: |
| 2381 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2382 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2383 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2384 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2385 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2386 | self.ser.addOutputTensor(iter_body_out) |
| 2387 | self.ser.addOutputTensor(a) |
| 2388 | self.ser.addOutputTensor(acc_body_out) |
| 2389 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2390 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2391 | self.ser, |
| 2392 | validator_fcns, |
| 2393 | error_name, |
| 2394 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2395 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2396 | ): |
| 2397 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2398 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2399 | return acc_out |
| 2400 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2401 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2402 | self, |
| 2403 | op, |
| 2404 | val1, |
| 2405 | val2, |
| 2406 | inverse, |
| 2407 | validator_fcns=None, |
| 2408 | error_name=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2409 | ): |
| 2410 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2411 | |
| 2412 | input_names = [val1.name, val2.name] |
| 2413 | pCount, cCount = op["operands"] |
| 2414 | num_operands = pCount + cCount |
| 2415 | |
| 2416 | output_names = [res.name for res in results] |
| 2417 | output_shapes = [res.shape for res in results] |
| 2418 | output_dtypes = [res.dtype for res in results] |
| 2419 | |
| 2420 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2421 | self, error_name, input_names, output_names |
| 2422 | ) |
| 2423 | |
| 2424 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2425 | self.ser, |
| 2426 | validator_fcns, |
| 2427 | error_name, |
| 2428 | op=op, |
| 2429 | inverse=inverse, |
| 2430 | input1=val1, |
| 2431 | input2=val2, |
| 2432 | input_shape=val1.shape, |
| 2433 | input_dtype=val1.dtype, |
| 2434 | output_shape=output_shapes, |
| 2435 | output_dtype=output_dtypes, |
| 2436 | result_tensors=results, |
| 2437 | input_list=input_names, |
| 2438 | output_list=output_names, |
| 2439 | num_operands=num_operands, |
| 2440 | ): |
| 2441 | return None |
| 2442 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2443 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2444 | local_bound = False |
| 2445 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2446 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2447 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2448 | |
| 2449 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2450 | return results |
| 2451 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2452 | def build_rfft2d( |
| 2453 | self, |
| 2454 | op, |
| 2455 | val, |
| 2456 | validator_fcns=None, |
| 2457 | error_name=None, |
| 2458 | ): |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2459 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2460 | |
| 2461 | input_names = [val.name] |
| 2462 | pCount, cCount = op["operands"] |
| 2463 | num_operands = pCount + cCount |
| 2464 | |
| 2465 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2466 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2467 | output_dtypes = [res.dtype for res in results] |
| 2468 | |
| 2469 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2470 | self, error_name, input_names, output_names |
| 2471 | ) |
| 2472 | |
| 2473 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2474 | self.ser, |
| 2475 | validator_fcns, |
| 2476 | error_name, |
| 2477 | op=op, |
| 2478 | input_shape=val.shape, |
| 2479 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2480 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2481 | output_dtype=output_dtypes, |
| 2482 | result_tensors=results, |
| 2483 | input_list=input_names, |
| 2484 | output_list=output_names, |
| 2485 | num_operands=num_operands, |
| 2486 | ): |
| 2487 | return None |
| 2488 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2489 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2490 | local_bound = False |
| 2491 | |
| 2492 | attr = ts.TosaSerializerAttribute() |
| 2493 | attr.RFFTAttribute(local_bound) |
| 2494 | |
| 2495 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2496 | return results |
| 2497 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2498 | def create_filter_lists( |
| 2499 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2500 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2501 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2502 | default_test_rank_range = range(1, 5) |
| 2503 | if not shapeFilter: |
| 2504 | shapeFilter = [None] |
| 2505 | |
| 2506 | # Calculate the filters based on what is requested and what the operator allows |
| 2507 | rmin, rmax = op["rank"] |
| 2508 | if rankFilter is not None: |
| 2509 | cleanRankFilter = [] |
| 2510 | # Ensure rankFilter values are allowed by operator |
| 2511 | for rank in rankFilter: |
| 2512 | if rank >= rmin and rank <= rmax: |
| 2513 | cleanRankFilter.append(rank) |
| 2514 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2515 | # Ensure default behaviour is bounded by default range or by operator, |
| 2516 | # whichever is the smaller range of ranks. |
| 2517 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2518 | cleanRankFilter = ( |
| 2519 | opRankRange |
| 2520 | if len(opRankRange) <= len(default_test_rank_range) |
| 2521 | else default_test_rank_range |
| 2522 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2523 | else: |
| 2524 | cleanRankFilter = range(rmin, rmax + 1) |
| 2525 | |
| 2526 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2527 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2528 | if dtypeFilter is not None: |
| 2529 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2530 | # Create list of operator dtypes filtered by requested dtypes |
| 2531 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2532 | if dtype in dtypeFilter or ( |
| 2533 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2534 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2535 | cleanDtypeFilter.append(dtype) |
| 2536 | else: |
| 2537 | cleanDtypeFilter = dtypes |
| 2538 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2539 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2540 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2541 | "shapeFilter": shapeFilter, |
| 2542 | "rankFilter": cleanRankFilter, |
| 2543 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2544 | } |
| 2545 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2546 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2547 | if validator is not None: |
| 2548 | validator_info = validator(check=False, op=op) |
| 2549 | else: |
| 2550 | return None |
| 2551 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2552 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2553 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2554 | # Set parameters as required |
| 2555 | if error_arguments["rank"] is not None: |
| 2556 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2557 | else: |
| 2558 | rankFilter = cleanRankFilter |
| 2559 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2560 | if error_arguments["dtype"] is not None: |
| 2561 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2562 | else: |
| 2563 | dtypeFilter = cleanDtypeFilter |
| 2564 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2565 | if error_arguments["shape"] is not None: |
| 2566 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2567 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2568 | shapeFilter = shapeFilter[ |
| 2569 | :2 |
| 2570 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2571 | |
| 2572 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2573 | "shapeFilter": shapeFilter, |
| 2574 | "rankFilter": rankFilter, |
| 2575 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2576 | } |
| 2577 | return filterDict |
| 2578 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2579 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2580 | self, |
| 2581 | opName, |
| 2582 | shapeFilter=[None], |
| 2583 | rankFilter=None, |
| 2584 | dtypeFilter=None, |
| 2585 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2586 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2587 | |
| 2588 | try: |
| 2589 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2590 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2591 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2592 | |
| 2593 | # Initialize a new random number generator |
| 2594 | self.rng = np.random.default_rng(self.random_seed) |
| 2595 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2596 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2597 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2598 | # Test list consists of a tuple of: |
| 2599 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2600 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2601 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2602 | error_if_validators = op["error_if_validators"] |
| 2603 | else: |
| 2604 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2605 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2606 | for validator in error_if_validators: |
| 2607 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2608 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2609 | else: |
| 2610 | error_name = None |
| 2611 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2612 | filterDict = self.create_filter_lists( |
| 2613 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2614 | ) |
| 2615 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2616 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2617 | cleanRankFilter = filterDict["rankFilter"] |
| 2618 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2619 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2620 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2621 | |
| 2622 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2623 | for t in cleanDtypeFilter: |
| 2624 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2625 | # Filter out by rank |
| 2626 | if shape is not None and len(shape) != r: |
| 2627 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2628 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2629 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2630 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2631 | shapeStr = self.shapeStr(shapeList[0]) |
| 2632 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2633 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2634 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2635 | argList = [] |
| 2636 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2637 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2638 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2639 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2640 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2641 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2642 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2643 | if argStr: |
| 2644 | testStr = "{}_{}_{}_{}".format( |
| 2645 | opName, shapeStr, typeStr, argStr |
| 2646 | ) |
| 2647 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2648 | testStr = "{}_{}_{}".format( |
| 2649 | opName, shapeStr, typeStr |
| 2650 | ) |
| 2651 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2652 | if argStr: |
| 2653 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2654 | opName, error_name, shapeStr, typeStr, argStr |
| 2655 | ) |
| 2656 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2657 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2658 | opName, error_name, shapeStr, typeStr |
| 2659 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2660 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2661 | testList.append( |
| 2662 | (opName, testStr, t, error_name, shapeList, args) |
| 2663 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2664 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2665 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2666 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2667 | if "invalid_test_validators" in op: |
| 2668 | invalid_test_validators = op["invalid_test_validators"] |
| 2669 | clean_testList = [] |
| 2670 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2671 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2672 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2673 | if validator_fcn( |
| 2674 | opName=test[0], |
| 2675 | input_dtype=test[2], |
| 2676 | shapeList=test[4], |
| 2677 | args=test[5], |
| 2678 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2679 | remove_test = True |
| 2680 | if not remove_test: |
| 2681 | clean_testList.append(test) |
| 2682 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2683 | |
| 2684 | return testList |
| 2685 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2686 | def serializeTest( |
| 2687 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2688 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2689 | try: |
| 2690 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2691 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2692 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2693 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2694 | if self.args.verbose: |
| 2695 | print(f"Creating {testStr}") |
| 2696 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2697 | # Create a serializer |
| 2698 | self.createSerializer(opName, testStr) |
| 2699 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2700 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2701 | if "error_if_validators" in op: |
| 2702 | error_if_validators = op["error_if_validators"] |
| 2703 | else: |
| 2704 | error_if_validators = None |
| 2705 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2706 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2707 | num_operands = pCount + cCount |
| 2708 | |
| 2709 | if isinstance(dtype_or_dtypeList, list): |
| 2710 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2711 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2712 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2713 | else: |
| 2714 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2715 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2716 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2717 | assert ( |
| 2718 | len(shapeList) == num_operands |
| 2719 | ), "shapeList length {} must match number of operands {}".format( |
| 2720 | len(shapeList), num_operands |
| 2721 | ) |
| 2722 | assert ( |
| 2723 | len(dtypeList) == num_operands |
| 2724 | ), "dtypeList length {} must match number of operands {}".format( |
| 2725 | len(dtypeList), num_operands |
| 2726 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2727 | |
| 2728 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2729 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2730 | except KeyError: |
| 2731 | qgen = None |
| 2732 | |
| 2733 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2734 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2735 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2736 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2737 | else: |
| 2738 | qinfo = None |
| 2739 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2740 | # Extra meta data for the desc.json |
| 2741 | tensMeta = {} |
| 2742 | |
| 2743 | # Check we are using the new testArgs interface with an argsDict dictionary |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2744 | if isinstance(testArgs, dict): |
| 2745 | # New interface with args info in dictionary |
| 2746 | argsDict = testArgs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2747 | assert "dg_type" in argsDict |
| 2748 | tvgInfo = tvgen_fcn( |
| 2749 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2750 | ) |
| 2751 | if tvgInfo.dataGenDict: |
| 2752 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2753 | tens = tvgInfo.tensorList |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2754 | |
| 2755 | result = build_fcn( |
| 2756 | self, |
| 2757 | op, |
| 2758 | tens, |
| 2759 | argsDict, |
| 2760 | validator_fcns=error_if_validators, |
| 2761 | error_name=error_name, |
| 2762 | qinfo=qinfo, |
| 2763 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2764 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2765 | # Old interface with args info in a list |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2766 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2767 | |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2768 | try: |
| 2769 | if error_if_validators is None: |
| 2770 | if qinfo is not None: |
| 2771 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2772 | else: |
| 2773 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2774 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2775 | if qinfo is not None: |
| 2776 | result = build_fcn( |
| 2777 | self, |
| 2778 | op, |
| 2779 | *tens, |
| 2780 | *testArgs, |
| 2781 | validator_fcns=error_if_validators, |
| 2782 | error_name=error_name, |
| 2783 | qinfo=qinfo, |
| 2784 | ) |
| 2785 | else: |
| 2786 | result = build_fcn( |
| 2787 | self, |
| 2788 | op, |
| 2789 | *tens, |
| 2790 | *testArgs, |
| 2791 | validator_fcns=error_if_validators, |
| 2792 | error_name=error_name, |
| 2793 | ) |
| 2794 | except TypeError as e: |
| 2795 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
| 2796 | raise e |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2797 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2798 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2799 | # The test is valid, serialize it |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2800 | if isinstance(result, TosaTestGen.BuildInfo) and result.complianceDict: |
| 2801 | # Add the compliance meta data |
| 2802 | # NOTE: This currently expects only one result output |
| 2803 | tensMeta["compliance"] = { |
| 2804 | "version": "0.1", |
| 2805 | "tensors": {result.resultTensor.name: result.complianceDict}, |
| 2806 | } |
| 2807 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2808 | else: |
| 2809 | # The test is not valid |
| 2810 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2811 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2812 | def createDynamicOpLists(self): |
| 2813 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2814 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2815 | # Already created these lists (can occur when class is initialized more than once) |
| 2816 | return |
| 2817 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2818 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2819 | if not self.args.level8k: |
| 2820 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2821 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2822 | else: |
| 2823 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2824 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2825 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2826 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2827 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2828 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2829 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2830 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2831 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2832 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2833 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2834 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2835 | "depthwise_conv2d_TEMPLATE" |
| 2836 | ].copy() |
| 2837 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2838 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2839 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2840 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2841 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2842 | "transpose_conv2d_TEMPLATE" |
| 2843 | ].copy() |
| 2844 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2845 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2846 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2847 | for k in KERNELS_3D: |
| 2848 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2849 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2850 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2851 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2852 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2853 | # Delete any templates after having created any dynamic ops |
| 2854 | # This is a two-pass operation because it's bad practice to delete |
| 2855 | # keys from dictionaries while iterating |
| 2856 | keyList = [] |
| 2857 | for k in self.TOSA_OP_LIST: |
| 2858 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2859 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2860 | keyList.append(k) |
| 2861 | continue |
| 2862 | except KeyError: |
| 2863 | pass |
| 2864 | |
| 2865 | for k in keyList: |
| 2866 | del self.TOSA_OP_LIST[k] |
| 2867 | |
| 2868 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2869 | """Fill in default fields for ops if they aren't already specified. |
| 2870 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2871 | for op in self.TOSA_OP_LIST: |
| 2872 | |
| 2873 | # Required fields |
| 2874 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2875 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2876 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2877 | raise Exception( |
| 2878 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2879 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2880 | |
| 2881 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2882 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2883 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2884 | raise Exception( |
| 2885 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2886 | op |
| 2887 | ) |
| 2888 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2889 | |
| 2890 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2891 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2892 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2893 | raise Exception( |
| 2894 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2895 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2896 | |
| 2897 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2898 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2899 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2900 | raise Exception( |
| 2901 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2902 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2903 | |
| 2904 | # Put in default rank range, if missing |
| 2905 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2906 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2907 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2908 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2909 | |
| 2910 | # Tensor operator list |
| 2911 | # 'op': op name |
| 2912 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2913 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2914 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2915 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2916 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2917 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2918 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2919 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2920 | TYPE_INT_FP = [ |
| 2921 | DType.INT8, |
| 2922 | DType.INT16, |
| 2923 | DType.INT32, |
| 2924 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2925 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2926 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2927 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2928 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2929 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2930 | TYPE_FI32 = [ |
| 2931 | DType.FP32, |
| 2932 | DType.FP16, |
| 2933 | DType.BF16, |
| 2934 | DType.INT32, |
| 2935 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2936 | TYPE_FIB = [ |
| 2937 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2938 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2939 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2940 | DType.INT8, |
| 2941 | DType.INT16, |
| 2942 | DType.INT32, |
| 2943 | DType.BOOL, |
| 2944 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2945 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2946 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2947 | 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] | 2948 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2949 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2950 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2951 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2952 | [DType.INT8, DType.INT8, DType.INT32], |
| 2953 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2954 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2955 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2956 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2957 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2958 | ] |
| 2959 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2960 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2961 | |
| 2962 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2963 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2964 | "argmax": { |
| 2965 | "op": Op.ARGMAX, |
| 2966 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 2967 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2968 | "build_fcn": ( |
| 2969 | build_argmax, |
| 2970 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 2971 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2972 | TosaArgGen.agAxis, |
| 2973 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2974 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2975 | "error_if_validators": ( |
| 2976 | TosaErrorValidator.evAxisSmallerZero, |
| 2977 | TosaErrorValidator.evAxisLargerRank, |
| 2978 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2979 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2980 | TosaErrorValidator.evWrongRank, |
| 2981 | TosaErrorValidator.evWrongInputType, |
| 2982 | TosaErrorValidator.evWrongOutputType, |
| 2983 | TosaErrorValidator.evWrongInputList, |
| 2984 | TosaErrorValidator.evWrongOutputList, |
| 2985 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 2986 | "data_gen": { |
| 2987 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 2988 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2989 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2990 | "avg_pool2d": { |
| 2991 | "op": Op.AVG_POOL2D, |
| 2992 | "operands": (1, 0), |
| 2993 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2994 | "build_fcn": ( |
| 2995 | build_pool2d, |
| 2996 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2997 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2998 | TosaArgGen.agPooling, |
| 2999 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3000 | "qgen": TosaQuantGen.qgUnary, |
| 3001 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3002 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3003 | "error_if_validators": ( |
| 3004 | TosaErrorValidator.evKernelSmallerOne, |
| 3005 | TosaErrorValidator.evStrideSmallerOne, |
| 3006 | TosaErrorValidator.evPadSmallerZero, |
| 3007 | TosaErrorValidator.evWrongRank, |
| 3008 | TosaErrorValidator.evWrongInputType, |
| 3009 | TosaErrorValidator.evWrongOutputType, |
| 3010 | TosaErrorValidator.evWrongInputList, |
| 3011 | TosaErrorValidator.evWrongOutputList, |
| 3012 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3013 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3014 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3015 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3016 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3017 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3018 | "data_gen": { |
| 3019 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3020 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3021 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3022 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3023 | "conv2d_TEMPLATE": { |
| 3024 | "op": Op.CONV2D, |
| 3025 | "operands": (1, 2), |
| 3026 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3027 | "build_fcn": ( |
| 3028 | build_conv2d, |
| 3029 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3030 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3031 | TosaArgGen.agConv, |
| 3032 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3033 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3034 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3035 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3036 | "error_if_validators": ( |
| 3037 | TosaErrorValidator.evWrongInputType, |
| 3038 | TosaErrorValidator.evWrongOutputType, |
| 3039 | TosaErrorValidator.evWrongInputList, |
| 3040 | TosaErrorValidator.evWrongOutputList, |
| 3041 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3042 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3043 | TosaErrorValidator.evPadSmallerZero, |
| 3044 | TosaErrorValidator.evStrideSmallerOne, |
| 3045 | TosaErrorValidator.evDilationSmallerOne, |
| 3046 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3047 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3048 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3049 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3050 | "data_gen": { |
| 3051 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3052 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3053 | "template": True, |
| 3054 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3055 | # Templated operator. Filled in by createDynamicOpLists |
| 3056 | "conv3d_TEMPLATE": { |
| 3057 | "op": Op.CONV3D, |
| 3058 | "operands": (1, 2), |
| 3059 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3060 | "build_fcn": ( |
| 3061 | build_conv3d, |
| 3062 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3063 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3064 | TosaArgGen.agConv, |
| 3065 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3066 | "qgen": TosaQuantGen.qgConv, |
| 3067 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3068 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3069 | "error_if_validators": ( |
| 3070 | TosaErrorValidator.evWrongInputType, |
| 3071 | TosaErrorValidator.evWrongOutputType, |
| 3072 | TosaErrorValidator.evWrongInputList, |
| 3073 | TosaErrorValidator.evWrongOutputList, |
| 3074 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3075 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3076 | TosaErrorValidator.evPadSmallerZero, |
| 3077 | TosaErrorValidator.evStrideSmallerOne, |
| 3078 | TosaErrorValidator.evDilationSmallerOne, |
| 3079 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3080 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3081 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3082 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3083 | "template": True, |
| 3084 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3085 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3086 | "depthwise_conv2d_TEMPLATE": { |
| 3087 | "op": Op.DEPTHWISE_CONV2D, |
| 3088 | "operands": (1, 2), |
| 3089 | "filter": [1, 1], |
| 3090 | "rank": (4, 4), |
| 3091 | "build_fcn": ( |
| 3092 | build_depthwise_conv2d, |
| 3093 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3094 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3095 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3096 | ), |
| 3097 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3098 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3099 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3100 | "error_if_validators": ( |
| 3101 | TosaErrorValidator.evWrongInputType, |
| 3102 | TosaErrorValidator.evWrongOutputType, |
| 3103 | TosaErrorValidator.evWrongInputList, |
| 3104 | TosaErrorValidator.evWrongOutputList, |
| 3105 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3106 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3107 | TosaErrorValidator.evPadSmallerZero, |
| 3108 | TosaErrorValidator.evStrideSmallerOne, |
| 3109 | TosaErrorValidator.evDilationSmallerOne, |
| 3110 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3111 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3112 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3113 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3114 | "template": True, |
| 3115 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3116 | "fully_connected": { |
| 3117 | "op": Op.FULLY_CONNECTED, |
| 3118 | "operands": (1, 2), |
| 3119 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3120 | "build_fcn": ( |
| 3121 | build_fully_connected, |
| 3122 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3123 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3124 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3125 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3126 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3127 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3128 | "error_if_validators": ( |
| 3129 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3130 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3131 | TosaErrorValidator.evWrongRank, |
| 3132 | TosaErrorValidator.evWrongInputType, |
| 3133 | TosaErrorValidator.evWrongOutputType, |
| 3134 | TosaErrorValidator.evWrongInputList, |
| 3135 | TosaErrorValidator.evWrongOutputList, |
| 3136 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3137 | "data_gen": { |
| 3138 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3139 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3140 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3141 | "matmul": { |
| 3142 | "op": Op.MATMUL, |
| 3143 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3144 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3145 | "build_fcn": ( |
| 3146 | build_matmul, |
| 3147 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3148 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3149 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3150 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3151 | "qgen": TosaQuantGen.qgMatmul, |
| 3152 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3153 | "error_if_validators": ( |
| 3154 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3155 | TosaErrorValidator.evWrongRank, |
| 3156 | TosaErrorValidator.evWrongInputType, |
| 3157 | TosaErrorValidator.evWrongOutputType, |
| 3158 | TosaErrorValidator.evWrongInputList, |
| 3159 | TosaErrorValidator.evWrongOutputList, |
| 3160 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3161 | "data_gen": { |
| 3162 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3163 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3164 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3165 | "max_pool2d": { |
| 3166 | "op": Op.MAX_POOL2D, |
| 3167 | "operands": (1, 0), |
| 3168 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3169 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3170 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3171 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3172 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3173 | TosaArgGen.agPooling, |
| 3174 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3175 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3176 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3177 | "error_if_validators": ( |
| 3178 | TosaErrorValidator.evKernelSmallerOne, |
| 3179 | TosaErrorValidator.evStrideSmallerOne, |
| 3180 | TosaErrorValidator.evPadSmallerZero, |
| 3181 | TosaErrorValidator.evWrongRank, |
| 3182 | TosaErrorValidator.evWrongInputType, |
| 3183 | TosaErrorValidator.evWrongOutputType, |
| 3184 | TosaErrorValidator.evWrongInputList, |
| 3185 | TosaErrorValidator.evWrongOutputList, |
| 3186 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3187 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3188 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3189 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3190 | "data_gen": { |
| 3191 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3192 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3193 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3194 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3195 | "transpose_conv2d_TEMPLATE": { |
| 3196 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3197 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3198 | "rank": (4, 4), |
| 3199 | "build_fcn": ( |
| 3200 | build_transpose_conv2d, |
| 3201 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3202 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3203 | TosaArgGen.agTransposeConv2D, |
| 3204 | ), |
| 3205 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3206 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3207 | "invalid_test_validators": ( |
| 3208 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3209 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3210 | ), |
| 3211 | "error_if_validators": ( |
| 3212 | TosaErrorValidator.evWrongInputType, |
| 3213 | TosaErrorValidator.evWrongOutputType, |
| 3214 | TosaErrorValidator.evWrongInputList, |
| 3215 | TosaErrorValidator.evWrongOutputList, |
| 3216 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3217 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3218 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3219 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3220 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3221 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3222 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3223 | "template": True, |
| 3224 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3225 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3226 | "clamp": { |
| 3227 | "op": Op.CLAMP, |
| 3228 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3229 | "build_fcn": ( |
| 3230 | build_clamp, |
| 3231 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3232 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3233 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3234 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3235 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3236 | "error_if_validators": ( |
| 3237 | TosaErrorValidator.evMaxSmallerMin, |
| 3238 | TosaErrorValidator.evWrongInputType, |
| 3239 | TosaErrorValidator.evWrongOutputType, |
| 3240 | TosaErrorValidator.evWrongInputList, |
| 3241 | TosaErrorValidator.evWrongOutputList, |
| 3242 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3243 | "data_gen": { |
| 3244 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3245 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3246 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3247 | "sigmoid": { |
| 3248 | "op": Op.SIGMOID, |
| 3249 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3250 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3251 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3252 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3253 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3254 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3255 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3256 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3257 | "error_if_validators": ( |
| 3258 | TosaErrorValidator.evWrongInputType, |
| 3259 | TosaErrorValidator.evWrongOutputType, |
| 3260 | TosaErrorValidator.evWrongInputList, |
| 3261 | TosaErrorValidator.evWrongOutputList, |
| 3262 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3263 | "data_gen": { |
| 3264 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3265 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3266 | }, |
| 3267 | "tanh": { |
| 3268 | "op": Op.TANH, |
| 3269 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3270 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3271 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3272 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3273 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3274 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3275 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3276 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3277 | "error_if_validators": ( |
| 3278 | TosaErrorValidator.evWrongInputType, |
| 3279 | TosaErrorValidator.evWrongOutputType, |
| 3280 | TosaErrorValidator.evWrongInputList, |
| 3281 | TosaErrorValidator.evWrongOutputList, |
| 3282 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3283 | "data_gen": { |
| 3284 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3285 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3286 | "compliance": { |
| 3287 | "abs_error_lower_bound": 0.5, |
| 3288 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3289 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3290 | "erf": { |
| 3291 | "op": Op.ERF, |
| 3292 | "operands": (1, 0), |
| 3293 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3294 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3295 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3296 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3297 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3298 | ), |
| 3299 | "types": TYPE_FP, |
| 3300 | "error_if_validators": ( |
| 3301 | TosaErrorValidator.evWrongInputType, |
| 3302 | TosaErrorValidator.evWrongOutputType, |
| 3303 | TosaErrorValidator.evWrongInputList, |
| 3304 | TosaErrorValidator.evWrongOutputList, |
| 3305 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3306 | "data_gen": { |
| 3307 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3308 | }, |
| 3309 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3310 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3311 | # Elementwise Binary Operators |
| 3312 | "add": { |
| 3313 | "op": Op.ADD, |
| 3314 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3315 | "build_fcn": ( |
| 3316 | build_binary_broadcast, |
| 3317 | TosaTensorGen.tgBroadcastFuzz, |
| 3318 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3319 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3320 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3321 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3322 | "error_if_validators": ( |
| 3323 | TosaErrorValidator.evRankMismatch, |
| 3324 | TosaErrorValidator.evWrongInputType, |
| 3325 | TosaErrorValidator.evWrongOutputType, |
| 3326 | TosaErrorValidator.evWrongInputList, |
| 3327 | TosaErrorValidator.evWrongOutputList, |
| 3328 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3329 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3330 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3331 | "data_gen": { |
| 3332 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3333 | }, |
| 3334 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3335 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3336 | "arithmetic_right_shift": { |
| 3337 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3338 | "operands": (2, 0), |
| 3339 | "build_fcn": ( |
| 3340 | build_arithmetic_right_shift, |
| 3341 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3342 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3343 | TosaArgGen.agArithmeticRightShift, |
| 3344 | ), |
| 3345 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3346 | "error_if_validators": ( |
| 3347 | TosaErrorValidator.evRankMismatch, |
| 3348 | TosaErrorValidator.evWrongInputType, |
| 3349 | TosaErrorValidator.evWrongOutputType, |
| 3350 | TosaErrorValidator.evWrongInputList, |
| 3351 | TosaErrorValidator.evWrongOutputList, |
| 3352 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3353 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3354 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3355 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3356 | "bitwise_and": { |
| 3357 | "op": Op.BITWISE_AND, |
| 3358 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3359 | "build_fcn": ( |
| 3360 | build_binary_broadcast, |
| 3361 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3362 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3363 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3364 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3365 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3366 | "error_if_validators": ( |
| 3367 | TosaErrorValidator.evRankMismatch, |
| 3368 | TosaErrorValidator.evWrongInputType, |
| 3369 | TosaErrorValidator.evWrongOutputType, |
| 3370 | TosaErrorValidator.evWrongInputList, |
| 3371 | TosaErrorValidator.evWrongOutputList, |
| 3372 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3373 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3374 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3375 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3376 | "bitwise_or": { |
| 3377 | "op": Op.BITWISE_OR, |
| 3378 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3379 | "build_fcn": ( |
| 3380 | build_binary_broadcast, |
| 3381 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3382 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3383 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3384 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3385 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3386 | "error_if_validators": ( |
| 3387 | TosaErrorValidator.evRankMismatch, |
| 3388 | TosaErrorValidator.evWrongInputType, |
| 3389 | TosaErrorValidator.evWrongOutputType, |
| 3390 | TosaErrorValidator.evWrongInputList, |
| 3391 | TosaErrorValidator.evWrongOutputList, |
| 3392 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3393 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3394 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3395 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3396 | "bitwise_xor": { |
| 3397 | "op": Op.BITWISE_XOR, |
| 3398 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3399 | "build_fcn": ( |
| 3400 | build_binary_broadcast, |
| 3401 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3402 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3403 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3404 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3405 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3406 | "error_if_validators": ( |
| 3407 | TosaErrorValidator.evRankMismatch, |
| 3408 | TosaErrorValidator.evWrongInputType, |
| 3409 | TosaErrorValidator.evWrongOutputType, |
| 3410 | TosaErrorValidator.evWrongInputList, |
| 3411 | TosaErrorValidator.evWrongOutputList, |
| 3412 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3413 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3414 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3415 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3416 | "intdiv": { |
| 3417 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3418 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3419 | "build_fcn": ( |
| 3420 | build_binary_broadcast, |
| 3421 | TosaTensorGen.tgBroadcastFuzz, |
| 3422 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3423 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3424 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3425 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3426 | "error_if_validators": ( |
| 3427 | TosaErrorValidator.evRankMismatch, |
| 3428 | TosaErrorValidator.evWrongInputType, |
| 3429 | TosaErrorValidator.evWrongOutputType, |
| 3430 | TosaErrorValidator.evWrongInputList, |
| 3431 | TosaErrorValidator.evWrongOutputList, |
| 3432 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3433 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3434 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3435 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3436 | "logical_and": { |
| 3437 | "op": Op.LOGICAL_AND, |
| 3438 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3439 | "build_fcn": ( |
| 3440 | build_binary_broadcast, |
| 3441 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3442 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3443 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3444 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3445 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3446 | "error_if_validators": ( |
| 3447 | TosaErrorValidator.evRankMismatch, |
| 3448 | TosaErrorValidator.evWrongInputType, |
| 3449 | TosaErrorValidator.evWrongOutputType, |
| 3450 | TosaErrorValidator.evWrongInputList, |
| 3451 | TosaErrorValidator.evWrongOutputList, |
| 3452 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3453 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3454 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3455 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3456 | "logical_left_shift": { |
| 3457 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3458 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3459 | "build_fcn": ( |
| 3460 | build_binary_broadcast, |
| 3461 | TosaTensorGen.tgBroadcastFuzz, |
| 3462 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3463 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3464 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3465 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3466 | "error_if_validators": ( |
| 3467 | TosaErrorValidator.evRankMismatch, |
| 3468 | TosaErrorValidator.evWrongInputType, |
| 3469 | TosaErrorValidator.evWrongOutputType, |
| 3470 | TosaErrorValidator.evWrongInputList, |
| 3471 | TosaErrorValidator.evWrongOutputList, |
| 3472 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3473 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3474 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3475 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3476 | "logical_right_shift": { |
| 3477 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3478 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3479 | "build_fcn": ( |
| 3480 | build_binary_broadcast, |
| 3481 | TosaTensorGen.tgBroadcastFuzz, |
| 3482 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3483 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3484 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3485 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3486 | "error_if_validators": ( |
| 3487 | TosaErrorValidator.evRankMismatch, |
| 3488 | TosaErrorValidator.evWrongInputType, |
| 3489 | TosaErrorValidator.evWrongOutputType, |
| 3490 | TosaErrorValidator.evWrongInputList, |
| 3491 | TosaErrorValidator.evWrongOutputList, |
| 3492 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3493 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3494 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3495 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3496 | "logical_or": { |
| 3497 | "op": Op.LOGICAL_OR, |
| 3498 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3499 | "build_fcn": ( |
| 3500 | build_binary_broadcast, |
| 3501 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3502 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3503 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3504 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3505 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3506 | "error_if_validators": ( |
| 3507 | TosaErrorValidator.evRankMismatch, |
| 3508 | TosaErrorValidator.evWrongInputType, |
| 3509 | TosaErrorValidator.evWrongOutputType, |
| 3510 | TosaErrorValidator.evWrongInputList, |
| 3511 | TosaErrorValidator.evWrongOutputList, |
| 3512 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3513 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3514 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3515 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3516 | "logical_xor": { |
| 3517 | "op": Op.LOGICAL_XOR, |
| 3518 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3519 | "build_fcn": ( |
| 3520 | build_binary_broadcast, |
| 3521 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3522 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3523 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3524 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3525 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3526 | "error_if_validators": ( |
| 3527 | TosaErrorValidator.evRankMismatch, |
| 3528 | TosaErrorValidator.evWrongInputType, |
| 3529 | TosaErrorValidator.evWrongOutputType, |
| 3530 | TosaErrorValidator.evWrongInputList, |
| 3531 | TosaErrorValidator.evWrongOutputList, |
| 3532 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3533 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3534 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3535 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3536 | "maximum": { |
| 3537 | "op": Op.MAXIMUM, |
| 3538 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3539 | "build_fcn": ( |
| 3540 | build_binary_broadcast, |
| 3541 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3542 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3543 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3544 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3545 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3546 | "error_if_validators": ( |
| 3547 | TosaErrorValidator.evRankMismatch, |
| 3548 | TosaErrorValidator.evWrongInputType, |
| 3549 | TosaErrorValidator.evWrongOutputType, |
| 3550 | TosaErrorValidator.evWrongInputList, |
| 3551 | TosaErrorValidator.evWrongOutputList, |
| 3552 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3553 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3554 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3555 | "data_gen": { |
| 3556 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3557 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3558 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3559 | "minimum": { |
| 3560 | "op": Op.MINIMUM, |
| 3561 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3562 | "build_fcn": ( |
| 3563 | build_binary_broadcast, |
| 3564 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3565 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3566 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3567 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3568 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3569 | "error_if_validators": ( |
| 3570 | TosaErrorValidator.evRankMismatch, |
| 3571 | TosaErrorValidator.evWrongInputType, |
| 3572 | TosaErrorValidator.evWrongOutputType, |
| 3573 | TosaErrorValidator.evWrongInputList, |
| 3574 | TosaErrorValidator.evWrongOutputList, |
| 3575 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3576 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3577 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3578 | "data_gen": { |
| 3579 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3580 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3581 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3582 | "mul": { |
| 3583 | "op": Op.MUL, |
| 3584 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3585 | "build_fcn": ( |
| 3586 | build_mul, |
| 3587 | TosaTensorGen.tgBroadcastFuzz, |
| 3588 | TosaTensorValuesGen.tvgMul, |
| 3589 | TosaArgGen.agMul, |
| 3590 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3591 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3592 | "error_if_validators": ( |
| 3593 | TosaErrorValidator.evWrongInputType, |
| 3594 | TosaErrorValidator.evWrongOutputType, |
| 3595 | TosaErrorValidator.evWrongInputList, |
| 3596 | TosaErrorValidator.evWrongOutputList, |
| 3597 | TosaErrorValidator.evRankMismatch, |
| 3598 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3599 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3600 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3601 | "data_gen": { |
| 3602 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3603 | }, |
| 3604 | "compliance": {"ulp": 0.5}, |
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 | "pow": { |
| 3607 | "op": Op.POW, |
| 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 | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3612 | TosaTensorValuesGen.tvgPow, |
| 3613 | TosaArgGen.agPow, |
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_FP, |
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 | 9a75838 | 2023-11-07 16:27:35 +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 | "sub": { |
| 3630 | "op": Op.SUB, |
| 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, |
| 3635 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 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 | }, |
| 3651 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3652 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3653 | "table": { |
| 3654 | "op": Op.TABLE, |
| 3655 | # Use the automatic generation functions to create the input array |
| 3656 | # but create the table tensor in the build function, as it may be |
| 3657 | # a different type from the input |
| 3658 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3659 | "build_fcn": ( |
| 3660 | build_table, |
| 3661 | TosaTensorGen.tgBasic, |
| 3662 | TosaTensorValuesGen.tvgDefault, |
| 3663 | TosaArgGen.agTable, |
| 3664 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3665 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3666 | "error_if_validators": ( |
| 3667 | TosaErrorValidator.evWrongInputType, |
| 3668 | TosaErrorValidator.evWrongOutputType, |
| 3669 | TosaErrorValidator.evWrongInputList, |
| 3670 | TosaErrorValidator.evWrongOutputList, |
| 3671 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3672 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3673 | # Elementwise Unary operators |
| 3674 | "abs": { |
| 3675 | "op": Op.ABS, |
| 3676 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3677 | "build_fcn": ( |
| 3678 | build_unary, |
| 3679 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3680 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3681 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3682 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3683 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3684 | "error_if_validators": ( |
| 3685 | TosaErrorValidator.evWrongInputType, |
| 3686 | TosaErrorValidator.evWrongOutputType, |
| 3687 | TosaErrorValidator.evWrongInputList, |
| 3688 | TosaErrorValidator.evWrongOutputList, |
| 3689 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3690 | "data_gen": { |
| 3691 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3692 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3693 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3694 | "bitwise_not": { |
| 3695 | "op": Op.BITWISE_NOT, |
| 3696 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3697 | "build_fcn": ( |
| 3698 | build_unary, |
| 3699 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3700 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3701 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3702 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3703 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3704 | "error_if_validators": ( |
| 3705 | TosaErrorValidator.evWrongInputType, |
| 3706 | TosaErrorValidator.evWrongOutputType, |
| 3707 | TosaErrorValidator.evWrongInputList, |
| 3708 | TosaErrorValidator.evWrongOutputList, |
| 3709 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3710 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3711 | "ceil": { |
| 3712 | "op": Op.CEIL, |
| 3713 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3714 | "build_fcn": ( |
| 3715 | build_unary, |
| 3716 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3717 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3718 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3719 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3720 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3721 | "error_if_validators": ( |
| 3722 | TosaErrorValidator.evWrongInputType, |
| 3723 | TosaErrorValidator.evWrongOutputType, |
| 3724 | TosaErrorValidator.evWrongInputList, |
| 3725 | TosaErrorValidator.evWrongOutputList, |
| 3726 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3727 | "data_gen": { |
| 3728 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3729 | }, |
| 3730 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3731 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3732 | "clz": { |
| 3733 | "op": Op.CLZ, |
| 3734 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3735 | "build_fcn": ( |
| 3736 | build_unary, |
| 3737 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3738 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3739 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3740 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3741 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3742 | "error_if_validators": ( |
| 3743 | TosaErrorValidator.evWrongInputType, |
| 3744 | TosaErrorValidator.evWrongOutputType, |
| 3745 | TosaErrorValidator.evWrongInputList, |
| 3746 | TosaErrorValidator.evWrongOutputList, |
| 3747 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3748 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3749 | "exp": { |
| 3750 | "op": Op.EXP, |
| 3751 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3752 | "build_fcn": ( |
| 3753 | build_unary, |
| 3754 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3755 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3756 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3757 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3758 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3759 | "error_if_validators": ( |
| 3760 | TosaErrorValidator.evWrongInputType, |
| 3761 | TosaErrorValidator.evWrongOutputType, |
| 3762 | TosaErrorValidator.evWrongInputList, |
| 3763 | TosaErrorValidator.evWrongOutputList, |
| 3764 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3765 | "data_gen": { |
| 3766 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3767 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3768 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3769 | "floor": { |
| 3770 | "op": Op.FLOOR, |
| 3771 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3772 | "build_fcn": ( |
| 3773 | build_unary, |
| 3774 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3775 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3776 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3777 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3778 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3779 | "error_if_validators": ( |
| 3780 | TosaErrorValidator.evWrongInputType, |
| 3781 | TosaErrorValidator.evWrongOutputType, |
| 3782 | TosaErrorValidator.evWrongInputList, |
| 3783 | TosaErrorValidator.evWrongOutputList, |
| 3784 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3785 | "data_gen": { |
| 3786 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3787 | }, |
| 3788 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3789 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3790 | "log": { |
| 3791 | "op": Op.LOG, |
| 3792 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3793 | "build_fcn": ( |
| 3794 | build_unary, |
| 3795 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3796 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3797 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3798 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3799 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3800 | "error_if_validators": ( |
| 3801 | TosaErrorValidator.evWrongInputType, |
| 3802 | TosaErrorValidator.evWrongOutputType, |
| 3803 | TosaErrorValidator.evWrongInputList, |
| 3804 | TosaErrorValidator.evWrongOutputList, |
| 3805 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3806 | "data_gen": { |
| 3807 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3808 | }, |
| 3809 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3810 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3811 | "logical_not": { |
| 3812 | "op": Op.LOGICAL_NOT, |
| 3813 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3814 | "build_fcn": ( |
| 3815 | build_unary, |
| 3816 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3817 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3818 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3819 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3820 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3821 | "error_if_validators": ( |
| 3822 | TosaErrorValidator.evWrongInputType, |
| 3823 | TosaErrorValidator.evWrongOutputType, |
| 3824 | TosaErrorValidator.evWrongInputList, |
| 3825 | TosaErrorValidator.evWrongOutputList, |
| 3826 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3827 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3828 | "negate": { |
| 3829 | "op": Op.NEGATE, |
| 3830 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3831 | "build_fcn": ( |
| 3832 | build_unary, |
| 3833 | TosaTensorGen.tgBasic, |
| 3834 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3835 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3836 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3837 | "qgen": TosaQuantGen.qgUnary, |
| 3838 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3839 | "error_if_validators": ( |
| 3840 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3841 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3842 | TosaErrorValidator.evWrongInputType, |
| 3843 | TosaErrorValidator.evWrongOutputType, |
| 3844 | TosaErrorValidator.evWrongInputList, |
| 3845 | TosaErrorValidator.evWrongOutputList, |
| 3846 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3847 | "data_gen": { |
| 3848 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3849 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3850 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3851 | "reciprocal": { |
| 3852 | "op": Op.RECIPROCAL, |
| 3853 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3854 | "build_fcn": ( |
| 3855 | build_unary, |
| 3856 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3857 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3858 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3859 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3860 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3861 | "error_if_validators": ( |
| 3862 | TosaErrorValidator.evWrongInputType, |
| 3863 | TosaErrorValidator.evWrongOutputType, |
| 3864 | TosaErrorValidator.evWrongInputList, |
| 3865 | TosaErrorValidator.evWrongOutputList, |
| 3866 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3867 | "data_gen": { |
| 3868 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3869 | }, |
| 3870 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3871 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3872 | "rsqrt": { |
| 3873 | "op": Op.RSQRT, |
| 3874 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3875 | "build_fcn": ( |
| 3876 | build_unary, |
| 3877 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3878 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3879 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3880 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3881 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3882 | "error_if_validators": ( |
| 3883 | TosaErrorValidator.evWrongInputType, |
| 3884 | TosaErrorValidator.evWrongOutputType, |
| 3885 | TosaErrorValidator.evWrongInputList, |
| 3886 | TosaErrorValidator.evWrongOutputList, |
| 3887 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3888 | "data_gen": { |
| 3889 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3890 | }, |
| 3891 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3892 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3893 | # Elementwise Ternary operators |
| 3894 | "select": { |
| 3895 | "op": Op.SELECT, |
| 3896 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3897 | "build_fcn": ( |
| 3898 | build_select, |
| 3899 | TosaTensorGen.tgBroadcastFuzz, |
| 3900 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 3901 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3902 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3903 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3904 | "error_if_validators": ( |
| 3905 | TosaErrorValidator.evRankMismatch, |
| 3906 | TosaErrorValidator.evWrongInputType, |
| 3907 | TosaErrorValidator.evWrongOutputType, |
| 3908 | TosaErrorValidator.evWrongInputList, |
| 3909 | TosaErrorValidator.evWrongOutputList, |
| 3910 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3911 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3912 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 3913 | "data_gen": { |
| 3914 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3915 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3916 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3917 | # Comparison operators |
| 3918 | "equal": { |
| 3919 | "op": Op.EQUAL, |
| 3920 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3921 | "build_fcn": ( |
| 3922 | build_comparison, |
| 3923 | TosaTensorGen.tgBroadcastFuzz, |
| 3924 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3925 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3926 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3927 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3928 | "error_if_validators": ( |
| 3929 | TosaErrorValidator.evRankMismatch, |
| 3930 | TosaErrorValidator.evWrongInputType, |
| 3931 | TosaErrorValidator.evWrongOutputType, |
| 3932 | TosaErrorValidator.evWrongInputList, |
| 3933 | TosaErrorValidator.evWrongOutputList, |
| 3934 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3935 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3936 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3937 | "data_gen": { |
| 3938 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3939 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3940 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3941 | "greater_equal": { |
| 3942 | "op": Op.GREATER_EQUAL, |
| 3943 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3944 | "build_fcn": ( |
| 3945 | build_comparison, |
| 3946 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3947 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3948 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3949 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3950 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3951 | "error_if_validators": ( |
| 3952 | TosaErrorValidator.evRankMismatch, |
| 3953 | TosaErrorValidator.evWrongInputType, |
| 3954 | TosaErrorValidator.evWrongOutputType, |
| 3955 | TosaErrorValidator.evWrongInputList, |
| 3956 | TosaErrorValidator.evWrongOutputList, |
| 3957 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3958 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3959 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3960 | "data_gen": { |
| 3961 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3962 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3963 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3964 | "greater": { |
| 3965 | "op": Op.GREATER, |
| 3966 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3967 | "build_fcn": ( |
| 3968 | build_comparison, |
| 3969 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3970 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 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_FI32, |
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 | a015001 | 2023-11-15 15:52:06 +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 | # Reduction operators |
| 3988 | "reduce_all": { |
| 3989 | "op": Op.REDUCE_ALL, |
| 3990 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3991 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3992 | "build_fcn": ( |
| 3993 | build_reduce, |
| 3994 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3995 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3996 | TosaArgGen.agAxis, |
| 3997 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3998 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3999 | "error_if_validators": ( |
| 4000 | TosaErrorValidator.evAxisLargerRank, |
| 4001 | TosaErrorValidator.evAxisSmallerZero, |
| 4002 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4003 | TosaErrorValidator.evWrongInputType, |
| 4004 | TosaErrorValidator.evWrongOutputType, |
| 4005 | TosaErrorValidator.evWrongRank, |
| 4006 | TosaErrorValidator.evWrongInputList, |
| 4007 | TosaErrorValidator.evWrongOutputList, |
| 4008 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4009 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4010 | "reduce_any": { |
| 4011 | "op": Op.REDUCE_ANY, |
| 4012 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4013 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4014 | "build_fcn": ( |
| 4015 | build_reduce, |
| 4016 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4017 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4018 | TosaArgGen.agAxis, |
| 4019 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4020 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4021 | "error_if_validators": ( |
| 4022 | TosaErrorValidator.evAxisLargerRank, |
| 4023 | TosaErrorValidator.evAxisSmallerZero, |
| 4024 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4025 | TosaErrorValidator.evWrongInputType, |
| 4026 | TosaErrorValidator.evWrongOutputType, |
| 4027 | TosaErrorValidator.evWrongRank, |
| 4028 | TosaErrorValidator.evWrongInputList, |
| 4029 | TosaErrorValidator.evWrongOutputList, |
| 4030 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4031 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4032 | "reduce_max": { |
| 4033 | "op": Op.REDUCE_MAX, |
| 4034 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4035 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4036 | "build_fcn": ( |
| 4037 | build_reduce, |
| 4038 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4039 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4040 | TosaArgGen.agAxis, |
| 4041 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4042 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4043 | "error_if_validators": ( |
| 4044 | TosaErrorValidator.evAxisLargerRank, |
| 4045 | TosaErrorValidator.evAxisSmallerZero, |
| 4046 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4047 | TosaErrorValidator.evWrongInputType, |
| 4048 | TosaErrorValidator.evWrongOutputType, |
| 4049 | TosaErrorValidator.evWrongRank, |
| 4050 | TosaErrorValidator.evWrongInputList, |
| 4051 | TosaErrorValidator.evWrongOutputList, |
| 4052 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +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 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4058 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4059 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4060 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4061 | "build_fcn": ( |
| 4062 | build_reduce, |
| 4063 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4064 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4065 | TosaArgGen.agAxis, |
| 4066 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4067 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4068 | "error_if_validators": ( |
| 4069 | TosaErrorValidator.evAxisLargerRank, |
| 4070 | TosaErrorValidator.evAxisSmallerZero, |
| 4071 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4072 | TosaErrorValidator.evWrongInputType, |
| 4073 | TosaErrorValidator.evWrongOutputType, |
| 4074 | TosaErrorValidator.evWrongRank, |
| 4075 | TosaErrorValidator.evWrongInputList, |
| 4076 | TosaErrorValidator.evWrongOutputList, |
| 4077 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4078 | "data_gen": { |
| 4079 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4080 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4081 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4082 | "reduce_product": { |
| 4083 | "op": Op.REDUCE_PRODUCT, |
| 4084 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4085 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4086 | "build_fcn": ( |
| 4087 | build_reduce, |
| 4088 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4089 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4090 | TosaArgGen.agAxis, |
| 4091 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4092 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4093 | "error_if_validators": ( |
| 4094 | TosaErrorValidator.evAxisLargerRank, |
| 4095 | TosaErrorValidator.evAxisSmallerZero, |
| 4096 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4097 | TosaErrorValidator.evWrongInputType, |
| 4098 | TosaErrorValidator.evWrongOutputType, |
| 4099 | TosaErrorValidator.evWrongRank, |
| 4100 | TosaErrorValidator.evWrongInputList, |
| 4101 | TosaErrorValidator.evWrongOutputList, |
| 4102 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4103 | "data_gen": { |
| 4104 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4105 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4106 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4107 | "reduce_sum": { |
| 4108 | "op": Op.REDUCE_SUM, |
| 4109 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4110 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4111 | "build_fcn": ( |
| 4112 | build_reduce, |
| 4113 | TosaTensorGen.tgBasic, |
| 4114 | TosaTensorValuesGen.tvgReduceSum, |
| 4115 | TosaArgGen.agAxis, |
| 4116 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4117 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4118 | "error_if_validators": ( |
| 4119 | TosaErrorValidator.evAxisLargerRank, |
| 4120 | TosaErrorValidator.evAxisSmallerZero, |
| 4121 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4122 | TosaErrorValidator.evWrongInputType, |
| 4123 | TosaErrorValidator.evWrongOutputType, |
| 4124 | TosaErrorValidator.evWrongRank, |
| 4125 | TosaErrorValidator.evWrongInputList, |
| 4126 | TosaErrorValidator.evWrongOutputList, |
| 4127 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4128 | "data_gen": { |
| 4129 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4130 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4131 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4132 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4133 | "concat": { |
| 4134 | "op": Op.CONCAT, |
| 4135 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4136 | "build_fcn": ( |
| 4137 | build_concat, |
| 4138 | TosaTensorGen.tgConcat, |
| 4139 | TosaTensorValuesGen.tvgConcat, |
| 4140 | TosaArgGen.agAxis, |
| 4141 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4142 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4143 | "error_if_validators": ( |
| 4144 | TosaErrorValidator.evAxisLargerRank, |
| 4145 | TosaErrorValidator.evAxisSmallerZero, |
| 4146 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4147 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4148 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4149 | TosaErrorValidator.evWrongInputType, |
| 4150 | TosaErrorValidator.evWrongOutputType, |
| 4151 | TosaErrorValidator.evWrongOutputList, |
| 4152 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame^] | 4153 | "data_gen": { |
| 4154 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4155 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4156 | }, |
| 4157 | "pad": { |
| 4158 | "op": Op.PAD, |
| 4159 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4160 | "build_fcn": ( |
| 4161 | build_pad, |
| 4162 | TosaTensorGen.tgBasic, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4163 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4164 | TosaArgGen.agPad, |
| 4165 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4166 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4167 | "error_if_validators": ( |
| 4168 | TosaErrorValidator.evWrongInputType, |
| 4169 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4170 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4171 | TosaErrorValidator.evWrongOutputType, |
| 4172 | TosaErrorValidator.evWrongInputList, |
| 4173 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4174 | TosaErrorValidator.evRankMismatch, |
| 4175 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4176 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4177 | "data_gen": { |
| 4178 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4179 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4180 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4181 | "dim": { |
| 4182 | "op": Op.DIM, |
| 4183 | "operands": (1, 0), |
| 4184 | "build_fcn": ( |
| 4185 | build_dim, |
| 4186 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4187 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4188 | TosaArgGen.agAxis, |
| 4189 | ), |
| 4190 | "types": TYPE_FIB, |
| 4191 | "error_if_validators": ( |
| 4192 | TosaErrorValidator.evAxisLargerRank, |
| 4193 | TosaErrorValidator.evAxisSmallerZero, |
| 4194 | TosaErrorValidator.evWrongInputType, |
| 4195 | TosaErrorValidator.evWrongInputList, |
| 4196 | TosaErrorValidator.evWrongOutputList, |
| 4197 | TosaErrorValidator.evWrongRank, |
| 4198 | ), |
| 4199 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4200 | "reshape": { |
| 4201 | "op": Op.RESHAPE, |
| 4202 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4203 | "build_fcn": ( |
| 4204 | build_reshape, |
| 4205 | TosaTensorGen.tgBasic, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4206 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4207 | TosaArgGen.agReshape, |
| 4208 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4209 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4210 | "error_if_validators": ( |
| 4211 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4212 | TosaErrorValidator.evWrongInputType, |
| 4213 | TosaErrorValidator.evWrongOutputType, |
| 4214 | TosaErrorValidator.evWrongInputList, |
| 4215 | TosaErrorValidator.evWrongOutputList, |
| 4216 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4217 | "data_gen": { |
| 4218 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4219 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4220 | }, |
| 4221 | "reverse": { |
| 4222 | "op": Op.REVERSE, |
| 4223 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4224 | "build_fcn": ( |
| 4225 | build_reverse, |
| 4226 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4227 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4228 | TosaArgGen.agAxis, |
| 4229 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4230 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4231 | "error_if_validators": ( |
| 4232 | TosaErrorValidator.evAxisSmallerZero, |
| 4233 | TosaErrorValidator.evAxisLargerRank, |
| 4234 | TosaErrorValidator.evWrongInputType, |
| 4235 | TosaErrorValidator.evWrongOutputType, |
| 4236 | TosaErrorValidator.evWrongInputList, |
| 4237 | TosaErrorValidator.evWrongOutputList, |
| 4238 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4239 | }, |
| 4240 | "slice": { |
| 4241 | "op": Op.SLICE, |
| 4242 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4243 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4244 | "build_fcn": ( |
| 4245 | build_slice, |
| 4246 | TosaTensorGen.tgBasic, |
| 4247 | TosaTensorValuesGen.tvgDefault, |
| 4248 | TosaArgGen.agSlice, |
| 4249 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4250 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4251 | "error_if_validators": ( |
| 4252 | TosaErrorValidator.evStartSmallerZero, |
| 4253 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 4254 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4255 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4256 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4257 | TosaErrorValidator.evWrongRank, |
| 4258 | TosaErrorValidator.evWrongInputType, |
| 4259 | TosaErrorValidator.evWrongOutputType, |
| 4260 | TosaErrorValidator.evWrongInputList, |
| 4261 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4262 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4263 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4264 | }, |
| 4265 | "tile": { |
| 4266 | "op": Op.TILE, |
| 4267 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4268 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4269 | "build_fcn": ( |
| 4270 | build_tile, |
| 4271 | TosaTensorGen.tgBasic, |
| 4272 | TosaTensorValuesGen.tvgDefault, |
| 4273 | TosaArgGen.agTile, |
| 4274 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4275 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4276 | "error_if_validators": ( |
| 4277 | TosaErrorValidator.evWrongInputType, |
| 4278 | TosaErrorValidator.evWrongOutputType, |
| 4279 | TosaErrorValidator.evWrongInputList, |
| 4280 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4281 | TosaErrorValidator.evRankMismatch, |
| 4282 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4283 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4284 | }, |
| 4285 | "transpose": { |
| 4286 | "op": Op.TRANSPOSE, |
| 4287 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4288 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4289 | "build_fcn": ( |
| 4290 | build_transpose, |
| 4291 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4292 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4293 | TosaArgGen.agTranspose, |
| 4294 | ), |
| 4295 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4296 | "error_if_validators": ( |
| 4297 | TosaErrorValidator.evIndexOutsideBounds, |
| 4298 | TosaErrorValidator.evIndexUsedTwice, |
| 4299 | TosaErrorValidator.evWrongInputType, |
| 4300 | TosaErrorValidator.evWrongOutputType, |
| 4301 | TosaErrorValidator.evWrongInputList, |
| 4302 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4303 | TosaErrorValidator.evWrongRank, |
| 4304 | TosaErrorValidator.evRankMismatch, |
| 4305 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4306 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4307 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4308 | # Data nodes |
| 4309 | "const": { |
| 4310 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4311 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4312 | "build_fcn": ( |
| 4313 | build_const, |
| 4314 | TosaTensorGen.tgBasic, |
| 4315 | TosaTensorValuesGen.tvgDefault, |
| 4316 | None, |
| 4317 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4318 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4319 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4320 | "identity": { |
| 4321 | "op": Op.IDENTITY, |
| 4322 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4323 | "build_fcn": ( |
| 4324 | build_unary, |
| 4325 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4326 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4327 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4328 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4329 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4330 | "data_gen": { |
| 4331 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4332 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4333 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4334 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4335 | "gather": { |
| 4336 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4337 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4338 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4339 | "build_fcn": ( |
| 4340 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4341 | TosaTensorGen.tgGather, |
| 4342 | TosaTensorValuesGen.tvgGather, |
| 4343 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4344 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4345 | "types": ( |
| 4346 | DType.INT8, |
| 4347 | DType.INT16, |
| 4348 | DType.INT32, |
| 4349 | DType.FP16, |
| 4350 | DType.BF16, |
| 4351 | DType.FP32, |
| 4352 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4353 | "error_if_validators": ( |
| 4354 | TosaErrorValidator.evWrongInputType, |
| 4355 | TosaErrorValidator.evWrongOutputType, |
| 4356 | TosaErrorValidator.evWrongInputList, |
| 4357 | TosaErrorValidator.evWrongOutputList, |
| 4358 | TosaErrorValidator.evWrongRank, |
| 4359 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4360 | "data_gen": { |
| 4361 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4362 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4363 | }, |
| 4364 | "scatter": { |
| 4365 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4366 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4367 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4368 | "build_fcn": ( |
| 4369 | build_scatter, |
| 4370 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4371 | TosaTensorValuesGen.tvgScatter, |
| 4372 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4373 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4374 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4375 | "error_if_validators": ( |
| 4376 | TosaErrorValidator.evWrongInputType, |
| 4377 | TosaErrorValidator.evWrongOutputType, |
| 4378 | TosaErrorValidator.evWrongInputList, |
| 4379 | TosaErrorValidator.evWrongOutputList, |
| 4380 | TosaErrorValidator.evWrongRank, |
| 4381 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4382 | "data_gen": { |
| 4383 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4384 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4385 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4386 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4387 | "resize": { |
| 4388 | "op": Op.RESIZE, |
| 4389 | "operands": (1, 0), |
| 4390 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4391 | "build_fcn": ( |
| 4392 | build_resize, |
| 4393 | TosaTensorGen.tgNHWC, |
| 4394 | TosaTensorValuesGen.tvgDefault, |
| 4395 | TosaArgGen.agResize, |
| 4396 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4397 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4398 | "invalid_test_validators": ( |
| 4399 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4400 | ), |
| 4401 | "error_if_validators": ( |
| 4402 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4403 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4404 | TosaErrorValidator.evScaleNLargerMax, |
| 4405 | TosaErrorValidator.evScaleDLargerMax, |
| 4406 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4407 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4408 | TosaErrorValidator.evBorderSmallerMin, |
| 4409 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4410 | TosaErrorValidator.evWrongInputType, |
| 4411 | TosaErrorValidator.evWrongOutputType, |
| 4412 | TosaErrorValidator.evWrongRank, |
| 4413 | TosaErrorValidator.evWrongInputList, |
| 4414 | TosaErrorValidator.evWrongOutputList, |
| 4415 | TosaErrorValidator.evBatchMismatch, |
| 4416 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4417 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4418 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4419 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4420 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4421 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4422 | "cast": { |
| 4423 | "op": Op.CAST, |
| 4424 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4425 | "build_fcn": ( |
| 4426 | build_cast, |
| 4427 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4428 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4429 | TosaArgGen.agCast, |
| 4430 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4431 | "types": ( |
| 4432 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4433 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4434 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4435 | DType.INT8, |
| 4436 | DType.INT16, |
| 4437 | DType.INT32, |
| 4438 | DType.BOOL, |
| 4439 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4440 | "error_if_validators": ( |
| 4441 | TosaErrorValidator.evWrongInputType, |
| 4442 | TosaErrorValidator.evWrongOutputType, |
| 4443 | TosaErrorValidator.evWrongInputList, |
| 4444 | TosaErrorValidator.evWrongOutputList, |
| 4445 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4446 | "data_gen": { |
| 4447 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4448 | }, |
| 4449 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4450 | }, |
| 4451 | "rescale": { |
| 4452 | "op": Op.RESCALE, |
| 4453 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4454 | "build_fcn": ( |
| 4455 | build_rescale, |
| 4456 | TosaTensorGen.tgBasic, |
| 4457 | TosaTensorValuesGen.tvgDefault, |
| 4458 | TosaArgGen.agRescale, |
| 4459 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4460 | "types": [ |
| 4461 | DType.UINT8, |
| 4462 | DType.INT8, |
| 4463 | DType.INT16, |
| 4464 | DType.INT32, |
| 4465 | DType.INT48, |
| 4466 | DType.UINT16, |
| 4467 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4468 | "error_if_validators": ( |
| 4469 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4470 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4471 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4472 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4473 | TosaErrorValidator.evScaleTrue, |
| 4474 | TosaErrorValidator.evScaleNotTrue, |
| 4475 | TosaErrorValidator.evWrongInputType, |
| 4476 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4477 | TosaErrorValidator.evWrongInputList, |
| 4478 | TosaErrorValidator.evWrongOutputList, |
| 4479 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4480 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4481 | # Custom |
| 4482 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4483 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4484 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4485 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4486 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4487 | "cond_if_const": { |
| 4488 | "op": Op.COND_IF, |
| 4489 | "operands": (0, 2), |
| 4490 | "build_fcn": ( |
| 4491 | build_cond_if_const, |
| 4492 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4493 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4494 | TosaArgGen.agCondIf, |
| 4495 | ), |
| 4496 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4497 | "error_if_validators": ( |
| 4498 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4499 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4500 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4501 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4502 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4503 | }, |
| 4504 | "cond_if_binary": { |
| 4505 | "op": Op.COND_IF, |
| 4506 | "operands": (2, 0), |
| 4507 | "build_fcn": ( |
| 4508 | build_cond_if_binary, |
| 4509 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4510 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4511 | TosaArgGen.agCondIf, |
| 4512 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4513 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4514 | "error_if_validators": ( |
| 4515 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4516 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4517 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4518 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4519 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4520 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4521 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4522 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4523 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4524 | "while_loop": { |
| 4525 | "op": Op.WHILE_LOOP, |
| 4526 | "operands": (0, 1), |
| 4527 | "build_fcn": ( |
| 4528 | build_while_loop, |
| 4529 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4530 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4531 | TosaArgGen.agWhileLoop, |
| 4532 | ), |
| 4533 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4534 | "error_if_validators": ( |
| 4535 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4536 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4537 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4538 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4539 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4540 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4541 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4542 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4543 | "fft2d": { |
| 4544 | "op": Op.FFT2D, |
| 4545 | "operands": (2, 0), |
| 4546 | "rank": (3, 3), |
| 4547 | "build_fcn": ( |
| 4548 | build_fft2d, |
| 4549 | TosaTensorGen.tgFFT2d, |
| 4550 | TosaTensorValuesGen.tvgDefault, |
| 4551 | TosaArgGen.agFFT2d, |
| 4552 | ), |
| 4553 | "types": [DType.FP32], |
| 4554 | "error_if_validators": ( |
| 4555 | TosaErrorValidator.evWrongInputType, |
| 4556 | TosaErrorValidator.evWrongOutputType, |
| 4557 | TosaErrorValidator.evWrongInputList, |
| 4558 | TosaErrorValidator.evWrongOutputList, |
| 4559 | TosaErrorValidator.evWrongRank, |
| 4560 | TosaErrorValidator.evBatchMismatch, |
| 4561 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4562 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4563 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4564 | ), |
| 4565 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4566 | "rfft2d": { |
| 4567 | "op": Op.RFFT2D, |
| 4568 | "operands": (1, 0), |
| 4569 | "rank": (3, 3), |
| 4570 | "build_fcn": ( |
| 4571 | build_rfft2d, |
| 4572 | TosaTensorGen.tgRFFT2d, |
| 4573 | TosaTensorValuesGen.tvgDefault, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4574 | None, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4575 | ), |
| 4576 | "types": [DType.FP32], |
| 4577 | "error_if_validators": ( |
| 4578 | TosaErrorValidator.evWrongInputType, |
| 4579 | TosaErrorValidator.evWrongOutputType, |
| 4580 | TosaErrorValidator.evWrongInputList, |
| 4581 | TosaErrorValidator.evWrongOutputList, |
| 4582 | TosaErrorValidator.evWrongRank, |
| 4583 | TosaErrorValidator.evBatchMismatch, |
| 4584 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4585 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4586 | ), |
| 4587 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4588 | } |
| 4589 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4590 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4591 | class OutputShaper: |
| 4592 | # Methods in this class compute the expected output shape and datatype |
| 4593 | # for common classes of operations |
| 4594 | def __init__(self): |
| 4595 | pass |
| 4596 | |
| 4597 | # These methods return arguments that can be used for |
| 4598 | # creating a new output tensor |
| 4599 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4600 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4601 | if error_name != ErrorIf.RankMismatch: |
| 4602 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4603 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4604 | |
| 4605 | shape = [] |
| 4606 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4607 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4608 | shape.append(b.shape[i]) |
| 4609 | else: |
| 4610 | shape.append(a.shape[i]) |
| 4611 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4612 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4613 | if error_name == ErrorIf.DimensionMismatch: |
| 4614 | shape[fuzz_idx] += 1 |
| 4615 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4616 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4617 | all_dtypes = [ |
| 4618 | DType.INT8, |
| 4619 | DType.INT16, |
| 4620 | DType.INT32, |
| 4621 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4622 | DType.FP16, |
| 4623 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4624 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4625 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4626 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4627 | outputDType = rng.choice(wrong_dtypes) |
| 4628 | else: |
| 4629 | outputDType = a.dtype |
| 4630 | |
| 4631 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4632 | |
| 4633 | @staticmethod |
| 4634 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4635 | assert len(a.shape) == len(b.shape) |
| 4636 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4637 | |
| 4638 | shape = [] |
| 4639 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4640 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4641 | shape.append(a.shape[i]) |
| 4642 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4643 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4644 | |
| 4645 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4646 | def unaryOp(ser, rng, a, error_name=None): |
| 4647 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4648 | all_dtypes = [ |
| 4649 | DType.INT8, |
| 4650 | DType.INT16, |
| 4651 | DType.INT32, |
| 4652 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4653 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4654 | DType.FP16, |
| 4655 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4656 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4657 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4658 | outputDType = rng.choice(wrong_dtypes) |
| 4659 | else: |
| 4660 | outputDType = a.dtype |
| 4661 | |
| 4662 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4663 | |
| 4664 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4665 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4666 | if error_name != ErrorIf.RankMismatch: |
| 4667 | 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] | 4668 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4669 | |
| 4670 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4671 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4672 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4673 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4674 | else: |
| 4675 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4676 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4677 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4678 | if error_name == ErrorIf.DimensionMismatch: |
| 4679 | shape[fuzz_idx] += 1 |
| 4680 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4681 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4682 | all_dtypes = [ |
| 4683 | DType.INT8, |
| 4684 | DType.INT16, |
| 4685 | DType.INT32, |
| 4686 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4687 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4688 | DType.FP16, |
| 4689 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4690 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4691 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4692 | outputDType = rng.choice(wrong_dtypes) |
| 4693 | else: |
| 4694 | outputDType = a.dtype |
| 4695 | |
| 4696 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4697 | |
| 4698 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4699 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4700 | if error_name != ErrorIf.RankMismatch: |
| 4701 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4702 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4703 | |
| 4704 | # Do broadcast |
| 4705 | shape = [] |
| 4706 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4707 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4708 | shape.append(b.shape[i]) |
| 4709 | else: |
| 4710 | shape.append(a.shape[i]) |
| 4711 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4712 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4713 | if error_name == ErrorIf.DimensionMismatch: |
| 4714 | shape[fuzz_idx] += 1 |
| 4715 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4716 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4717 | wrong_dtypes = [ |
| 4718 | DType.INT8, |
| 4719 | DType.INT16, |
| 4720 | DType.INT32, |
| 4721 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4722 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4723 | DType.FP16, |
| 4724 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4725 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4726 | outputDType = rng.choice(wrong_dtypes) |
| 4727 | else: |
| 4728 | outputDType = DType.BOOL |
| 4729 | |
| 4730 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4731 | |
| 4732 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4733 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4734 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4735 | if error_name not in [ |
| 4736 | ErrorIf.AxisSmallerZero, |
| 4737 | ErrorIf.AxisLargerRank, |
| 4738 | ErrorIf.ShapeOfAxisNotOne, |
| 4739 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4740 | shape[axis] = 1 |
| 4741 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4742 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4743 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4744 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4745 | all_dtypes = [ |
| 4746 | DType.INT8, |
| 4747 | DType.INT16, |
| 4748 | DType.INT32, |
| 4749 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4750 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4751 | DType.FP16, |
| 4752 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4753 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4754 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4755 | outputDType = rng.choice(wrong_dtypes) |
| 4756 | else: |
| 4757 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4758 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4759 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4760 | |
| 4761 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4762 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4763 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4764 | |
| 4765 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4766 | del shape[axis] |
| 4767 | |
| 4768 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4769 | remove = rng.choice([True, False]) |
| 4770 | if remove and len(shape) > 1: |
| 4771 | del shape[0] |
| 4772 | else: |
| 4773 | shape.append(1) |
| 4774 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4775 | for i in range(len(shape)): |
| 4776 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4777 | |
| 4778 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4779 | all_dtypes = [ |
| 4780 | DType.INT8, |
| 4781 | DType.INT16, |
| 4782 | DType.INT32, |
| 4783 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4784 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4785 | DType.FP16, |
| 4786 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4787 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4788 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4789 | outputDType = rng.choice(wrong_dtypes) |
| 4790 | else: |
| 4791 | outputDType = DType.INT32 |
| 4792 | |
| 4793 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4794 | |
| 4795 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4796 | def conv2dOp( |
| 4797 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4798 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4799 | |
| 4800 | # IFM: NHWC |
| 4801 | # Filter: OHWI |
| 4802 | # OFM: NHWC |
| 4803 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4804 | h = ( |
| 4805 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4806 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4807 | + padding[0] |
| 4808 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4809 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4810 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4811 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4812 | w = ( |
| 4813 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4814 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4815 | + padding[2] |
| 4816 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4817 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4818 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4819 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4820 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4821 | choices = [1, 2, 3] |
| 4822 | change = rng.choice(choices) |
| 4823 | # increment in multiples of stride to not hit non-integer error case |
| 4824 | if change in [1, 3]: |
| 4825 | h = h + (rng.choice(choices) * strides[0]) |
| 4826 | if change in [2, 3]: |
| 4827 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4828 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4829 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4830 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4831 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4832 | # Pick some potentially correct output dtype if input type is incorrect |
| 4833 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4834 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4835 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4836 | |
| 4837 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4838 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4839 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4840 | else: |
| 4841 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4842 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4843 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4844 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4845 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4846 | |
| 4847 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4848 | def conv3dOp( |
| 4849 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4850 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4851 | |
| 4852 | # IFM: NDHWC |
| 4853 | # Filter: ODHWI |
| 4854 | # OFM: NDHWC |
| 4855 | |
| 4856 | d = ( |
| 4857 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4858 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4859 | + padding[0] |
| 4860 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4861 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4862 | ) // strides[0] + 1 |
| 4863 | |
| 4864 | h = ( |
| 4865 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4866 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4867 | + padding[2] |
| 4868 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4869 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4870 | ) // strides[1] + 1 |
| 4871 | |
| 4872 | w = ( |
| 4873 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4874 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4875 | + padding[4] |
| 4876 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4877 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4878 | ) // strides[2] + 1 |
| 4879 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4880 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4881 | choices = [1, 2, 3, 4] |
| 4882 | change = rng.choice(choices) |
| 4883 | # increment in multiples of stride to not hit non-integer error case |
| 4884 | if change in [1, 4]: |
| 4885 | d = d + (rng.choice(choices) * strides[0]) |
| 4886 | if change in [2, 4]: |
| 4887 | h = h + (rng.choice(choices) * strides[1]) |
| 4888 | if change in [3, 4]: |
| 4889 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4890 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4891 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4892 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4893 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4894 | # Pick some potentially correct output dtype if input type is incorrect |
| 4895 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4896 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4897 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4898 | |
| 4899 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4900 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4901 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4902 | else: |
| 4903 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4904 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4905 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4906 | |
| 4907 | return ser.addOutput(ofm_shape, out_dtype) |
| 4908 | |
| 4909 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4910 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4911 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4912 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4913 | # IFM: NHWC |
| 4914 | # Filter: HWCM |
| 4915 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4916 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4917 | h = ( |
| 4918 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4919 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4920 | + padding[0] |
| 4921 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4922 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4923 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4924 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4925 | w = ( |
| 4926 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4927 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4928 | + padding[2] |
| 4929 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4930 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4931 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4932 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4933 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4934 | choices = [1, 2, 3] |
| 4935 | change = rng.choice(choices) |
| 4936 | # increment in multiples of stride to not hit non-integer error case |
| 4937 | if change in [1, 3]: |
| 4938 | h = h + (rng.choice(choices) * strides[0]) |
| 4939 | if change in [2, 3]: |
| 4940 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4941 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4942 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4943 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4944 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4945 | # Pick some potentially correct output dtype if input type is incorrect |
| 4946 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4947 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4948 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4949 | |
| 4950 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4951 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4952 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4953 | else: |
| 4954 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4955 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4956 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4957 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4958 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4959 | |
| 4960 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4961 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4962 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4963 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4964 | # 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] | 4965 | h = 1 |
| 4966 | w = 1 |
| 4967 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4968 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4969 | 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] | 4970 | |
| 4971 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4972 | choices = [1, 2, 3] |
| 4973 | change = rng.choice(choices) |
| 4974 | # increment in multiples of stride to not hit non-integer error case |
| 4975 | if change in [1, 3]: |
| 4976 | h = h + (rng.choice(choices) * stride[0]) |
| 4977 | if change in [2, 3]: |
| 4978 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4979 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4980 | |
| 4981 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4982 | all_dtypes = [ |
| 4983 | DType.INT8, |
| 4984 | DType.INT16, |
| 4985 | DType.INT32, |
| 4986 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4987 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4988 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4989 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4990 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4991 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4992 | outputDType = rng.choice(wrong_dtypes) |
| 4993 | else: |
| 4994 | outputDType = ifm.dtype |
| 4995 | |
| 4996 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4997 | |
| 4998 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4999 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5000 | # input: N, IC |
| 5001 | # filter: OC, IC |
| 5002 | # output: N, OC |
| 5003 | |
| 5004 | output_shape = [input.shape[0], filter.shape[0]] |
| 5005 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5006 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5007 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5008 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5009 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5010 | |
| 5011 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5012 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5013 | # a: N, H, C |
| 5014 | # b: N, C, W |
| 5015 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5016 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5017 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5018 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5019 | if error_name == ErrorIf.WrongOutputType: |
| 5020 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5021 | incorrect_types = ( |
| 5022 | DType.INT4, |
| 5023 | DType.INT8, |
| 5024 | DType.INT16, |
| 5025 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5026 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5027 | DType.FP16, |
| 5028 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5029 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5030 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5031 | incorrect_types = ( |
| 5032 | DType.INT4, |
| 5033 | DType.INT8, |
| 5034 | DType.INT16, |
| 5035 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5036 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5037 | DType.FP16, |
| 5038 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5039 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5040 | elif ( |
| 5041 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5042 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5043 | incorrect_types = ( |
| 5044 | DType.INT4, |
| 5045 | DType.INT8, |
| 5046 | DType.INT16, |
| 5047 | DType.INT32, |
| 5048 | DType.INT48, |
| 5049 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5050 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5051 | elif error_name == ErrorIf.WrongInputType: |
| 5052 | # Pick some potentially correct output dtype if input type is incorrect |
| 5053 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5054 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5055 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5056 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5057 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5058 | |
| 5059 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5060 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5061 | input1 = inputs[0] |
| 5062 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5063 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5064 | # 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] | 5065 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5066 | if not ( |
| 5067 | # unable to concat tensors of different ranks |
| 5068 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5069 | # unable to concat tensors along an invalid axis |
| 5070 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5071 | ): |
| 5072 | for tensor in remaining_inputs: |
| 5073 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5074 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5075 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5076 | output_shape[axis] += rng.integers(5, 10) |
| 5077 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5078 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5079 | all_dtypes = { |
| 5080 | DType.INT8, |
| 5081 | DType.INT16, |
| 5082 | DType.INT32, |
| 5083 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5084 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5085 | DType.FP16, |
| 5086 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5087 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5088 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5089 | outputDType = rng.choice(wrong_dtypes) |
| 5090 | else: |
| 5091 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5092 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5093 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5094 | |
| 5095 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5096 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5097 | |
| 5098 | output_shape = a.shape.copy() |
| 5099 | |
| 5100 | for i in range(len(output_shape)): |
| 5101 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5102 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5103 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5104 | bad_dim = rng.choice(range(len(output_shape))) |
| 5105 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5106 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5107 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5108 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5109 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5110 | all_dtypes = [ |
| 5111 | DType.INT8, |
| 5112 | DType.INT16, |
| 5113 | DType.INT32, |
| 5114 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5115 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5116 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5117 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5118 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5119 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5120 | outputDType = rng.choice(wrong_dtypes) |
| 5121 | else: |
| 5122 | outputDType = a.dtype |
| 5123 | |
| 5124 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5125 | |
| 5126 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5127 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 7935972 | 2023-08-31 18:17:38 +0000 | [diff] [blame] | 5128 | output_shape = [] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5129 | |
| 5130 | if error_name == ErrorIf.WrongOutputType: |
| 5131 | all_dtypes = [ |
| 5132 | DType.INT8, |
| 5133 | DType.INT16, |
| 5134 | DType.INT32, |
| 5135 | DType.INT48, |
| 5136 | DType.FP32, |
| 5137 | DType.FP16, |
| 5138 | DType.BF16, |
| 5139 | ] |
| 5140 | wrong_dtypes = list(set(all_dtypes)) |
| 5141 | outputDType = rng.choice(wrong_dtypes) |
| 5142 | else: |
| 5143 | outputDType = DType.SHAPE |
| 5144 | |
| 5145 | return ser.addOutput(output_shape, outputDType) |
| 5146 | |
| 5147 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5148 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5149 | output_shape = shape.copy() |
| 5150 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5151 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5152 | for i in range(len(output_shape)): |
| 5153 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5154 | |
| 5155 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5156 | all_dtypes = [ |
| 5157 | DType.INT8, |
| 5158 | DType.INT16, |
| 5159 | DType.INT32, |
| 5160 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5161 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5162 | DType.FP16, |
| 5163 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5164 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5165 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5166 | outputDType = rng.choice(wrong_dtypes) |
| 5167 | else: |
| 5168 | outputDType = a.dtype |
| 5169 | |
| 5170 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5171 | |
| 5172 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5173 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5174 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5175 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5176 | all_dtypes = [ |
| 5177 | DType.INT8, |
| 5178 | DType.INT16, |
| 5179 | DType.INT32, |
| 5180 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5181 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5182 | DType.FP16, |
| 5183 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5184 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5185 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5186 | outputDType = rng.choice(wrong_dtypes) |
| 5187 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5188 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5189 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5190 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5191 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5192 | for index in range(len(output_shape)): |
| 5193 | if output_shape[index] <= 2: |
| 5194 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5195 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5196 | output_shape[index] = output_shape[index] + rng.choice( |
| 5197 | [-2, -1, 1, 2] |
| 5198 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5199 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5200 | output_shape = input.shape.copy() |
| 5201 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5202 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5203 | |
| 5204 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5205 | |
| 5206 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5207 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5208 | |
| 5209 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5210 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5211 | |
| 5212 | for i in range(len(output_shape)): |
| 5213 | output_shape[i] = a.shape[i] * multiples[i] |
| 5214 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5215 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5216 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5217 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5218 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5219 | all_dtypes = [ |
| 5220 | DType.INT8, |
| 5221 | DType.INT16, |
| 5222 | DType.INT32, |
| 5223 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5224 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5225 | DType.FP16, |
| 5226 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5227 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5228 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5229 | outputDType = rng.choice(wrong_dtypes) |
| 5230 | else: |
| 5231 | outputDType = a.dtype |
| 5232 | |
| 5233 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5234 | |
| 5235 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5236 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5237 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5238 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5239 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5240 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5241 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5242 | for i in range(len(output_shape)): |
| 5243 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5244 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5245 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5246 | for i in range(len(output_shape)): |
| 5247 | output_shape[i] += rng.integers(1, 10) |
| 5248 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5249 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5250 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5251 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5252 | all_dtypes = [ |
| 5253 | DType.INT8, |
| 5254 | DType.INT16, |
| 5255 | DType.INT32, |
| 5256 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5257 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5258 | DType.FP16, |
| 5259 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5260 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5261 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5262 | outputDType = rng.choice(wrong_dtypes) |
| 5263 | else: |
| 5264 | outputDType = a.dtype |
| 5265 | |
| 5266 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5267 | |
| 5268 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5269 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5270 | if error_name != ErrorIf.WrongRank: |
| 5271 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5272 | assert len(indices.shape) == 2 |
| 5273 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5274 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5275 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5276 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5277 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5278 | all_dtypes = [ |
| 5279 | DType.INT8, |
| 5280 | DType.INT16, |
| 5281 | DType.INT32, |
| 5282 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5283 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5284 | DType.FP16, |
| 5285 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5286 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5287 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5288 | outputDType = rng.choice(wrong_dtypes) |
| 5289 | else: |
| 5290 | outputDType = values.dtype |
| 5291 | |
| 5292 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5293 | |
| 5294 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5295 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5296 | if error_name != ErrorIf.WrongRank: |
| 5297 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5298 | assert len(indices.shape) == 2 |
| 5299 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5300 | assert values_in.shape[0] == indices.shape[0] # N |
| 5301 | assert input.shape[1] == indices.shape[1] # W |
| 5302 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5303 | |
| 5304 | output_shape = values_in.shape |
| 5305 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5306 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5307 | all_dtypes = [ |
| 5308 | DType.INT8, |
| 5309 | DType.INT16, |
| 5310 | DType.INT32, |
| 5311 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5312 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5313 | DType.FP16, |
| 5314 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5315 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5316 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5317 | outputDType = rng.choice(wrong_dtypes) |
| 5318 | else: |
| 5319 | outputDType = values_in.dtype |
| 5320 | |
| 5321 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5322 | |
| 5323 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5324 | def tableOp(ser, rng, input, error_name=None): |
| 5325 | # Same shape as the input, dtype dependent on input dtype |
| 5326 | if error_name != ErrorIf.WrongInputType: |
| 5327 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5328 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5329 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5330 | wrong_dtypes = [ |
| 5331 | DType.INT8, |
| 5332 | DType.INT16, |
| 5333 | DType.INT32, |
| 5334 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5335 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5336 | DType.FP16, |
| 5337 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5338 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5339 | wrong_dtypes.remove(output_dtype) |
| 5340 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5341 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5342 | |
| 5343 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5344 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5345 | serializer, |
| 5346 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5347 | input, |
| 5348 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5349 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5350 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5351 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5352 | input_dtype, |
| 5353 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5354 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5355 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5356 | # Calculate OH, OW |
| 5357 | scale_y_n = scale[0] |
| 5358 | scale_y_d = scale[1] |
| 5359 | scale_x_n = scale[2] |
| 5360 | scale_x_d = scale[3] |
| 5361 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5362 | scale_y_n = max(scale_y_n, 1) |
| 5363 | scale_y_d = max(scale_y_d, 1) |
| 5364 | scale_x_n = max(scale_x_n, 1) |
| 5365 | scale_x_d = max(scale_x_d, 1) |
| 5366 | |
| 5367 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5368 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5369 | |
| 5370 | if error_name is not None: |
| 5371 | # Make sure the output tensor is valid, which can occur when |
| 5372 | # scale, offset or border have been changed for ERROR_IFs |
| 5373 | oh = max(oh, 1) |
| 5374 | ow = max(ow, 1) |
| 5375 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5376 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5377 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5378 | |
| 5379 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5380 | choices = [1, 2, 3] |
| 5381 | change = rng.choice(choices) |
| 5382 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5383 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5384 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5385 | oh -= scale_y_d |
| 5386 | assert oh > 0 # Should have been caught in agResize |
| 5387 | else: |
| 5388 | oh += scale_y_d |
| 5389 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5390 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5391 | ow -= scale_x_d |
| 5392 | assert ow > 0 # Should have been caught in agResize |
| 5393 | else: |
| 5394 | ow += scale_x_d |
| 5395 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5396 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5397 | output_dims = [ |
| 5398 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5399 | oh, |
| 5400 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5401 | input.shape[0], |
| 5402 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5403 | elif error_name == ErrorIf.BatchMismatch: |
| 5404 | output_dims = [ |
| 5405 | input.shape[0] + rng.integers(1, 10), |
| 5406 | oh, |
| 5407 | ow, |
| 5408 | input.shape[3], |
| 5409 | ] |
| 5410 | elif error_name == ErrorIf.ChannelMismatch: |
| 5411 | output_dims = [ |
| 5412 | input.shape[0], |
| 5413 | oh, |
| 5414 | ow, |
| 5415 | input.shape[3] + rng.integers(1, 10), |
| 5416 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5417 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5418 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5419 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5420 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5421 | |
| 5422 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5423 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5424 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5425 | |
| 5426 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5427 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5428 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5429 | choices = [1, 2, 3] |
| 5430 | change = rng.choice(choices) |
| 5431 | if change in [1, 3]: |
| 5432 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5433 | if change in [2, 3]: |
| 5434 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5435 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5436 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5437 | # Pick some potentially correct output dtype if input type is incorrect |
| 5438 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5439 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5440 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5441 | |
| 5442 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5443 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5444 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5445 | else: |
| 5446 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5447 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5448 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5449 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5450 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5451 | |
| 5452 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5453 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5454 | outputs = [] |
| 5455 | |
| 5456 | assert ifm1.dtype == ifm2.dtype |
| 5457 | input_dtype = ifm1.dtype |
| 5458 | |
| 5459 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5460 | assert ifm1.shape == ifm2.shape |
| 5461 | |
| 5462 | input_shape = ifm1.shape |
| 5463 | if error_name != ErrorIf.WrongRank: |
| 5464 | assert len(input_shape) == 3 |
| 5465 | |
| 5466 | output_shape = input_shape.copy() |
| 5467 | output_dtype = input_dtype |
| 5468 | |
| 5469 | if error_name == ErrorIf.WrongOutputType: |
| 5470 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5471 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5472 | output_dtype = rng.choice(wrong_dtypes) |
| 5473 | elif error_name == ErrorIf.BatchMismatch: |
| 5474 | output_shape[0] += rng.integers(1, 10) |
| 5475 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5476 | modify_dim = rng.choice([1, 2]) |
| 5477 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5478 | |
| 5479 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5480 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5481 | return outputs |
| 5482 | |
| 5483 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5484 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5485 | outputs = [] |
| 5486 | |
| 5487 | input_shape = value.shape |
| 5488 | if error_name != ErrorIf.WrongRank: |
| 5489 | assert len(input_shape) == 3 |
| 5490 | |
| 5491 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5492 | |
| 5493 | output_dtype = value.dtype |
| 5494 | if error_name == ErrorIf.WrongOutputType: |
| 5495 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5496 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5497 | output_dtype = rng.choice(wrong_dtypes) |
| 5498 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5499 | output_shape[0] += rng.integers(1, 10) |
| 5500 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5501 | modify_dim = rng.choice([1, 2]) |
| 5502 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5503 | |
| 5504 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5505 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5506 | return outputs |