Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2024, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3 | import json |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4 | import os |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 5 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6 | from datetime import datetime |
| 7 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 8 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 9 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 10 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 11 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 12 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 13 | from generator.tosa_arg_gen import TosaArgGen |
| 14 | from generator.tosa_arg_gen import TosaQuantGen |
| 15 | from generator.tosa_arg_gen import TosaTensorGen |
| 16 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 17 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 18 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 19 | from generator.tosa_error_if import TosaErrorValidator |
| 20 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 21 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 22 | from tosa.DType import DType |
| 23 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 24 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 25 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 26 | // SPDX-License-Identifier: Apache-2.0 |
| 27 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 28 | """ |
| 29 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 30 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 31 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 32 | # Maximum rank of tensor supported by test generator. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 33 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 34 | TOSA_TENSOR_MAX_RANK = 6 |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 35 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 36 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 37 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 38 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 39 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 40 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 41 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 42 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 43 | def __init__(self, args): |
| 44 | self.args = args |
| 45 | self.basePath = args.output_dir |
| 46 | self.random_seed = args.random_seed |
| 47 | self.ser = None |
| 48 | self.rng = np.random.default_rng(self.random_seed) |
| 49 | self.createDynamicOpLists() |
| 50 | self.initOpListDefaults() |
| 51 | self.quantGen = TosaQuantGen() |
| 52 | # Force makeShape to do a specific starting shape |
| 53 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 54 | # JSON schema validation |
| 55 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 56 | # Data generator library is sometimes needed for compliance set up |
| 57 | # even if we are generating the data later (lazy_data_generation) |
| 58 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 59 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 60 | # Work out floating point range |
| 61 | def convertFPRange(rangeFP, maxFP): |
| 62 | # Converts program arguments of max/-max to FP max |
| 63 | vals = [] |
| 64 | for v in rangeFP: |
| 65 | if v == "max": |
| 66 | v = maxFP |
| 67 | elif v == "-max": |
| 68 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 69 | elif v < 0: |
| 70 | # Trim to minimum data type value |
| 71 | v = max(v, -maxFP) |
| 72 | elif v > 0: |
| 73 | # Trim to maximum data type value |
| 74 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 75 | vals.append(v) |
| 76 | return tuple(sorted(vals)) |
| 77 | |
| 78 | self.random_float_range = {} |
| 79 | for dtype in (DType.FP32, DType.FP16, DType.BF16): |
| 80 | self.random_float_range[dtype] = convertFPRange( |
| 81 | args.tensor_fp_value_range, |
| 82 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 83 | ) |
| 84 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 85 | def createSerializer(self, opName, testPath): |
| 86 | self.testPath = os.path.join(opName, testPath) |
| 87 | |
| 88 | fullPath = os.path.join(self.basePath, self.testPath) |
| 89 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 90 | # Embed const data in the flatbuffer |
| 91 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 92 | if self.args.lazy_data_gen: |
| 93 | # Lazy data generation - so make constants files |
| 94 | constMode = ts.ConstMode.INPUTS |
| 95 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 96 | constMode = ts.ConstMode.EMBED_DUMP |
| 97 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 98 | |
| 99 | def getSerializer(self): |
| 100 | return self.ser |
| 101 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 102 | def serialize(self, testName, metaData=None): |
| 103 | path = Path(self.basePath) / self.testPath |
| 104 | |
| 105 | # Write out TOSA flatbuffer binary |
| 106 | path_fb = path / f"{testName}.tosa" |
| 107 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 108 | fd.write(self.ser.serialize()) |
| 109 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 110 | # Get JSON descriptor from serializer |
| 111 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 112 | |
| 113 | if metaData: |
| 114 | # Add extra meta data to desc.json |
| 115 | desc["meta"] = metaData |
| 116 | |
| 117 | # Validate desc.json before we output it |
| 118 | self.descSchemaValidator.validate_config(desc) |
| 119 | |
| 120 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 121 | if "data_gen" in metaData: |
| 122 | if self.args.lazy_data_gen: |
| 123 | # Output datagen meta data as CPP data |
| 124 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 125 | with path_md.open("w") as fd: |
| 126 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 127 | fd.write("// Test meta data for data generation setup\n\n") |
| 128 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 129 | json.dump(metaData["data_gen"], fd) |
| 130 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 131 | if "compliance" in metaData: |
| 132 | # Output datagen meta data as CPP data |
| 133 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 134 | with path_md.open("w") as fd: |
| 135 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 136 | fd.write("// Test meta data for compliance validation\n\n") |
| 137 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 138 | json.dump(metaData["compliance"], fd) |
| 139 | fd.write(')";\n\n') |
| 140 | |
| 141 | # Write desc.json |
| 142 | path_desc = path / "desc.json" |
| 143 | with path_desc.open("w") as fd: |
| 144 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 145 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 146 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 147 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 148 | seed = self.random_seed + 1 |
| 149 | self.rng = np.random.default_rng(seed) |
| 150 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 151 | def getDTypeRange(self, dtype, high_inclusive=False): |
| 152 | # Returns dtype value range boundaries (low, high) |
| 153 | # The high boundary is excluded in the range |
| 154 | # unless high_inclusive is True |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 155 | if dtype in (DType.FP32, DType.FP16, DType.BF16): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 156 | return self.random_float_range[dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 157 | elif dtype == DType.BOOL: |
| 158 | rng = (0, 2) |
| 159 | elif dtype == DType.UINT8: |
| 160 | rng = (0, 256) |
| 161 | elif dtype == DType.UINT16: |
| 162 | rng = (0, 65536) |
| 163 | elif dtype == DType.INT4: |
| 164 | # TOSA specific INT4 weight range from -7 to 7 |
| 165 | rng = (-7, 8) |
| 166 | elif dtype == DType.INT8: |
| 167 | rng = (-128, 128) |
| 168 | elif dtype == DType.INT16: |
| 169 | rng = (-32768, 32768) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 170 | elif dtype == DType.INT32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 171 | rng = (-(1 << 31), (1 << 31)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 172 | elif dtype == DType.SHAPE: |
| 173 | rng = tuple(self.args.tensor_shape_range[0:2]) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 174 | elif dtype == DType.INT48: |
| 175 | rng = (-(1 << 47), (1 << 47)) |
| 176 | else: |
| 177 | raise Exception("Unknown dtype: {}".format(dtype)) |
| 178 | |
| 179 | if not high_inclusive: |
| 180 | # Exclusive high: low <= range < high |
| 181 | return rng |
| 182 | else: |
| 183 | # Inclusive range: low <= range <= high |
| 184 | return (rng[0], rng[1] - 1) |
| 185 | |
Jeremy Johnson | 30a41db | 2023-11-15 11:00:49 +0000 | [diff] [blame] | 186 | def getRandTensor(self, shape, dtype, data_range=None): |
| 187 | if data_range is None: |
| 188 | low, high = self.getDTypeRange(dtype) |
| 189 | else: |
| 190 | low, high = data_range |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 191 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 192 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 193 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Jerry Ge | c529169 | 2024-01-02 22:29:08 +0000 | [diff] [blame] | 194 | elif dtype == DType.INT8: |
| 195 | return np.int8(self.rng.integers(low=low, high=high, size=shape)) |
| 196 | elif dtype == DType.UINT8: |
| 197 | return np.uint8(self.rng.integers(low=low, high=high, size=shape)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 198 | elif dtype in (DType.INT48, DType.SHAPE): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 199 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
| 200 | elif dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 201 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 202 | |
| 203 | if dtype == DType.FP16: |
| 204 | return np.float16(f_tensor) |
| 205 | else: |
| 206 | f32_tensor = np.float32(f_tensor) |
| 207 | if dtype == DType.BF16: |
| 208 | # Floor the last 16 bits of each f32 value |
| 209 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
| 210 | else: |
| 211 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 212 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 213 | # All other integer types |
| 214 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 215 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 216 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 217 | placeholders = [] |
| 218 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 219 | assert len(shape_list) == len(dtype_list) |
| 220 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 221 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 222 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 223 | if not self.args.lazy_data_gen: |
| 224 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 225 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 226 | |
| 227 | return placeholders |
| 228 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 229 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 230 | consts = [] |
| 231 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 232 | assert len(shape_list) == len(dtype_list) |
| 233 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 234 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 235 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 236 | if not self.args.lazy_data_gen: |
| 237 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 238 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 239 | |
| 240 | return consts |
| 241 | |
| 242 | def makeShape(self, rank): |
| 243 | if self.targetted_shape: |
| 244 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 245 | return np.int32( |
| 246 | self.rng.integers( |
| 247 | low=self.args.tensor_shape_range[0], |
| 248 | high=self.args.tensor_shape_range[1], |
| 249 | size=rank, |
| 250 | ) |
| 251 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 252 | |
| 253 | def setTargetShape(self, shape): |
| 254 | self.targetted_shape = shape |
| 255 | |
| 256 | def randInt(self, low=0, high=256): |
| 257 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 258 | |
| 259 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 260 | low, high = self.getDTypeRange(dtype) |
| 261 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 262 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 263 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 264 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 265 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 266 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 267 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 268 | return gtu.vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 269 | elif dtype == DType.BOOL: |
| 270 | return self.rng.choice([False, True]) |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 271 | elif dtype == DType.INT48 or dtype == DType.SHAPE: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 272 | # Special size |
| 273 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 274 | |
| 275 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 276 | |
| 277 | def shapeStr(self, shape): |
| 278 | |
| 279 | sStr = [] |
| 280 | # Convert to strings |
| 281 | for i in shape: |
| 282 | sStr.append(str(i)) |
| 283 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 284 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 285 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 286 | def typeStr(self, dtype): |
| 287 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 288 | assert len(dtype) >= 2 |
| 289 | strs = [self.typeStr(t) for t in dtype] |
| 290 | # Limit types to the first 2 as the 3rd is the accumulator |
| 291 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 292 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 293 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 294 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 295 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 296 | raise Exception( |
| 297 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 298 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 299 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 300 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 301 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 302 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 303 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 304 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 305 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 306 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 307 | def constrictBatchSize(self, shape): |
| 308 | # Limit the batch size unless an explicit target shape set |
| 309 | if self.args.max_batch_size and not self.args.target_shapes: |
| 310 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 311 | return shape |
| 312 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 313 | def makeDimension(self): |
| 314 | return self.randInt( |
| 315 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 316 | ) |
| 317 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 318 | def tensorComplianceMetaData( |
| 319 | self, op, inputType, argsDict, outputTensor, errorName |
| 320 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 321 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 322 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 323 | Op.MATMUL, |
| 324 | Op.CONV2D, |
| 325 | Op.FULLY_CONNECTED, |
| 326 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 327 | Op.TRANSPOSE_CONV2D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 328 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 329 | if ( |
| 330 | errorName |
| 331 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 332 | or ( |
| 333 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 334 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 335 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 336 | ): |
| 337 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 338 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 339 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 340 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 341 | compliance_tens = { |
| 342 | "mode": None, |
| 343 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 344 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 345 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 346 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 347 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 348 | compliance_tens["dot_product_info"] = { |
| 349 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 350 | "ks": int(argsDict["ksb"]) |
| 351 | if "ksb" in argsDict |
| 352 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 353 | } |
| 354 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 355 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 356 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 357 | mode = gtu.ComplianceMode.ULP |
| 358 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
| 359 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 360 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 361 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 362 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 363 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 364 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 365 | compliance_tens["abs_error_info"] = { |
| 366 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 367 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 368 | else: |
| 369 | mode = gtu.ComplianceMode.EXACT |
| 370 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 371 | |
| 372 | return compliance_tens |
| 373 | |
| 374 | # Build Op functions |
| 375 | # Create the output tensor (calling OutputShaper as needed) |
| 376 | # Do final tweaks to attributes (if necessary for errorIf) |
| 377 | # Add Op into graph |
| 378 | # Return resulting tensor information or BuildInfo |
| 379 | |
| 380 | class BuildInfo: |
| 381 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 382 | |
| 383 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 384 | if isinstance(resultTensor, list): |
| 385 | assert complianceDict is None or isinstance(complianceDict, list) |
| 386 | self.resultTensorList = resultTensor |
| 387 | self.complianceDictList = complianceDict |
| 388 | else: |
| 389 | self.resultTensorList = [resultTensor] |
| 390 | if complianceDict is None: |
| 391 | self.complianceDictList = None |
| 392 | else: |
| 393 | self.complianceDictList = [complianceDict] |
| 394 | |
| 395 | def getComplianceInfo(self): |
| 396 | if self.complianceDictList is None: |
| 397 | return None |
| 398 | else: |
| 399 | tens_dict = {} |
| 400 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 401 | if comp is not None: |
| 402 | tens_dict[tens.name] = comp |
| 403 | |
| 404 | if tens_dict: |
| 405 | # Have some compliance data, so return the info |
| 406 | compliance = { |
| 407 | "version": "0.1", |
| 408 | "tensors": tens_dict, |
| 409 | } |
| 410 | else: |
| 411 | compliance = None |
| 412 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 413 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 414 | def build_unary( |
| 415 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 416 | ): |
| 417 | assert len(inputs) == 1 |
| 418 | a = inputs[0] |
| 419 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 420 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 421 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 422 | |
| 423 | # Ensure new output type has correct qinfo |
| 424 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 425 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 426 | qinfo = [ |
| 427 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 428 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 429 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 430 | |
| 431 | # Invalidate Input/Output list for error if checks. |
| 432 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 433 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 434 | pCount, cCount = op["operands"] |
| 435 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 436 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 437 | self, error_name, input_list, output_list |
| 438 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 439 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 440 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 441 | self.ser, |
| 442 | validator_fcns, |
| 443 | error_name, |
| 444 | op=op, |
| 445 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 446 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 447 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 448 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 449 | input_list=input_list, |
| 450 | output_list=output_list, |
| 451 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 452 | ): |
| 453 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 454 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 455 | attr = None |
| 456 | if op["op"] == Op.NEGATE: |
| 457 | attr = ts.TosaSerializerAttribute() |
| 458 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 459 | |
| 460 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 461 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 462 | compliance = self.tensorComplianceMetaData( |
| 463 | op, a.dtype, args_dict, result_tensor, error_name |
| 464 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 465 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 466 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 467 | def build_binary_broadcast( |
| 468 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 469 | ): |
| 470 | assert len(inputs) == 2 |
| 471 | a, b = inputs |
| 472 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 473 | self.ser, self.rng, a, b, error_name |
| 474 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 475 | |
| 476 | # Invalidate Input/Output list for error if checks. |
| 477 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 478 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 479 | pCount, cCount = op["operands"] |
| 480 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 481 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 482 | self, error_name, input_list, output_list |
| 483 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 484 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 485 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 486 | self.ser, |
| 487 | validator_fcns, |
| 488 | error_name, |
| 489 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 490 | input1=a, |
| 491 | input2=b, |
| 492 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 493 | output_dtype=result_tensor.dtype, |
| 494 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 495 | input_list=input_list, |
| 496 | output_list=output_list, |
| 497 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 498 | ): |
| 499 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 500 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 501 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 502 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 503 | compliance = self.tensorComplianceMetaData( |
| 504 | op, a.dtype, args_dict, result_tensor, error_name |
| 505 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 506 | |
| 507 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 508 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 509 | 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] | 510 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 511 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 512 | return result_tens |
| 513 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 514 | def build_arithmetic_right_shift( |
| 515 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 516 | ): |
| 517 | result_tens = OutputShaper.binaryBroadcastOp( |
| 518 | self.ser, self.rng, a, b, error_name |
| 519 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 520 | |
| 521 | # Invalidate Input/Output list for error if checks. |
| 522 | input_list = [a.name, b.name] |
| 523 | output_list = [result_tens.name] |
| 524 | pCount, cCount = op["operands"] |
| 525 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 526 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 527 | self, error_name, input_list, output_list |
| 528 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 529 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 530 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 531 | self.ser, |
| 532 | validator_fcns, |
| 533 | error_name, |
| 534 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 535 | input1=a, |
| 536 | input2=b, |
| 537 | input_dtype=a.dtype, |
| 538 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 539 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 540 | input_list=input_list, |
| 541 | output_list=output_list, |
| 542 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 543 | ): |
| 544 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 545 | |
| 546 | attr = ts.TosaSerializerAttribute() |
| 547 | attr.ArithmeticRightShiftAttribute(round) |
| 548 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 549 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 550 | return result_tens |
| 551 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 552 | def build_mul( |
| 553 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 554 | ): |
| 555 | assert len(inputs) == 2 |
| 556 | a, b = inputs |
| 557 | shift = args_dict["shift"] |
| 558 | |
| 559 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 560 | self.ser, self.rng, a, b, error_name |
| 561 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 562 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 563 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 564 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 565 | result_tensor.setDtype(DType.INT32) |
| 566 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 567 | if error_name == ErrorIf.WrongOutputType: |
| 568 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 569 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 570 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 571 | |
| 572 | # Invalidate Input/Output list for error if checks. |
| 573 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 574 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 575 | pCount, cCount = op["operands"] |
| 576 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 577 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 578 | self, error_name, input_list, output_list |
| 579 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 580 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 581 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 582 | self.ser, |
| 583 | validator_fcns, |
| 584 | error_name, |
| 585 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 586 | input1=a, |
| 587 | input2=b, |
| 588 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 589 | output_dtype=result_tensor.dtype, |
| 590 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 591 | input_list=input_list, |
| 592 | output_list=output_list, |
| 593 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 594 | ): |
| 595 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 596 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 597 | attr = ts.TosaSerializerAttribute() |
| 598 | attr.MulAttribute(shift) |
| 599 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 600 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 601 | |
| 602 | compliance = self.tensorComplianceMetaData( |
| 603 | op, a.dtype, args_dict, result_tensor, error_name |
| 604 | ) |
| 605 | |
| 606 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 607 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 608 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 609 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 610 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 611 | attr = ts.TosaSerializerAttribute() |
| 612 | attr.TableAttribute(table) |
| 613 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 614 | # Invalidate Input/Output list for error if checks. |
| 615 | input_list = [a.name] |
| 616 | output_list = [result_tens.name] |
| 617 | pCount, cCount = op["operands"] |
| 618 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 619 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 620 | self, error_name, input_list, output_list |
| 621 | ) |
Matthew Haddon | 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 | input_shape=a.shape, |
| 629 | input_dtype=a.dtype, |
| 630 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 631 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 632 | input_list=input_list, |
| 633 | output_list=output_list, |
| 634 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 635 | ): |
| 636 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 637 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 638 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 639 | |
| 640 | return result_tens |
| 641 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 642 | def build_select( |
| 643 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 644 | ): |
| 645 | assert len(inputs) == 3 |
| 646 | cond, a, b = inputs |
| 647 | |
| 648 | result_tensor = OutputShaper.selectOp( |
| 649 | self.ser, self.rng, cond, a, b, error_name |
| 650 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 651 | |
| 652 | # Invalidate Input/Output list for error if checks. |
| 653 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 654 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 655 | pCount, cCount = op["operands"] |
| 656 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 657 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 658 | self, error_name, input_list, output_list |
| 659 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 660 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 661 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 662 | self.ser, |
| 663 | validator_fcns, |
| 664 | error_name, |
| 665 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 666 | input1=cond, |
| 667 | input2=a, |
| 668 | input3=b, |
| 669 | input_shape=a.shape, |
| 670 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 671 | output_dtype=result_tensor.dtype, |
| 672 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 673 | input_list=input_list, |
| 674 | output_list=output_list, |
| 675 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 676 | ): |
| 677 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 678 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 679 | self.ser.addOperator( |
| 680 | op["op"], |
| 681 | input_list, |
| 682 | output_list, |
| 683 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 684 | compliance = self.tensorComplianceMetaData( |
| 685 | op, a.dtype, args_dict, result_tensor, error_name |
| 686 | ) |
| 687 | |
| 688 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 689 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 690 | def build_comparison( |
| 691 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 692 | ): |
| 693 | assert len(inputs) == 2 |
| 694 | a, b = inputs |
| 695 | |
| 696 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 697 | self.ser, self.rng, a, b, error_name |
| 698 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 699 | |
| 700 | # Invalidate Input/Output list for error if checks. |
| 701 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 702 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 703 | pCount, cCount = op["operands"] |
| 704 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 705 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 706 | self, error_name, input_list, output_list |
| 707 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 708 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 709 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 710 | self.ser, |
| 711 | validator_fcns, |
| 712 | error_name, |
| 713 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 714 | input1=a, |
| 715 | input2=b, |
| 716 | input_shape=a.shape, |
| 717 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 718 | output_shape=result_tensor.shape, |
| 719 | output_dtype=result_tensor.dtype, |
| 720 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 721 | input_list=input_list, |
| 722 | output_list=output_list, |
| 723 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 724 | ): |
| 725 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 726 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 727 | self.ser.addOperator( |
| 728 | op["op"], |
| 729 | input_list, |
| 730 | output_list, |
| 731 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 732 | |
| 733 | compliance = self.tensorComplianceMetaData( |
| 734 | op, a.dtype, args_dict, result_tensor, error_name |
| 735 | ) |
| 736 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 737 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 738 | def build_argmax( |
| 739 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 740 | ): |
| 741 | assert len(inputs) == 1 |
| 742 | a = inputs[0] |
| 743 | axis = args_dict["axis"] |
| 744 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 745 | |
| 746 | # Invalidate Input/Output list for error if checks. |
| 747 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 748 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 749 | pCount, cCount = op["operands"] |
| 750 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 751 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 752 | self, error_name, input_list, output_list |
| 753 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 754 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 755 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 756 | self.ser, |
| 757 | validator_fcns, |
| 758 | error_name, |
| 759 | op=op, |
| 760 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 761 | input_shape=a.shape, |
| 762 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 763 | output_shape=result_tensor.shape, |
| 764 | output_dtype=result_tensor.dtype, |
| 765 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 766 | input_list=input_list, |
| 767 | output_list=output_list, |
| 768 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 769 | ): |
| 770 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 771 | |
| 772 | attr = ts.TosaSerializerAttribute() |
| 773 | attr.AxisAttribute(axis) |
| 774 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 775 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 776 | |
| 777 | compliance = self.tensorComplianceMetaData( |
| 778 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 779 | ) |
| 780 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 781 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 782 | def build_pool2d( |
| 783 | self, |
| 784 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 785 | inputs, |
| 786 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 787 | validator_fcns=None, |
| 788 | error_name=None, |
| 789 | qinfo=None, |
| 790 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 791 | assert len(inputs) == 1 |
| 792 | input = inputs[0] |
| 793 | # max_pool has no accum_dtype |
| 794 | accum_dtype = ( |
| 795 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 796 | ) |
| 797 | stride = args_dict["stride"] |
| 798 | pad = args_dict["pad"] |
| 799 | kernel = args_dict["kernel"] |
| 800 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 801 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 802 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 803 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 804 | |
| 805 | # Ensure new output type has correct qinfo |
| 806 | if error_name == ErrorIf.WrongInputType: |
| 807 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 808 | qinfo = [ |
| 809 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 810 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 811 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 812 | |
| 813 | # Invalidate Input/Output list for error if checks. |
| 814 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 815 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 816 | pCount, cCount = op["operands"] |
| 817 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 818 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 819 | self, error_name, input_list, output_list |
| 820 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 821 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 822 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 823 | self.ser, |
| 824 | validator_fcns, |
| 825 | error_name, |
| 826 | op=op, |
| 827 | input_shape=input.shape, |
| 828 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 829 | output_shape=result_tensor.shape, |
| 830 | output_dtype=result_tensor.dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 831 | kernel=kernel, |
| 832 | stride=stride, |
| 833 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 834 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 835 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 836 | input_list=input_list, |
| 837 | output_list=output_list, |
| 838 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 839 | ): |
| 840 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 841 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 842 | if qinfo is None: |
| 843 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 844 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 845 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 846 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 847 | |
| 848 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 849 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 850 | compliance = self.tensorComplianceMetaData( |
| 851 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 852 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 853 | |
| 854 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 855 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 856 | def build_conv2d( |
| 857 | self, |
| 858 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 859 | inputs, |
| 860 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 861 | validator_fcns=None, |
| 862 | error_name=None, |
| 863 | qinfo=None, |
| 864 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 865 | assert len(inputs) == 3 |
| 866 | ifm, filter, bias = inputs |
| 867 | accum_dtype = args_dict["acc_type"] |
| 868 | strides = args_dict["stride"] |
| 869 | padding = args_dict["pad"] |
| 870 | dilations = args_dict["dilation"] |
| 871 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 872 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 873 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 874 | self.ser, |
| 875 | self.rng, |
| 876 | ifm, |
| 877 | filter, |
| 878 | accum_dtype, |
| 879 | strides, |
| 880 | padding, |
| 881 | dilations, |
| 882 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 883 | ) |
| 884 | |
| 885 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 886 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 887 | DType.INT8, |
| 888 | DType.UINT8, |
| 889 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 890 | qinfo = [ |
| 891 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 892 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 893 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 894 | |
| 895 | # Invalidate Input/Output list for error_if checks. |
| 896 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 897 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 898 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 899 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 900 | self, error_name, input_list, output_list |
| 901 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 902 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 903 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 904 | self.ser, |
| 905 | validator_fcns, |
| 906 | error_name, |
| 907 | op=op, |
| 908 | input_dtype=ifm.dtype, |
| 909 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 910 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 911 | qinfo=qinfo, |
| 912 | input_list=input_list, |
| 913 | num_operands=num_operands, |
| 914 | output_list=output_list, |
| 915 | pad=padding, |
| 916 | stride=strides, |
| 917 | dilation=dilations, |
| 918 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 919 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 920 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 921 | ): |
| 922 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 923 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 924 | # TODO - Test local_bound, for now set local bound attribute to False |
| 925 | local_bound = False |
| 926 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 927 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 928 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 929 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 930 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 931 | |
| 932 | compliance = self.tensorComplianceMetaData( |
| 933 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 934 | ) |
| 935 | |
| 936 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 937 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 938 | def build_conv3d( |
| 939 | self, |
| 940 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 941 | inputs, |
| 942 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 943 | validator_fcns=None, |
| 944 | error_name=None, |
| 945 | qinfo=None, |
| 946 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 947 | assert len(inputs) == 3 |
| 948 | ifm, filter, bias = inputs |
| 949 | accum_dtype = args_dict["acc_type"] |
| 950 | strides = args_dict["stride"] |
| 951 | padding = args_dict["pad"] |
| 952 | dilations = args_dict["dilation"] |
| 953 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 954 | assert len(padding) == 6 |
| 955 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 956 | self.ser, |
| 957 | self.rng, |
| 958 | ifm, |
| 959 | filter, |
| 960 | accum_dtype, |
| 961 | strides, |
| 962 | padding, |
| 963 | dilations, |
| 964 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 965 | ) |
| 966 | |
| 967 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 968 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 969 | DType.INT8, |
| 970 | DType.UINT8, |
| 971 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 972 | qinfo = [ |
| 973 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 974 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 975 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 976 | |
| 977 | # Invalidate Input/Output list for error_if checks. |
| 978 | input_list = [ifm.name, filter.name, bias.name] |
| 979 | output_list = [result_tens.name] |
| 980 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 981 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 982 | self, error_name, input_list, output_list |
| 983 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 984 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 985 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 986 | self.ser, |
| 987 | validator_fcns, |
| 988 | error_name, |
| 989 | op=op, |
| 990 | input_dtype=ifm.dtype, |
| 991 | weight_dtype=filter.dtype, |
| 992 | output_dtype=result_tens.dtype, |
| 993 | qinfo=qinfo, |
| 994 | input_list=input_list, |
| 995 | num_operands=num_operands, |
| 996 | output_list=output_list, |
| 997 | pad=padding, |
| 998 | stride=strides, |
| 999 | dilation=dilations, |
| 1000 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1001 | weight_shape=filter.shape, |
| 1002 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1003 | ): |
| 1004 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1005 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1006 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1007 | local_bound = False |
| 1008 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1009 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1010 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1011 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1012 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1013 | return result_tens |
| 1014 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1015 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1016 | self, |
| 1017 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1018 | inputs, |
| 1019 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1020 | validator_fcns=None, |
| 1021 | error_name=None, |
| 1022 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1023 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1024 | assert len(inputs) == 3 |
| 1025 | ifm, filter, bias = inputs |
| 1026 | accum_dtype = args_dict["acc_type"] |
| 1027 | strides = args_dict["stride"] |
| 1028 | out_pad = args_dict["pad"] |
| 1029 | output_shape = args_dict["out_shape"] |
| 1030 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1031 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1032 | result_tensor = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1033 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1034 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1035 | |
| 1036 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1037 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1038 | DType.INT8, |
| 1039 | DType.UINT8, |
| 1040 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1041 | qinfo = [ |
| 1042 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1043 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1044 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1045 | |
| 1046 | # Invalidate Input/Output list for error_if checks. |
| 1047 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1048 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1049 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1050 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1051 | self, error_name, input_list, output_list |
| 1052 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1053 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1054 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1055 | self.ser, |
| 1056 | validator_fcns, |
| 1057 | error_name, |
| 1058 | op=op, |
| 1059 | input_dtype=ifm.dtype, |
| 1060 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1061 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1062 | qinfo=qinfo, |
| 1063 | input_list=input_list, |
| 1064 | num_operands=num_operands, |
| 1065 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1066 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1067 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1068 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1069 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1070 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1071 | ): |
| 1072 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1073 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1074 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1075 | local_bound = False |
| 1076 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1077 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1078 | attr.TransposeConvAttribute( |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1079 | out_pad, strides, output_shape, qinfo[0], qinfo[1], local_bound |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1080 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1081 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1082 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1083 | |
| 1084 | compliance = self.tensorComplianceMetaData( |
| 1085 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1086 | ) |
| 1087 | |
| 1088 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1089 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1090 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1091 | self, |
| 1092 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1093 | inputs, |
| 1094 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1095 | validator_fcns=None, |
| 1096 | error_name=None, |
| 1097 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1098 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1099 | assert len(inputs) == 3 |
| 1100 | ifm, filter, bias = inputs |
| 1101 | accum_dtype = args_dict["acc_type"] |
| 1102 | strides = args_dict["stride"] |
| 1103 | padding = args_dict["pad"] |
| 1104 | dilations = args_dict["dilation"] |
| 1105 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1106 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1107 | self.ser, |
| 1108 | self.rng, |
| 1109 | ifm, |
| 1110 | filter, |
| 1111 | accum_dtype, |
| 1112 | strides, |
| 1113 | padding, |
| 1114 | dilations, |
| 1115 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1116 | ) |
| 1117 | |
| 1118 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1119 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1120 | DType.INT8, |
| 1121 | DType.UINT8, |
| 1122 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1123 | qinfo = [ |
| 1124 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1125 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1126 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1127 | |
| 1128 | # Invalidate Input/Output list for error_if checks. |
| 1129 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1130 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1131 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1132 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1133 | self, error_name, input_list, output_list |
| 1134 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1135 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1136 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1137 | self.ser, |
| 1138 | validator_fcns, |
| 1139 | error_name, |
| 1140 | op=op, |
| 1141 | input_dtype=ifm.dtype, |
| 1142 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1143 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1144 | qinfo=qinfo, |
| 1145 | input_list=input_list, |
| 1146 | num_operands=num_operands, |
| 1147 | output_list=output_list, |
| 1148 | pad=padding, |
| 1149 | stride=strides, |
| 1150 | dilation=dilations, |
| 1151 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1152 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1153 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1154 | ): |
| 1155 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1156 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1157 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1158 | local_bound = False |
| 1159 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1160 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1161 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1162 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1163 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1164 | |
| 1165 | compliance = self.tensorComplianceMetaData( |
| 1166 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1167 | ) |
| 1168 | |
| 1169 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1170 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1171 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1172 | self, |
| 1173 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1174 | inputs, |
| 1175 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1176 | validator_fcns=None, |
| 1177 | error_name=None, |
| 1178 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1179 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1180 | assert len(inputs) == 3 |
| 1181 | ifm, filter, bias = inputs |
| 1182 | accum_dtype = args_dict["acc_type"] |
| 1183 | |
| 1184 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1185 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1186 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1187 | |
| 1188 | # Invalidate Input/Output list for error if checks. |
| 1189 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1190 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1191 | pCount, cCount = op["operands"] |
| 1192 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1193 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1194 | self, error_name, input_list, output_list |
| 1195 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1196 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1197 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1198 | self.ser, |
| 1199 | validator_fcns, |
| 1200 | error_name, |
| 1201 | op=op, |
| 1202 | input_shape=ifm.shape, |
| 1203 | input_dtype=ifm.dtype, |
| 1204 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [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 | aee62af | 2023-11-02 17:16:25 +0000 | [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 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [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.FullyConnectedAttribute(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 | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1220 | |
| 1221 | compliance = self.tensorComplianceMetaData( |
| 1222 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1223 | ) |
| 1224 | |
| 1225 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1226 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1227 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1228 | 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] | 1229 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1230 | assert len(inputs) == 2 |
| 1231 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1232 | accum_dtype = args_dict["acc_type"] |
| 1233 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1234 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1235 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1236 | |
| 1237 | # Invalidate Input/Output list for error if checks. |
| 1238 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1239 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1240 | pCount, cCount = op["operands"] |
| 1241 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1242 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1243 | self, error_name, input_list, output_list |
| 1244 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1245 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1246 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1247 | self.ser, |
| 1248 | validator_fcns, |
| 1249 | error_name, |
| 1250 | op=op, |
| 1251 | input_shape=a.shape, |
| 1252 | input_dtype=a.dtype, |
| 1253 | input2_shape=b.shape, |
| 1254 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1255 | output_shape=result_tensor.shape, |
| 1256 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1257 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1258 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1259 | input_list=input_list, |
| 1260 | output_list=output_list, |
| 1261 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1262 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1263 | ): |
| 1264 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1265 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1266 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1267 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1268 | |
| 1269 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1270 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1271 | compliance = self.tensorComplianceMetaData( |
| 1272 | op, a.dtype, args_dict, result_tensor, error_name |
| 1273 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1274 | |
| 1275 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1276 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1277 | def build_reduce( |
| 1278 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1279 | ): |
| 1280 | assert len(inputs) == 1 |
| 1281 | a = inputs[0] |
| 1282 | axis = args_dict["axis"] |
| 1283 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1284 | |
| 1285 | # Invalidate Input/Output list for error if checks. |
| 1286 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1287 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1288 | pCount, cCount = op["operands"] |
| 1289 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1290 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1291 | self, error_name, input_list, output_list |
| 1292 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1293 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1294 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1295 | self.ser, |
| 1296 | validator_fcns, |
| 1297 | error_name, |
| 1298 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1299 | axis=axis, |
| 1300 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1301 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1302 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1303 | output_dtype=result_tensor.dtype, |
| 1304 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1305 | input_list=input_list, |
| 1306 | output_list=output_list, |
| 1307 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1308 | ): |
| 1309 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1310 | |
| 1311 | attr = ts.TosaSerializerAttribute() |
| 1312 | attr.AxisAttribute(axis) |
| 1313 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1314 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1315 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1316 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1317 | # Number of products - needed for compliance |
| 1318 | args_dict["n"] = a.shape[axis] |
| 1319 | |
| 1320 | compliance = self.tensorComplianceMetaData( |
| 1321 | op, a.dtype, args_dict, result_tensor, error_name |
| 1322 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1323 | |
| 1324 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1325 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1326 | def build_clamp( |
| 1327 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1328 | ): |
| 1329 | assert len(inputs) == 1 |
| 1330 | a = inputs[0] |
| 1331 | |
| 1332 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1333 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1334 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1335 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1336 | if error_name == ErrorIf.MaxSmallerMin: |
| 1337 | # Make sure the numbers are different to invoke this error |
| 1338 | while v[0] == v[1]: |
| 1339 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1340 | max_val = min(v) |
| 1341 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1342 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1343 | max_val = max(v) |
| 1344 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1345 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1346 | # Invalidate Input/Output list for error if checks. |
| 1347 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1348 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1349 | pCount, cCount = op["operands"] |
| 1350 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1351 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1352 | self, error_name, input_list, output_list |
| 1353 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1354 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1355 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1356 | self.ser, |
| 1357 | validator_fcns, |
| 1358 | error_name, |
| 1359 | op=op, |
| 1360 | max_val=max_val, |
| 1361 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1362 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1363 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1364 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1365 | output_dtype=result_tensor.dtype, |
| 1366 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1367 | input_list=input_list, |
| 1368 | output_list=output_list, |
| 1369 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1370 | ): |
| 1371 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1372 | |
| 1373 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1374 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1375 | if a.dtype == DType.FP16: |
| 1376 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1377 | min_val = min_val.astype(np.float32) |
| 1378 | max_val = max_val.astype(np.float32) |
| 1379 | |
| 1380 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1381 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1382 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1383 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1384 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1385 | |
| 1386 | compliance = self.tensorComplianceMetaData( |
| 1387 | op, a.dtype, args_dict, result_tensor, error_name |
| 1388 | ) |
| 1389 | |
| 1390 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1391 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1392 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1393 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1394 | attr = ts.TosaSerializerAttribute() |
| 1395 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1396 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1397 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1398 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1399 | return result_tens |
| 1400 | |
| 1401 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1402 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1403 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1404 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1405 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1406 | return result_tens |
| 1407 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1408 | def build_activation( |
| 1409 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1410 | ): |
| 1411 | assert len(inputs) == 1 |
| 1412 | a = inputs[0] |
| 1413 | |
| 1414 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1415 | |
| 1416 | # Invalidate Input/Output list for error if checks. |
| 1417 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1418 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1419 | pCount, cCount = op["operands"] |
| 1420 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1421 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1422 | self, error_name, input_list, output_list |
| 1423 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1424 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1425 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1426 | self.ser, |
| 1427 | validator_fcns, |
| 1428 | error_name, |
| 1429 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1430 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1431 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1432 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1433 | output_dtype=result_tensor.dtype, |
| 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 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1441 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1442 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1443 | compliance = self.tensorComplianceMetaData( |
| 1444 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1445 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1446 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1447 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1448 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1449 | def build_concat( |
| 1450 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1451 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1452 | if op["op"] == Op.CONCAT_SHAPE: |
| 1453 | axis = 0 |
| 1454 | else: |
| 1455 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1456 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1457 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1458 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1459 | result_tensor = OutputShaper.concatOp( |
| 1460 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1461 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1462 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1463 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1464 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1465 | input_tensor_names.append(tensor.name) |
| 1466 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1467 | # Invalidate Input/Output list for error if checks. |
| 1468 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1469 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1470 | pCount, cCount = op["operands"] |
| 1471 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1472 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1473 | self, error_name, input_list, output_list |
| 1474 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1475 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1476 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1477 | self.ser, |
| 1478 | validator_fcns, |
| 1479 | error_name, |
| 1480 | op=op, |
| 1481 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1482 | input_shape=inputs[0].shape, |
| 1483 | output_shape=result_tensor.shape, |
| 1484 | input_dtype=inputs[0].dtype, |
| 1485 | output_dtype=result_tensor.dtype, |
| 1486 | inputs=inputs, |
| 1487 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1488 | input_list=input_list, |
| 1489 | output_list=output_list, |
| 1490 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1491 | ): |
| 1492 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1493 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1494 | if op["op"] == Op.CONCAT: |
| 1495 | attr = ts.TosaSerializerAttribute() |
| 1496 | attr.AxisAttribute(axis) |
| 1497 | else: |
| 1498 | assert op["op"] == Op.CONCAT_SHAPE |
| 1499 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1500 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1501 | |
| 1502 | compliance = self.tensorComplianceMetaData( |
| 1503 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1504 | ) |
| 1505 | |
| 1506 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1507 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1508 | def build_pad( |
| 1509 | self, |
| 1510 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1511 | inputs, |
| 1512 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1513 | validator_fcns=None, |
| 1514 | error_name=None, |
| 1515 | qinfo=None, |
| 1516 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1517 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1518 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1519 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1520 | padding = args_dict["pad"] |
| 1521 | pad_const_int = args_dict["pad_const_int"] |
| 1522 | pad_const_float = args_dict["pad_const_fp"] |
| 1523 | |
| 1524 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1525 | |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1526 | # write empty padding into PadAttribute to ensure inputs[1] is used |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1527 | attr = ts.TosaSerializerAttribute() |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1528 | attr.PadAttribute(self.ser.builder, [], pad_const_int, pad_const_float) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1529 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1530 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1531 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1532 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1533 | pCount, cCount = op["operands"] |
| 1534 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1535 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1536 | self, error_name, input_list, output_list |
| 1537 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1538 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1539 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1540 | self.ser, |
| 1541 | validator_fcns, |
| 1542 | error_name, |
| 1543 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1544 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1545 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1546 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1547 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1548 | pad=padding, |
| 1549 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1550 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1551 | input_list=input_list, |
| 1552 | output_list=output_list, |
| 1553 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1554 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1555 | ): |
| 1556 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1557 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1558 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1559 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1560 | compliance = self.tensorComplianceMetaData( |
| 1561 | op, a.dtype, args_dict, result_tensor, error_name |
| 1562 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1563 | |
| 1564 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1565 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1566 | def build_dim( |
| 1567 | self, |
| 1568 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1569 | inputs, |
| 1570 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1571 | validator_fcns=None, |
| 1572 | error_name=None, |
| 1573 | qinfo=None, |
| 1574 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1575 | assert len(inputs) == 1 |
| 1576 | a = inputs[0] |
| 1577 | axis = args_dict["axis"] |
| 1578 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1579 | |
| 1580 | # Invalidate Input/Output list for error if checks. |
| 1581 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1582 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1583 | pCount, cCount = op["operands"] |
| 1584 | num_operands = pCount + cCount |
| 1585 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1586 | self, error_name, input_list, output_list |
| 1587 | ) |
| 1588 | |
| 1589 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1590 | self.ser, |
| 1591 | validator_fcns, |
| 1592 | error_name, |
| 1593 | op=op, |
| 1594 | axis=axis, |
| 1595 | input_shape=a.shape, |
| 1596 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1597 | output_shape=result_tensor.shape, |
| 1598 | output_dtype=result_tensor.dtype, |
| 1599 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1600 | input_list=input_list, |
| 1601 | output_list=output_list, |
| 1602 | num_operands=num_operands, |
| 1603 | ): |
| 1604 | return None |
| 1605 | |
| 1606 | attr = ts.TosaSerializerAttribute() |
| 1607 | attr.AxisAttribute(axis) |
| 1608 | |
| 1609 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1610 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1611 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1612 | def build_reshape( |
| 1613 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1614 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1615 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1616 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1617 | shape = inputs[1] |
| 1618 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1619 | result_tensor = OutputShaper.reshapeOp( |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1620 | self.ser, self.rng, a, shape_attr, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1621 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1622 | |
| 1623 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1624 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1625 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1626 | pCount, cCount = op["operands"] |
| 1627 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1628 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1629 | self, error_name, input_list, output_list |
| 1630 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1631 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1632 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1633 | self.ser, |
| 1634 | validator_fcns, |
| 1635 | error_name, |
| 1636 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1637 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1638 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1639 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1640 | output_dtype=result_tensor.dtype, |
| 1641 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1642 | input_list=input_list, |
| 1643 | output_list=output_list, |
| 1644 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1645 | ): |
| 1646 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1647 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1648 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1649 | |
| 1650 | compliance = self.tensorComplianceMetaData( |
| 1651 | op, a.dtype, args_dict, result_tensor, error_name |
| 1652 | ) |
| 1653 | |
| 1654 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1655 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1656 | def build_reverse( |
| 1657 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1658 | ): |
| 1659 | assert len(inputs) == 1 |
| 1660 | a = inputs[0] |
| 1661 | axis = args_dict["axis"] |
| 1662 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1663 | |
| 1664 | # Invalidate Input/Output list for error if checks. |
| 1665 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1666 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1667 | pCount, cCount = op["operands"] |
| 1668 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1669 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1670 | self, error_name, input_list, output_list |
| 1671 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1672 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1673 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1674 | self.ser, |
| 1675 | validator_fcns, |
| 1676 | error_name, |
| 1677 | op=op, |
| 1678 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1679 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1680 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1681 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1682 | output_dtype=result_tensor.dtype, |
| 1683 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1684 | input_list=input_list, |
| 1685 | output_list=output_list, |
| 1686 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1687 | ): |
| 1688 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1689 | |
| 1690 | attr = ts.TosaSerializerAttribute() |
| 1691 | attr.AxisAttribute(axis) |
| 1692 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1693 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1694 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1695 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1696 | def build_transpose( |
| 1697 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1698 | ): |
| 1699 | assert len(inputs) == 1 |
| 1700 | a = inputs[0] |
| 1701 | perms = args_dict["perms"] |
| 1702 | |
| 1703 | result_tensor = OutputShaper.transposeOp( |
| 1704 | self.ser, self.rng, a, perms, error_name |
| 1705 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1706 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1707 | attr = ts.TosaSerializerAttribute() |
| 1708 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1709 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1710 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1711 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1712 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1713 | pCount, cCount = op["operands"] |
| 1714 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1715 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1716 | self, error_name, input_list, output_list |
| 1717 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1718 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1719 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1720 | self.ser, |
| 1721 | validator_fcns, |
| 1722 | error_name, |
| 1723 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1724 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1725 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1726 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1727 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1728 | output_dtype=result_tensor.dtype, |
| 1729 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1730 | input_list=input_list, |
| 1731 | output_list=output_list, |
| 1732 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1733 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1734 | ): |
| 1735 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1736 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1737 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1738 | |
| 1739 | compliance = self.tensorComplianceMetaData( |
| 1740 | op, a.dtype, args_dict, result_tensor, error_name |
| 1741 | ) |
| 1742 | |
| 1743 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1744 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1745 | def build_slice( |
| 1746 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1747 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1748 | assert len(inputs) == 3 |
| 1749 | a, start_var, size_var = inputs |
| 1750 | start_const = args_dict["start"] |
| 1751 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1752 | |
| 1753 | result_tensor = OutputShaper.sliceOp( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1754 | self.ser, self.rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1755 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1756 | |
| 1757 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1758 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1759 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1760 | pCount, cCount = op["operands"] |
| 1761 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1762 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1763 | self, error_name, input_list, output_list |
| 1764 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1765 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1766 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1767 | self.ser, |
| 1768 | validator_fcns, |
| 1769 | error_name, |
| 1770 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1771 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1772 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1773 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1774 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1775 | start=start_const, |
| 1776 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1777 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1778 | input_list=input_list, |
| 1779 | output_list=output_list, |
| 1780 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1781 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1782 | ): |
| 1783 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1784 | |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1785 | # TODO remove the slice attribute once shape dynamism support is mature. |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1786 | attr = ts.TosaSerializerAttribute() |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1787 | attr.SliceAttribute(start_const, size_const) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1788 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1789 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1790 | |
| 1791 | compliance = self.tensorComplianceMetaData( |
| 1792 | op, a.dtype, args_dict, result_tensor, error_name |
| 1793 | ) |
| 1794 | |
| 1795 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1796 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1797 | def build_tile( |
| 1798 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1799 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1800 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1801 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1802 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1803 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1804 | result_tensor = OutputShaper.tileOp( |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1805 | self.ser, self.rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1806 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1807 | |
| 1808 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1809 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1810 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1811 | pCount, cCount = op["operands"] |
| 1812 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1813 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1814 | self, error_name, input_list, output_list |
| 1815 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1816 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1817 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1818 | self.ser, |
| 1819 | validator_fcns, |
| 1820 | error_name, |
| 1821 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1822 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1823 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1824 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1825 | output_dtype=result_tensor.dtype, |
| 1826 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1827 | input_list=input_list, |
| 1828 | output_list=output_list, |
| 1829 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1830 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1831 | ): |
| 1832 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1833 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1834 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1835 | |
| 1836 | compliance = self.tensorComplianceMetaData( |
| 1837 | op, a.dtype, args_dict, result_tensor, error_name |
| 1838 | ) |
| 1839 | |
| 1840 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1841 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1842 | def build_gather( |
| 1843 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1844 | ): |
| 1845 | assert len(inputs) == 2 |
| 1846 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1847 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1848 | result_tensor = OutputShaper.gatherOp( |
| 1849 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1850 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1851 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1852 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1853 | input_list = [values.name, indices.name] |
| 1854 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1855 | pCount, cCount = op["operands"] |
| 1856 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1857 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1858 | self, error_name, input_list, output_list |
| 1859 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1860 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1861 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1862 | self.ser, |
| 1863 | validator_fcns, |
| 1864 | error_name, |
| 1865 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1866 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1867 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1868 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1869 | output_dtype=result_tensor.dtype, |
| 1870 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1871 | input_list=input_list, |
| 1872 | output_list=output_list, |
| 1873 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1874 | ): |
| 1875 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1876 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1877 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1878 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1879 | compliance = self.tensorComplianceMetaData( |
| 1880 | op, values.dtype, args_dict, result_tensor, error_name |
| 1881 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1882 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1883 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1884 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1885 | def build_scatter( |
| 1886 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1887 | ): |
| 1888 | assert len(inputs) == 3 |
| 1889 | values_in, indices, input = inputs |
| 1890 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1891 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1892 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1893 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1894 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1895 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1896 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1897 | pCount, cCount = op["operands"] |
| 1898 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1899 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1900 | self, error_name, input_list, output_list |
| 1901 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1902 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1903 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1904 | self.ser, |
| 1905 | validator_fcns, |
| 1906 | error_name, |
| 1907 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1908 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1909 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1910 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1911 | output_dtype=result_tensor.dtype, |
| 1912 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1913 | input_list=input_list, |
| 1914 | output_list=output_list, |
| 1915 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1916 | ): |
| 1917 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1918 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1919 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1920 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1921 | compliance = self.tensorComplianceMetaData( |
| 1922 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1923 | ) |
| 1924 | |
| 1925 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1926 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1927 | def build_resize( |
| 1928 | self, |
| 1929 | op, |
| 1930 | input, |
| 1931 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1932 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1933 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1934 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1935 | input_dtype, |
| 1936 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1937 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1938 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1939 | ): |
| 1940 | result_tens = OutputShaper.resizeOp( |
| 1941 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1942 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1943 | input, |
| 1944 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1945 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1946 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1947 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1948 | input_dtype, |
| 1949 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1950 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1951 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1952 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1953 | # Invalidate Input/Output list for error if checks. |
| 1954 | input_list = [input.name] |
| 1955 | output_list = [result_tens.name] |
| 1956 | pCount, cCount = op["operands"] |
| 1957 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1958 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1959 | self, error_name, input_list, output_list |
| 1960 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1961 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1962 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1963 | self.ser, |
| 1964 | validator_fcns, |
| 1965 | error_name, |
| 1966 | op=op, |
| 1967 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1968 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1969 | input_dtype=input_dtype, |
| 1970 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1971 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1972 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1973 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1974 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1975 | input_list=input_list, |
| 1976 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1977 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1978 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1979 | ): |
| 1980 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1981 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1982 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1983 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1984 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1985 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1986 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1987 | return result_tens |
| 1988 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1989 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1990 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1991 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1992 | self.ser.addOperator( |
| 1993 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1994 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1995 | return result_tens |
| 1996 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1997 | def build_const( |
| 1998 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1999 | ): |
| 2000 | assert len(inputs) == 1 |
| 2001 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2002 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2003 | |
| 2004 | compliance = self.tensorComplianceMetaData( |
| 2005 | op, val.dtype, args_dict, val, error_name |
| 2006 | ) |
| 2007 | |
| 2008 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2009 | |
| 2010 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2011 | def build_cast( |
| 2012 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2013 | ): |
| 2014 | assert len(inputs) == 1 |
| 2015 | val = inputs[0] |
| 2016 | out_dtype = args_dict["out_type"] |
| 2017 | |
| 2018 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2019 | self.ser, self.rng, val, out_dtype, error_name |
| 2020 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2021 | |
| 2022 | # Invalidate Input/Output list for error if checks. |
| 2023 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2024 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2025 | pCount, cCount = op["operands"] |
| 2026 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2027 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2028 | self, error_name, input_list, output_list |
| 2029 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2030 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2031 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2032 | self.ser, |
| 2033 | validator_fcns, |
| 2034 | error_name, |
| 2035 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2036 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2037 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2038 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2039 | output_dtype=result_tensor.dtype, |
| 2040 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2041 | input_list=input_list, |
| 2042 | output_list=output_list, |
| 2043 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2044 | ): |
| 2045 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2046 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2047 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2048 | |
| 2049 | compliance = self.tensorComplianceMetaData( |
| 2050 | op, val.dtype, args_dict, result_tensor, error_name |
| 2051 | ) |
| 2052 | |
| 2053 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2054 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2055 | def build_rescale( |
| 2056 | self, |
| 2057 | op, |
| 2058 | val, |
| 2059 | out_dtype, |
| 2060 | scale32, |
| 2061 | double_round, |
| 2062 | per_channel, |
| 2063 | validator_fcns, |
| 2064 | error_name, |
| 2065 | ): |
| 2066 | result_tens = OutputShaper.typeConversionOp( |
| 2067 | self.ser, self.rng, val, out_dtype, error_name |
| 2068 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2069 | |
| 2070 | if per_channel: |
| 2071 | nc = val.shape[-1] |
| 2072 | else: |
| 2073 | nc = 1 |
| 2074 | |
| 2075 | in_type_width = self.typeWidth(val.dtype) |
| 2076 | out_type_width = self.typeWidth(out_dtype) |
| 2077 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2078 | input_unsigned = False |
| 2079 | output_unsigned = False |
| 2080 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2081 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2082 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2083 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2084 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2085 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2086 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2087 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2088 | elif error_name in [ |
| 2089 | ErrorIf.InputZeroPointNotZero, |
| 2090 | ErrorIf.U16InputZeroPointNotValid, |
| 2091 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2092 | input_zp = self.randInt(-128, 128) |
| 2093 | if input_zp == 0: |
| 2094 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2095 | in_type_width += 1 |
| 2096 | elif val.dtype == DType.UINT16: |
| 2097 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 2098 | input_zp = self.rng.choice([0, 32768]) |
| 2099 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2100 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2101 | else: |
| 2102 | input_zp = 0 |
| 2103 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2104 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2105 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2106 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2107 | elif out_dtype == DType.UINT8: |
| 2108 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2109 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2110 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2111 | elif error_name in [ |
| 2112 | ErrorIf.OutputZeroPointNotZero, |
| 2113 | ErrorIf.U16OutputZeroPointNotValid, |
| 2114 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2115 | output_zp = self.randInt(-128, 128) |
| 2116 | if output_zp == 0: |
| 2117 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2118 | out_type_width += 1 |
| 2119 | elif out_dtype == DType.UINT16: |
| 2120 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2121 | output_zp = self.rng.choice([0, 32768]) |
| 2122 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2123 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2124 | else: |
| 2125 | output_zp = 0 |
| 2126 | |
| 2127 | # Calculate scale based on: |
| 2128 | # scale = a *(2^output_width)/(2^input_width)) |
| 2129 | |
| 2130 | a = np.float32(self.rng.random(size=[nc])) |
| 2131 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2132 | |
| 2133 | if scale32: |
| 2134 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2135 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2136 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2137 | else: |
| 2138 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2139 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2140 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2141 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2142 | |
| 2143 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2144 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2145 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2146 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2147 | |
| 2148 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2149 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2150 | scale_arr[i], scale32 |
| 2151 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2152 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2153 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2154 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2155 | # 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] | 2156 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2157 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2158 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2159 | assert val.placeholderFilename |
| 2160 | values = np.load( |
| 2161 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2162 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2163 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2164 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2165 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
Jerry Ge | c529169 | 2024-01-02 22:29:08 +0000 | [diff] [blame] | 2166 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2167 | # Check we can safely convert to the expected dtype |
| 2168 | assert ( |
| 2169 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2170 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2171 | ) |
| 2172 | |
| 2173 | # Force casting to output datatype |
| 2174 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2175 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2176 | if not np.all(np.array_equal(values, val_adj)): |
| 2177 | # Values changed so overwrite file with new values |
| 2178 | np.save( |
| 2179 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2180 | val_adj, |
| 2181 | False, |
| 2182 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2183 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2184 | # Invalidate Input/Output list for error if checks. |
| 2185 | input_list = [val.name] |
| 2186 | output_list = [result_tens.name] |
| 2187 | pCount, cCount = op["operands"] |
| 2188 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2189 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2190 | self, error_name, input_list, output_list |
| 2191 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2192 | |
| 2193 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2194 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2195 | self.ser, |
| 2196 | validator_fcns, |
| 2197 | error_name, |
| 2198 | op=op, |
| 2199 | input_dtype=val.dtype, |
| 2200 | output_dtype=out_dtype, |
| 2201 | input_shape=val.shape, |
| 2202 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2203 | scale32=scale32, |
| 2204 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2205 | input_list=input_list, |
| 2206 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2207 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2208 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2209 | ): |
| 2210 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2211 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2212 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2213 | attr.RescaleAttribute( |
| 2214 | input_zp, |
| 2215 | output_zp, |
| 2216 | multiplier_arr, |
| 2217 | shift_arr, |
| 2218 | scale32, |
| 2219 | double_round, |
| 2220 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2221 | input_unsigned, |
| 2222 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2223 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2224 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2225 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2226 | return result_tens |
| 2227 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2228 | def _get_condition_tensor(self, op, cond, error_name): |
| 2229 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2230 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2231 | else: |
| 2232 | cond_type = DType.BOOL |
| 2233 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2234 | choice = self.rng.choice([1, 2]) |
| 2235 | if choice == 1: |
| 2236 | cond_shape = [2] |
| 2237 | else: |
| 2238 | cond_shape = [1, 2] |
| 2239 | else: |
| 2240 | # Must be of size 1 (rank 0) |
| 2241 | cond_shape = [] |
| 2242 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2243 | return cond_tens |
| 2244 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2245 | def build_cond_if_const( |
| 2246 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2247 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2248 | # 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] | 2249 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2250 | # and fill them with const nodes for the body. |
| 2251 | |
| 2252 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2253 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2254 | |
| 2255 | # Make then/else tensors |
| 2256 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2257 | |
| 2258 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2259 | if error_name in [ |
| 2260 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2261 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2262 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2263 | incorrect_shape = deepcopy(then_tens.shape) |
| 2264 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2265 | incorrect_shape[i] += ( |
| 2266 | self.rng.choice([-3, -2, 2, 3]) |
| 2267 | if incorrect_shape[i] > 3 |
| 2268 | else self.rng.choice([1, 2, 4]) |
| 2269 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2270 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2271 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2272 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2273 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2274 | |
| 2275 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2276 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2277 | |
| 2278 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2279 | then_block = "THEN_BLOCK" |
| 2280 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2281 | attr = ts.TosaSerializerAttribute() |
| 2282 | attr.CondIfAttribute(then_block, else_block) |
| 2283 | |
| 2284 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2285 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2286 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2287 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2288 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2289 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2290 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2291 | else: |
| 2292 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2293 | self.ser.addOutputTensor(then_tens) |
| 2294 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2295 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2296 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2297 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2298 | else: |
| 2299 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2300 | self.ser.addOutputTensor(else_tens) |
| 2301 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2302 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2303 | self.ser, |
| 2304 | validator_fcns, |
| 2305 | error_name, |
| 2306 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2307 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2308 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2309 | ): |
| 2310 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2311 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2312 | return result_tens |
| 2313 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2314 | def build_cond_if_binary( |
| 2315 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2316 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2317 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2318 | # alternately add or subtract them based on the condition |
| 2319 | |
| 2320 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2321 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2322 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2323 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2324 | |
| 2325 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2326 | then_block = "THEN_BLOCK" |
| 2327 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2328 | attr = ts.TosaSerializerAttribute() |
| 2329 | attr.CondIfAttribute(then_block, else_block) |
| 2330 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2331 | if error_name in [ |
| 2332 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2333 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2334 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2335 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2336 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2337 | incorrect_shape = a.shape.copy() |
| 2338 | for i in range(len(incorrect_shape)): |
| 2339 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2340 | incorrect_block_input = deepcopy(a) |
| 2341 | incorrect_block_input.shape = incorrect_shape |
| 2342 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2343 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2344 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2345 | 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] | 2346 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2347 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2348 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2349 | then_op, else_op = Op.ADD, Op.SUB |
| 2350 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2351 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2352 | else: |
| 2353 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2354 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2355 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2356 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2357 | if ( |
| 2358 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2359 | and block == then_block |
| 2360 | ) or ( |
| 2361 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2362 | and block == else_block |
| 2363 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2364 | self.ser.addInputTensor(incorrect_block_input) |
| 2365 | self.ser.addInputTensor(b) |
| 2366 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2367 | elif ( |
| 2368 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2369 | and block == then_block |
| 2370 | ) or ( |
| 2371 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2372 | and block == else_block |
| 2373 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2374 | self.ser.addInputTensor(a) |
| 2375 | self.ser.addInputTensor(b) |
| 2376 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2377 | else: |
| 2378 | self.ser.addInputTensor(a) |
| 2379 | self.ser.addInputTensor(b) |
| 2380 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2381 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2382 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2383 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2384 | self.ser, |
| 2385 | validator_fcns, |
| 2386 | error_name, |
| 2387 | op=op, |
| 2388 | a=a, |
| 2389 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2390 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2391 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2392 | ): |
| 2393 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2394 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2395 | return result_tens |
| 2396 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2397 | 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] | 2398 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2399 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2400 | cond_block = "COND_BLOCK" |
| 2401 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2402 | |
| 2403 | attr = ts.TosaSerializerAttribute() |
| 2404 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2405 | |
| 2406 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2407 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2408 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2409 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2410 | |
| 2411 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2412 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2413 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2414 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2415 | incorrect_acc = deepcopy(acc) |
| 2416 | for i in range(len(incorrect_acc.shape)): |
| 2417 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2418 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2419 | else: |
| 2420 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2421 | |
| 2422 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2423 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2424 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2425 | [iter.name, a.name, acc.name], |
| 2426 | [iter_out.name, a_out.name, acc_out.name], |
| 2427 | attr, |
| 2428 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2429 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2430 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2431 | if error_name in [ |
| 2432 | ErrorIf.InputListCondGraphMismatch, |
| 2433 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2434 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2435 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2436 | incorrect_iter = deepcopy(iter) |
| 2437 | for i in range(len(incorrect_iter.shape)): |
| 2438 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2439 | if len(incorrect_iter.shape) == 0: |
| 2440 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2441 | |
| 2442 | incorrect_acc = deepcopy(acc) |
| 2443 | for i in range(len(incorrect_acc.shape)): |
| 2444 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2445 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2446 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2447 | self.ser.addBasicBlock(cond_block) |
| 2448 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2449 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2450 | self.ser.addInputTensor(incorrect_iter) |
| 2451 | self.ser.addInputTensor(a) |
| 2452 | self.ser.addInputTensor(incorrect_acc) |
| 2453 | else: |
| 2454 | self.ser.addInputTensor(iter) |
| 2455 | self.ser.addInputTensor(a) |
| 2456 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2457 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2458 | |
| 2459 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2460 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2461 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2462 | cond_type = DType.BOOL |
| 2463 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2464 | choice = self.rng.choice([1, 2]) |
| 2465 | if choice == 1: |
| 2466 | cond_shape = [3] |
| 2467 | else: |
| 2468 | cond_shape = [1, 2] |
| 2469 | else: |
| 2470 | cond_shape = [] |
| 2471 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2472 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2473 | 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] | 2474 | |
| 2475 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2476 | # 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] | 2477 | self.ser.addBasicBlock(body_block) |
| 2478 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2479 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2480 | self.ser.addInputTensor(incorrect_iter) |
| 2481 | self.ser.addInputTensor(a) |
| 2482 | self.ser.addInputTensor(incorrect_acc) |
| 2483 | else: |
| 2484 | self.ser.addInputTensor(iter) |
| 2485 | self.ser.addInputTensor(a) |
| 2486 | self.ser.addInputTensor(acc) |
| 2487 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2488 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2489 | |
| 2490 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2491 | iter_body_out = self.ser.addIntermediate( |
| 2492 | incorrect_iter.shape, incorrect_iter.dtype |
| 2493 | ) |
| 2494 | acc_body_out = self.ser.addIntermediate( |
| 2495 | incorrect_acc.shape, incorrect_acc.dtype |
| 2496 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2497 | else: |
| 2498 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2499 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2500 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2501 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2502 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2503 | self.ser.addOutputTensor(iter_body_out) |
| 2504 | self.ser.addOutputTensor(a) |
| 2505 | self.ser.addOutputTensor(acc_body_out) |
| 2506 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2507 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2508 | self.ser, |
| 2509 | validator_fcns, |
| 2510 | error_name, |
| 2511 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2512 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2513 | ): |
| 2514 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2515 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2516 | return acc_out |
| 2517 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2518 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2519 | self, |
| 2520 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2521 | inputs, |
| 2522 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2523 | validator_fcns=None, |
| 2524 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2525 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2526 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2527 | assert len(inputs) == 2 |
| 2528 | val1, val2 = inputs |
| 2529 | inverse = args_dict["inverse"] |
| 2530 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2531 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2532 | |
| 2533 | input_names = [val1.name, val2.name] |
| 2534 | pCount, cCount = op["operands"] |
| 2535 | num_operands = pCount + cCount |
| 2536 | |
| 2537 | output_names = [res.name for res in results] |
| 2538 | output_shapes = [res.shape for res in results] |
| 2539 | output_dtypes = [res.dtype for res in results] |
| 2540 | |
| 2541 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2542 | self, error_name, input_names, output_names |
| 2543 | ) |
| 2544 | |
| 2545 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2546 | self.ser, |
| 2547 | validator_fcns, |
| 2548 | error_name, |
| 2549 | op=op, |
| 2550 | inverse=inverse, |
| 2551 | input1=val1, |
| 2552 | input2=val2, |
| 2553 | input_shape=val1.shape, |
| 2554 | input_dtype=val1.dtype, |
| 2555 | output_shape=output_shapes, |
| 2556 | output_dtype=output_dtypes, |
| 2557 | result_tensors=results, |
| 2558 | input_list=input_names, |
| 2559 | output_list=output_names, |
| 2560 | num_operands=num_operands, |
| 2561 | ): |
| 2562 | return None |
| 2563 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2564 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2565 | local_bound = False |
| 2566 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2567 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2568 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2569 | |
| 2570 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2571 | |
| 2572 | compliance = [] |
| 2573 | for res in results: |
| 2574 | compliance.append( |
| 2575 | self.tensorComplianceMetaData( |
| 2576 | op, val1.dtype, args_dict, res, error_name |
| 2577 | ) |
| 2578 | ) |
| 2579 | |
| 2580 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2581 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2582 | def build_rfft2d( |
| 2583 | self, |
| 2584 | op, |
| 2585 | val, |
| 2586 | validator_fcns=None, |
| 2587 | error_name=None, |
| 2588 | ): |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2589 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2590 | |
| 2591 | input_names = [val.name] |
| 2592 | pCount, cCount = op["operands"] |
| 2593 | num_operands = pCount + cCount |
| 2594 | |
| 2595 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2596 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2597 | output_dtypes = [res.dtype for res in results] |
| 2598 | |
| 2599 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2600 | self, error_name, input_names, output_names |
| 2601 | ) |
| 2602 | |
| 2603 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2604 | self.ser, |
| 2605 | validator_fcns, |
| 2606 | error_name, |
| 2607 | op=op, |
| 2608 | input_shape=val.shape, |
| 2609 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2610 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2611 | output_dtype=output_dtypes, |
| 2612 | result_tensors=results, |
| 2613 | input_list=input_names, |
| 2614 | output_list=output_names, |
| 2615 | num_operands=num_operands, |
| 2616 | ): |
| 2617 | return None |
| 2618 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2619 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2620 | local_bound = False |
| 2621 | |
| 2622 | attr = ts.TosaSerializerAttribute() |
| 2623 | attr.RFFTAttribute(local_bound) |
| 2624 | |
| 2625 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2626 | return results |
| 2627 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2628 | def build_shape_op( |
| 2629 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2630 | ): |
| 2631 | assert len(inputs) == 2 |
| 2632 | a, b = inputs |
| 2633 | |
| 2634 | result_tensor = OutputShaper.addShapeOp(self.ser, self.rng, a, b, error_name) |
| 2635 | |
| 2636 | # Invalidate Input/Output list for error if checks. |
| 2637 | input_list = [a.name, b.name] |
| 2638 | output_list = [result_tensor.name] |
| 2639 | pCount, cCount = op["operands"] |
| 2640 | num_operands = pCount + cCount |
| 2641 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2642 | self, error_name, input_list, output_list |
| 2643 | ) |
| 2644 | |
| 2645 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2646 | self.ser, |
| 2647 | validator_fcns, |
| 2648 | error_name, |
| 2649 | op=op, |
| 2650 | input1=a, |
| 2651 | input2=b, |
| 2652 | input_shape=a.shape, |
| 2653 | input_dtype=a.dtype, |
| 2654 | output_shape=result_tensor.shape, |
| 2655 | output_dtype=result_tensor.dtype, |
| 2656 | result_tensors=[result_tensor], |
| 2657 | input_list=input_list, |
| 2658 | output_list=output_list, |
| 2659 | num_operands=num_operands, |
| 2660 | ): |
| 2661 | return None |
| 2662 | |
| 2663 | self.ser.addOperator( |
| 2664 | op["op"], |
| 2665 | input_list, |
| 2666 | output_list, |
| 2667 | ) |
| 2668 | compliance = self.tensorComplianceMetaData( |
| 2669 | op, a.dtype, args_dict, result_tensor, error_name |
| 2670 | ) |
| 2671 | |
| 2672 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2673 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2674 | def create_filter_lists( |
| 2675 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2676 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2677 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2678 | default_test_rank_range = range(1, 5) |
| 2679 | if not shapeFilter: |
| 2680 | shapeFilter = [None] |
| 2681 | |
| 2682 | # Calculate the filters based on what is requested and what the operator allows |
| 2683 | rmin, rmax = op["rank"] |
| 2684 | if rankFilter is not None: |
| 2685 | cleanRankFilter = [] |
| 2686 | # Ensure rankFilter values are allowed by operator |
| 2687 | for rank in rankFilter: |
| 2688 | if rank >= rmin and rank <= rmax: |
| 2689 | cleanRankFilter.append(rank) |
| 2690 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2691 | # Ensure default behaviour is bounded by default range or by operator, |
| 2692 | # whichever is the smaller range of ranks. |
| 2693 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2694 | cleanRankFilter = ( |
| 2695 | opRankRange |
| 2696 | if len(opRankRange) <= len(default_test_rank_range) |
| 2697 | else default_test_rank_range |
| 2698 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2699 | else: |
| 2700 | cleanRankFilter = range(rmin, rmax + 1) |
| 2701 | |
| 2702 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2703 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2704 | if dtypeFilter is not None: |
| 2705 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2706 | # Create list of operator dtypes filtered by requested dtypes |
| 2707 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2708 | if dtype in dtypeFilter or ( |
| 2709 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2710 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2711 | cleanDtypeFilter.append(dtype) |
| 2712 | else: |
| 2713 | cleanDtypeFilter = dtypes |
| 2714 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2715 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2716 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2717 | "shapeFilter": shapeFilter, |
| 2718 | "rankFilter": cleanRankFilter, |
| 2719 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2720 | } |
| 2721 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2722 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2723 | if validator is not None: |
| 2724 | validator_info = validator(check=False, op=op) |
| 2725 | else: |
| 2726 | return None |
| 2727 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2728 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2729 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2730 | # Set parameters as required |
| 2731 | if error_arguments["rank"] is not None: |
| 2732 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2733 | else: |
| 2734 | rankFilter = cleanRankFilter |
| 2735 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2736 | if error_arguments["dtype"] is not None: |
| 2737 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2738 | else: |
| 2739 | dtypeFilter = cleanDtypeFilter |
| 2740 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2741 | if error_arguments["shape"] is not None: |
| 2742 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2743 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2744 | shapeFilter = shapeFilter[ |
| 2745 | :2 |
| 2746 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2747 | |
| 2748 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2749 | "shapeFilter": shapeFilter, |
| 2750 | "rankFilter": rankFilter, |
| 2751 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2752 | } |
| 2753 | return filterDict |
| 2754 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2755 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2756 | self, |
| 2757 | opName, |
| 2758 | shapeFilter=[None], |
| 2759 | rankFilter=None, |
| 2760 | dtypeFilter=None, |
| 2761 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2762 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2763 | |
| 2764 | try: |
| 2765 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2766 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2767 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2768 | |
| 2769 | # Initialize a new random number generator |
| 2770 | self.rng = np.random.default_rng(self.random_seed) |
| 2771 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2772 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2773 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2774 | # Test list consists of a tuple of: |
| 2775 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2776 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2777 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2778 | error_if_validators = op["error_if_validators"] |
| 2779 | else: |
| 2780 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2781 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2782 | for validator in error_if_validators: |
| 2783 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2784 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2785 | else: |
| 2786 | error_name = None |
| 2787 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2788 | filterDict = self.create_filter_lists( |
| 2789 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2790 | ) |
| 2791 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2792 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2793 | cleanRankFilter = filterDict["rankFilter"] |
| 2794 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2795 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2796 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2797 | |
| 2798 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2799 | for t in cleanDtypeFilter: |
| 2800 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2801 | # Filter out by rank |
| 2802 | if shape is not None and len(shape) != r: |
| 2803 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2804 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2805 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2806 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2807 | shapeStr = self.shapeStr(shapeList[0]) |
| 2808 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2809 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2810 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2811 | argList = [] |
| 2812 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2813 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2814 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2815 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2816 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2817 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2818 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2819 | if argStr: |
| 2820 | testStr = "{}_{}_{}_{}".format( |
| 2821 | opName, shapeStr, typeStr, argStr |
| 2822 | ) |
| 2823 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2824 | testStr = "{}_{}_{}".format( |
| 2825 | opName, shapeStr, typeStr |
| 2826 | ) |
| 2827 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2828 | if argStr: |
| 2829 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2830 | opName, error_name, shapeStr, typeStr, argStr |
| 2831 | ) |
| 2832 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2833 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2834 | opName, error_name, shapeStr, typeStr |
| 2835 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2836 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2837 | testList.append( |
| 2838 | (opName, testStr, t, error_name, shapeList, args) |
| 2839 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2840 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2841 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2842 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2843 | if "invalid_test_validators" in op: |
| 2844 | invalid_test_validators = op["invalid_test_validators"] |
| 2845 | clean_testList = [] |
| 2846 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2847 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2848 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2849 | if validator_fcn( |
| 2850 | opName=test[0], |
| 2851 | input_dtype=test[2], |
| 2852 | shapeList=test[4], |
| 2853 | args=test[5], |
| 2854 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2855 | remove_test = True |
| 2856 | if not remove_test: |
| 2857 | clean_testList.append(test) |
| 2858 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2859 | |
| 2860 | return testList |
| 2861 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2862 | def serializeTest( |
| 2863 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2864 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2865 | try: |
| 2866 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2867 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2868 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2869 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2870 | if self.args.verbose: |
| 2871 | print(f"Creating {testStr}") |
| 2872 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2873 | # Create a serializer |
| 2874 | self.createSerializer(opName, testStr) |
| 2875 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2876 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2877 | if "error_if_validators" in op: |
| 2878 | error_if_validators = op["error_if_validators"] |
| 2879 | else: |
| 2880 | error_if_validators = None |
| 2881 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2882 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2883 | num_operands = pCount + cCount |
| 2884 | |
| 2885 | if isinstance(dtype_or_dtypeList, list): |
| 2886 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2887 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2888 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2889 | else: |
| 2890 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2891 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2892 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2893 | assert ( |
| 2894 | len(shapeList) == num_operands |
| 2895 | ), "shapeList length {} must match number of operands {}".format( |
| 2896 | len(shapeList), num_operands |
| 2897 | ) |
| 2898 | assert ( |
| 2899 | len(dtypeList) == num_operands |
| 2900 | ), "dtypeList length {} must match number of operands {}".format( |
| 2901 | len(dtypeList), num_operands |
| 2902 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2903 | |
| 2904 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2905 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2906 | except KeyError: |
| 2907 | qgen = None |
| 2908 | |
| 2909 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2910 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2911 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2912 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2913 | else: |
| 2914 | qinfo = None |
| 2915 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2916 | # Extra meta data for the desc.json |
| 2917 | tensMeta = {} |
| 2918 | |
| 2919 | # Check we are using the new testArgs interface with an argsDict dictionary |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2920 | if isinstance(testArgs, dict): |
| 2921 | # New interface with args info in dictionary |
| 2922 | argsDict = testArgs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2923 | assert "dg_type" in argsDict |
| 2924 | tvgInfo = tvgen_fcn( |
| 2925 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2926 | ) |
| 2927 | if tvgInfo.dataGenDict: |
| 2928 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2929 | tens = tvgInfo.tensorList |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2930 | |
| 2931 | result = build_fcn( |
| 2932 | self, |
| 2933 | op, |
| 2934 | tens, |
| 2935 | argsDict, |
| 2936 | validator_fcns=error_if_validators, |
| 2937 | error_name=error_name, |
| 2938 | qinfo=qinfo, |
| 2939 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2940 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2941 | # Old interface with args info in a list |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2942 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2943 | |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2944 | try: |
| 2945 | if error_if_validators is None: |
| 2946 | if qinfo is not None: |
| 2947 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2948 | else: |
| 2949 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2950 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2951 | if qinfo is not None: |
| 2952 | result = build_fcn( |
| 2953 | self, |
| 2954 | op, |
| 2955 | *tens, |
| 2956 | *testArgs, |
| 2957 | validator_fcns=error_if_validators, |
| 2958 | error_name=error_name, |
| 2959 | qinfo=qinfo, |
| 2960 | ) |
| 2961 | else: |
| 2962 | result = build_fcn( |
| 2963 | self, |
| 2964 | op, |
| 2965 | *tens, |
| 2966 | *testArgs, |
| 2967 | validator_fcns=error_if_validators, |
| 2968 | error_name=error_name, |
| 2969 | ) |
| 2970 | except TypeError as e: |
| 2971 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
| 2972 | raise e |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2973 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2974 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2975 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2976 | if isinstance(result, TosaTestGen.BuildInfo): |
| 2977 | # Add the compliance meta data (if any) |
| 2978 | compliance = result.getComplianceInfo() |
| 2979 | if compliance: |
| 2980 | tensMeta["compliance"] = compliance |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2981 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2982 | else: |
| 2983 | # The test is not valid |
| 2984 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2985 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2986 | def createDynamicOpLists(self): |
| 2987 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2988 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2989 | # Already created these lists (can occur when class is initialized more than once) |
| 2990 | return |
| 2991 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2992 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2993 | if not self.args.level8k: |
| 2994 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2995 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2996 | else: |
| 2997 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2998 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2999 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3000 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3001 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3002 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 3003 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 3004 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3005 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3006 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3007 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 3008 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3009 | "depthwise_conv2d_TEMPLATE" |
| 3010 | ].copy() |
| 3011 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3012 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3013 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3014 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 3015 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3016 | "transpose_conv2d_TEMPLATE" |
| 3017 | ].copy() |
| 3018 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3019 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3020 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3021 | for k in KERNELS_3D: |
| 3022 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 3023 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 3024 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3025 | self.TOSA_OP_LIST[testName]["template"] = False |
| 3026 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3027 | # Delete any templates after having created any dynamic ops |
| 3028 | # This is a two-pass operation because it's bad practice to delete |
| 3029 | # keys from dictionaries while iterating |
| 3030 | keyList = [] |
| 3031 | for k in self.TOSA_OP_LIST: |
| 3032 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3033 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3034 | keyList.append(k) |
| 3035 | continue |
| 3036 | except KeyError: |
| 3037 | pass |
| 3038 | |
| 3039 | for k in keyList: |
| 3040 | del self.TOSA_OP_LIST[k] |
| 3041 | |
| 3042 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3043 | """Fill in default fields for ops if they aren't already specified. |
| 3044 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3045 | for op in self.TOSA_OP_LIST: |
| 3046 | |
| 3047 | # Required fields |
| 3048 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3049 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3050 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3051 | raise Exception( |
| 3052 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3053 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3054 | |
| 3055 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3056 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3057 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3058 | raise Exception( |
| 3059 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3060 | op |
| 3061 | ) |
| 3062 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3063 | |
| 3064 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3065 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3066 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3067 | raise Exception( |
| 3068 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3069 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3070 | |
| 3071 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3072 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3073 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3074 | raise Exception( |
| 3075 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3076 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3077 | |
| 3078 | # Put in default rank range, if missing |
| 3079 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3080 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3081 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3082 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3083 | |
| 3084 | # Tensor operator list |
| 3085 | # 'op': op name |
| 3086 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3087 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3088 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3089 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3090 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3091 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3092 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3093 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3094 | TYPE_INT_FP = [ |
| 3095 | DType.INT8, |
| 3096 | DType.INT16, |
| 3097 | DType.INT32, |
| 3098 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3099 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3100 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3101 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3102 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3103 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3104 | TYPE_FI32 = [ |
| 3105 | DType.FP32, |
| 3106 | DType.FP16, |
| 3107 | DType.BF16, |
| 3108 | DType.INT32, |
| 3109 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3110 | TYPE_FIB = [ |
| 3111 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3112 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3113 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3114 | DType.INT8, |
| 3115 | DType.INT16, |
| 3116 | DType.INT32, |
| 3117 | DType.BOOL, |
| 3118 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3119 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3120 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3121 | 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] | 3122 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3123 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3124 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3125 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3126 | [DType.INT8, DType.INT8, DType.INT32], |
| 3127 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3128 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3129 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3130 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3131 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3132 | ] |
| 3133 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3134 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3135 | |
| 3136 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3137 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3138 | "argmax": { |
| 3139 | "op": Op.ARGMAX, |
| 3140 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3141 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3142 | "build_fcn": ( |
| 3143 | build_argmax, |
| 3144 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3145 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3146 | TosaArgGen.agAxis, |
| 3147 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3148 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3149 | "error_if_validators": ( |
| 3150 | TosaErrorValidator.evAxisSmallerZero, |
| 3151 | TosaErrorValidator.evAxisLargerRank, |
| 3152 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3153 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3154 | TosaErrorValidator.evWrongRank, |
| 3155 | TosaErrorValidator.evWrongInputType, |
| 3156 | TosaErrorValidator.evWrongOutputType, |
| 3157 | TosaErrorValidator.evWrongInputList, |
| 3158 | TosaErrorValidator.evWrongOutputList, |
| 3159 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3160 | "data_gen": { |
| 3161 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3162 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3163 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3164 | "avg_pool2d": { |
| 3165 | "op": Op.AVG_POOL2D, |
| 3166 | "operands": (1, 0), |
| 3167 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3168 | "build_fcn": ( |
| 3169 | build_pool2d, |
| 3170 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3171 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3172 | TosaArgGen.agPooling, |
| 3173 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3174 | "qgen": TosaQuantGen.qgUnary, |
| 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.evInputZeroPointNotZero, |
| 3187 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3188 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3189 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3190 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3191 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3192 | "data_gen": { |
| 3193 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3194 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3195 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3196 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3197 | "conv2d_TEMPLATE": { |
| 3198 | "op": Op.CONV2D, |
| 3199 | "operands": (1, 2), |
| 3200 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3201 | "build_fcn": ( |
| 3202 | build_conv2d, |
| 3203 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3204 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3205 | TosaArgGen.agConv, |
| 3206 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3207 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3208 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3209 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3210 | "error_if_validators": ( |
| 3211 | TosaErrorValidator.evWrongInputType, |
| 3212 | TosaErrorValidator.evWrongOutputType, |
| 3213 | TosaErrorValidator.evWrongInputList, |
| 3214 | TosaErrorValidator.evWrongOutputList, |
| 3215 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3216 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3217 | TosaErrorValidator.evPadSmallerZero, |
| 3218 | TosaErrorValidator.evStrideSmallerOne, |
| 3219 | TosaErrorValidator.evDilationSmallerOne, |
| 3220 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3221 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3222 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3223 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3224 | "data_gen": { |
| 3225 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3226 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3227 | "template": True, |
| 3228 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3229 | # Templated operator. Filled in by createDynamicOpLists |
| 3230 | "conv3d_TEMPLATE": { |
| 3231 | "op": Op.CONV3D, |
| 3232 | "operands": (1, 2), |
| 3233 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3234 | "build_fcn": ( |
| 3235 | build_conv3d, |
| 3236 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3237 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3238 | TosaArgGen.agConv, |
| 3239 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3240 | "qgen": TosaQuantGen.qgConv, |
| 3241 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3242 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3243 | "error_if_validators": ( |
| 3244 | TosaErrorValidator.evWrongInputType, |
| 3245 | TosaErrorValidator.evWrongOutputType, |
| 3246 | TosaErrorValidator.evWrongInputList, |
| 3247 | TosaErrorValidator.evWrongOutputList, |
| 3248 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3249 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3250 | TosaErrorValidator.evPadSmallerZero, |
| 3251 | TosaErrorValidator.evStrideSmallerOne, |
| 3252 | TosaErrorValidator.evDilationSmallerOne, |
| 3253 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3254 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3255 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3256 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3257 | "template": True, |
| 3258 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3259 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3260 | "depthwise_conv2d_TEMPLATE": { |
| 3261 | "op": Op.DEPTHWISE_CONV2D, |
| 3262 | "operands": (1, 2), |
| 3263 | "filter": [1, 1], |
| 3264 | "rank": (4, 4), |
| 3265 | "build_fcn": ( |
| 3266 | build_depthwise_conv2d, |
| 3267 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3268 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3269 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3270 | ), |
| 3271 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3272 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3273 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3274 | "error_if_validators": ( |
| 3275 | TosaErrorValidator.evWrongInputType, |
| 3276 | TosaErrorValidator.evWrongOutputType, |
| 3277 | TosaErrorValidator.evWrongInputList, |
| 3278 | TosaErrorValidator.evWrongOutputList, |
| 3279 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3280 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3281 | TosaErrorValidator.evPadSmallerZero, |
| 3282 | TosaErrorValidator.evStrideSmallerOne, |
| 3283 | TosaErrorValidator.evDilationSmallerOne, |
| 3284 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3285 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3286 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3287 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 3288 | "data_gen": { |
| 3289 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3290 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3291 | "template": True, |
| 3292 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3293 | "fully_connected": { |
| 3294 | "op": Op.FULLY_CONNECTED, |
| 3295 | "operands": (1, 2), |
| 3296 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3297 | "build_fcn": ( |
| 3298 | build_fully_connected, |
| 3299 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3300 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3301 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3302 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3303 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3304 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3305 | "error_if_validators": ( |
| 3306 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3307 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3308 | TosaErrorValidator.evWrongRank, |
| 3309 | TosaErrorValidator.evWrongInputType, |
| 3310 | TosaErrorValidator.evWrongOutputType, |
| 3311 | TosaErrorValidator.evWrongInputList, |
| 3312 | TosaErrorValidator.evWrongOutputList, |
| 3313 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3314 | "data_gen": { |
| 3315 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3316 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3317 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3318 | "matmul": { |
| 3319 | "op": Op.MATMUL, |
| 3320 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3321 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3322 | "build_fcn": ( |
| 3323 | build_matmul, |
| 3324 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3325 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3326 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3327 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3328 | "qgen": TosaQuantGen.qgMatmul, |
| 3329 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3330 | "error_if_validators": ( |
| 3331 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3332 | TosaErrorValidator.evWrongRank, |
| 3333 | TosaErrorValidator.evWrongInputType, |
| 3334 | TosaErrorValidator.evWrongOutputType, |
| 3335 | TosaErrorValidator.evWrongInputList, |
| 3336 | TosaErrorValidator.evWrongOutputList, |
| 3337 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3338 | "data_gen": { |
| 3339 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3340 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3341 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3342 | "max_pool2d": { |
| 3343 | "op": Op.MAX_POOL2D, |
| 3344 | "operands": (1, 0), |
| 3345 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3346 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3347 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3348 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3349 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3350 | TosaArgGen.agPooling, |
| 3351 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3352 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3353 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3354 | "error_if_validators": ( |
| 3355 | TosaErrorValidator.evKernelSmallerOne, |
| 3356 | TosaErrorValidator.evStrideSmallerOne, |
| 3357 | TosaErrorValidator.evPadSmallerZero, |
| 3358 | TosaErrorValidator.evWrongRank, |
| 3359 | TosaErrorValidator.evWrongInputType, |
| 3360 | TosaErrorValidator.evWrongOutputType, |
| 3361 | TosaErrorValidator.evWrongInputList, |
| 3362 | TosaErrorValidator.evWrongOutputList, |
| 3363 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3364 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3365 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3366 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3367 | "data_gen": { |
| 3368 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3369 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3370 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3371 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3372 | "transpose_conv2d_TEMPLATE": { |
| 3373 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3374 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3375 | "rank": (4, 4), |
| 3376 | "build_fcn": ( |
| 3377 | build_transpose_conv2d, |
| 3378 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3379 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3380 | TosaArgGen.agTransposeConv2D, |
| 3381 | ), |
| 3382 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3383 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3384 | "invalid_test_validators": ( |
| 3385 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3386 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3387 | ), |
| 3388 | "error_if_validators": ( |
| 3389 | TosaErrorValidator.evWrongInputType, |
| 3390 | TosaErrorValidator.evWrongOutputType, |
| 3391 | TosaErrorValidator.evWrongInputList, |
| 3392 | TosaErrorValidator.evWrongOutputList, |
| 3393 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3394 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3395 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3396 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3397 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3398 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3399 | ), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3400 | "data_gen": { |
| 3401 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3402 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3403 | "template": True, |
| 3404 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3405 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3406 | "clamp": { |
| 3407 | "op": Op.CLAMP, |
| 3408 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3409 | "build_fcn": ( |
| 3410 | build_clamp, |
| 3411 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3412 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3413 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3414 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3415 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3416 | "error_if_validators": ( |
| 3417 | TosaErrorValidator.evMaxSmallerMin, |
| 3418 | TosaErrorValidator.evWrongInputType, |
| 3419 | TosaErrorValidator.evWrongOutputType, |
| 3420 | TosaErrorValidator.evWrongInputList, |
| 3421 | TosaErrorValidator.evWrongOutputList, |
| 3422 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3423 | "data_gen": { |
| 3424 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3425 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3426 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3427 | "sigmoid": { |
| 3428 | "op": Op.SIGMOID, |
| 3429 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3430 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3431 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3432 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3433 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3434 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3435 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3436 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3437 | "error_if_validators": ( |
| 3438 | TosaErrorValidator.evWrongInputType, |
| 3439 | TosaErrorValidator.evWrongOutputType, |
| 3440 | TosaErrorValidator.evWrongInputList, |
| 3441 | TosaErrorValidator.evWrongOutputList, |
| 3442 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3443 | "data_gen": { |
| 3444 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3445 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3446 | }, |
| 3447 | "tanh": { |
| 3448 | "op": Op.TANH, |
| 3449 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3450 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3451 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3452 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3453 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3454 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3455 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3456 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3457 | "error_if_validators": ( |
| 3458 | TosaErrorValidator.evWrongInputType, |
| 3459 | TosaErrorValidator.evWrongOutputType, |
| 3460 | TosaErrorValidator.evWrongInputList, |
| 3461 | TosaErrorValidator.evWrongOutputList, |
| 3462 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3463 | "data_gen": { |
| 3464 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3465 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3466 | "compliance": { |
| 3467 | "abs_error_lower_bound": 0.5, |
| 3468 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3469 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3470 | "erf": { |
| 3471 | "op": Op.ERF, |
| 3472 | "operands": (1, 0), |
| 3473 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3474 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3475 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3476 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3477 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3478 | ), |
| 3479 | "types": TYPE_FP, |
| 3480 | "error_if_validators": ( |
| 3481 | TosaErrorValidator.evWrongInputType, |
| 3482 | TosaErrorValidator.evWrongOutputType, |
| 3483 | TosaErrorValidator.evWrongInputList, |
| 3484 | TosaErrorValidator.evWrongOutputList, |
| 3485 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3486 | "data_gen": { |
| 3487 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3488 | }, |
| 3489 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3490 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3491 | # Elementwise Binary Operators |
| 3492 | "add": { |
| 3493 | "op": Op.ADD, |
| 3494 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3495 | "build_fcn": ( |
| 3496 | build_binary_broadcast, |
| 3497 | TosaTensorGen.tgBroadcastFuzz, |
| 3498 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3499 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3500 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3501 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3502 | "error_if_validators": ( |
| 3503 | TosaErrorValidator.evRankMismatch, |
| 3504 | TosaErrorValidator.evWrongInputType, |
| 3505 | TosaErrorValidator.evWrongOutputType, |
| 3506 | TosaErrorValidator.evWrongInputList, |
| 3507 | TosaErrorValidator.evWrongOutputList, |
| 3508 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3509 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3510 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3511 | "data_gen": { |
| 3512 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3513 | }, |
| 3514 | "compliance": {"ulp": 0.5}, |
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 | "arithmetic_right_shift": { |
| 3517 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3518 | "operands": (2, 0), |
| 3519 | "build_fcn": ( |
| 3520 | build_arithmetic_right_shift, |
| 3521 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3522 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3523 | TosaArgGen.agArithmeticRightShift, |
| 3524 | ), |
| 3525 | "types": TYPE_INT, |
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 | "bitwise_and": { |
| 3537 | "op": Op.BITWISE_AND, |
| 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_INT, |
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 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3555 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3556 | "bitwise_or": { |
| 3557 | "op": Op.BITWISE_OR, |
| 3558 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3559 | "build_fcn": ( |
| 3560 | build_binary_broadcast, |
| 3561 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3562 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3563 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3564 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3565 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3566 | "error_if_validators": ( |
| 3567 | TosaErrorValidator.evRankMismatch, |
| 3568 | TosaErrorValidator.evWrongInputType, |
| 3569 | TosaErrorValidator.evWrongOutputType, |
| 3570 | TosaErrorValidator.evWrongInputList, |
| 3571 | TosaErrorValidator.evWrongOutputList, |
| 3572 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3573 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3574 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3575 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3576 | "bitwise_xor": { |
| 3577 | "op": Op.BITWISE_XOR, |
| 3578 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3579 | "build_fcn": ( |
| 3580 | build_binary_broadcast, |
| 3581 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3582 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3583 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3584 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3585 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3586 | "error_if_validators": ( |
| 3587 | TosaErrorValidator.evRankMismatch, |
| 3588 | TosaErrorValidator.evWrongInputType, |
| 3589 | TosaErrorValidator.evWrongOutputType, |
| 3590 | TosaErrorValidator.evWrongInputList, |
| 3591 | TosaErrorValidator.evWrongOutputList, |
| 3592 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3593 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3594 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3595 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3596 | "intdiv": { |
| 3597 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3598 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3599 | "build_fcn": ( |
| 3600 | build_binary_broadcast, |
| 3601 | TosaTensorGen.tgBroadcastFuzz, |
| 3602 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3603 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3604 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3605 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3606 | "error_if_validators": ( |
| 3607 | TosaErrorValidator.evRankMismatch, |
| 3608 | TosaErrorValidator.evWrongInputType, |
| 3609 | TosaErrorValidator.evWrongOutputType, |
| 3610 | TosaErrorValidator.evWrongInputList, |
| 3611 | TosaErrorValidator.evWrongOutputList, |
| 3612 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3613 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3614 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3615 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3616 | "logical_and": { |
| 3617 | "op": Op.LOGICAL_AND, |
| 3618 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3619 | "build_fcn": ( |
| 3620 | build_binary_broadcast, |
| 3621 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3622 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3623 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3624 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3625 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3626 | "error_if_validators": ( |
| 3627 | TosaErrorValidator.evRankMismatch, |
| 3628 | TosaErrorValidator.evWrongInputType, |
| 3629 | TosaErrorValidator.evWrongOutputType, |
| 3630 | TosaErrorValidator.evWrongInputList, |
| 3631 | TosaErrorValidator.evWrongOutputList, |
| 3632 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3633 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3634 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3635 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3636 | "logical_left_shift": { |
| 3637 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3638 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3639 | "build_fcn": ( |
| 3640 | build_binary_broadcast, |
| 3641 | TosaTensorGen.tgBroadcastFuzz, |
| 3642 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3643 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3644 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3645 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3646 | "error_if_validators": ( |
| 3647 | TosaErrorValidator.evRankMismatch, |
| 3648 | TosaErrorValidator.evWrongInputType, |
| 3649 | TosaErrorValidator.evWrongOutputType, |
| 3650 | TosaErrorValidator.evWrongInputList, |
| 3651 | TosaErrorValidator.evWrongOutputList, |
| 3652 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3653 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3654 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3655 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3656 | "logical_right_shift": { |
| 3657 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3658 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3659 | "build_fcn": ( |
| 3660 | build_binary_broadcast, |
| 3661 | TosaTensorGen.tgBroadcastFuzz, |
| 3662 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3663 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3664 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3665 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3666 | "error_if_validators": ( |
| 3667 | TosaErrorValidator.evRankMismatch, |
| 3668 | TosaErrorValidator.evWrongInputType, |
| 3669 | TosaErrorValidator.evWrongOutputType, |
| 3670 | TosaErrorValidator.evWrongInputList, |
| 3671 | TosaErrorValidator.evWrongOutputList, |
| 3672 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3673 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3674 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3675 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3676 | "logical_or": { |
| 3677 | "op": Op.LOGICAL_OR, |
| 3678 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3679 | "build_fcn": ( |
| 3680 | build_binary_broadcast, |
| 3681 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3682 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3683 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3684 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3685 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3686 | "error_if_validators": ( |
| 3687 | TosaErrorValidator.evRankMismatch, |
| 3688 | TosaErrorValidator.evWrongInputType, |
| 3689 | TosaErrorValidator.evWrongOutputType, |
| 3690 | TosaErrorValidator.evWrongInputList, |
| 3691 | TosaErrorValidator.evWrongOutputList, |
| 3692 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3693 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3694 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3695 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3696 | "logical_xor": { |
| 3697 | "op": Op.LOGICAL_XOR, |
| 3698 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3699 | "build_fcn": ( |
| 3700 | build_binary_broadcast, |
| 3701 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3702 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3703 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3704 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3705 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3706 | "error_if_validators": ( |
| 3707 | TosaErrorValidator.evRankMismatch, |
| 3708 | TosaErrorValidator.evWrongInputType, |
| 3709 | TosaErrorValidator.evWrongOutputType, |
| 3710 | TosaErrorValidator.evWrongInputList, |
| 3711 | TosaErrorValidator.evWrongOutputList, |
| 3712 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3713 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3714 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3715 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3716 | "maximum": { |
| 3717 | "op": Op.MAXIMUM, |
| 3718 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3719 | "build_fcn": ( |
| 3720 | build_binary_broadcast, |
| 3721 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3722 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3723 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3724 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3725 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3726 | "error_if_validators": ( |
| 3727 | TosaErrorValidator.evRankMismatch, |
| 3728 | TosaErrorValidator.evWrongInputType, |
| 3729 | TosaErrorValidator.evWrongOutputType, |
| 3730 | TosaErrorValidator.evWrongInputList, |
| 3731 | TosaErrorValidator.evWrongOutputList, |
| 3732 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3733 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3734 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3735 | "data_gen": { |
| 3736 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3737 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3738 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3739 | "minimum": { |
| 3740 | "op": Op.MINIMUM, |
| 3741 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3742 | "build_fcn": ( |
| 3743 | build_binary_broadcast, |
| 3744 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3745 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3746 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3747 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3748 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3749 | "error_if_validators": ( |
| 3750 | TosaErrorValidator.evRankMismatch, |
| 3751 | TosaErrorValidator.evWrongInputType, |
| 3752 | TosaErrorValidator.evWrongOutputType, |
| 3753 | TosaErrorValidator.evWrongInputList, |
| 3754 | TosaErrorValidator.evWrongOutputList, |
| 3755 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3756 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3757 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3758 | "data_gen": { |
| 3759 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3760 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3761 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3762 | "mul": { |
| 3763 | "op": Op.MUL, |
| 3764 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3765 | "build_fcn": ( |
| 3766 | build_mul, |
| 3767 | TosaTensorGen.tgBroadcastFuzz, |
| 3768 | TosaTensorValuesGen.tvgMul, |
| 3769 | TosaArgGen.agMul, |
| 3770 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3771 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3772 | "error_if_validators": ( |
| 3773 | TosaErrorValidator.evWrongInputType, |
| 3774 | TosaErrorValidator.evWrongOutputType, |
| 3775 | TosaErrorValidator.evWrongInputList, |
| 3776 | TosaErrorValidator.evWrongOutputList, |
| 3777 | TosaErrorValidator.evRankMismatch, |
| 3778 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3779 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3780 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3781 | "data_gen": { |
| 3782 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3783 | }, |
| 3784 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3785 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3786 | "pow": { |
| 3787 | "op": Op.POW, |
| 3788 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3789 | "build_fcn": ( |
| 3790 | build_binary_broadcast, |
| 3791 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3792 | TosaTensorValuesGen.tvgPow, |
| 3793 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3794 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3795 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3796 | "error_if_validators": ( |
| 3797 | TosaErrorValidator.evRankMismatch, |
| 3798 | TosaErrorValidator.evWrongInputType, |
| 3799 | TosaErrorValidator.evWrongOutputType, |
| 3800 | TosaErrorValidator.evWrongInputList, |
| 3801 | TosaErrorValidator.evWrongOutputList, |
| 3802 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3803 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3804 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3805 | "data_gen": { |
| 3806 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3807 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3808 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3809 | "sub": { |
| 3810 | "op": Op.SUB, |
| 3811 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3812 | "build_fcn": ( |
| 3813 | build_binary_broadcast, |
| 3814 | TosaTensorGen.tgBroadcastFuzz, |
| 3815 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3816 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3817 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3818 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3819 | "error_if_validators": ( |
| 3820 | TosaErrorValidator.evRankMismatch, |
| 3821 | TosaErrorValidator.evWrongInputType, |
| 3822 | TosaErrorValidator.evWrongOutputType, |
| 3823 | TosaErrorValidator.evWrongInputList, |
| 3824 | TosaErrorValidator.evWrongOutputList, |
| 3825 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3826 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3827 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3828 | "data_gen": { |
| 3829 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3830 | }, |
| 3831 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3832 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3833 | "table": { |
| 3834 | "op": Op.TABLE, |
| 3835 | # Use the automatic generation functions to create the input array |
| 3836 | # but create the table tensor in the build function, as it may be |
| 3837 | # a different type from the input |
| 3838 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3839 | "build_fcn": ( |
| 3840 | build_table, |
| 3841 | TosaTensorGen.tgBasic, |
| 3842 | TosaTensorValuesGen.tvgDefault, |
| 3843 | TosaArgGen.agTable, |
| 3844 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3845 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3846 | "error_if_validators": ( |
| 3847 | TosaErrorValidator.evWrongInputType, |
| 3848 | TosaErrorValidator.evWrongOutputType, |
| 3849 | TosaErrorValidator.evWrongInputList, |
| 3850 | TosaErrorValidator.evWrongOutputList, |
| 3851 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3852 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3853 | # Elementwise Unary operators |
| 3854 | "abs": { |
| 3855 | "op": Op.ABS, |
| 3856 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3857 | "build_fcn": ( |
| 3858 | build_unary, |
| 3859 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3860 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3861 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3862 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3863 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3864 | "error_if_validators": ( |
| 3865 | TosaErrorValidator.evWrongInputType, |
| 3866 | TosaErrorValidator.evWrongOutputType, |
| 3867 | TosaErrorValidator.evWrongInputList, |
| 3868 | TosaErrorValidator.evWrongOutputList, |
| 3869 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3870 | "data_gen": { |
| 3871 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3872 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3873 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3874 | "bitwise_not": { |
| 3875 | "op": Op.BITWISE_NOT, |
| 3876 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3877 | "build_fcn": ( |
| 3878 | build_unary, |
| 3879 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3880 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3881 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3882 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3883 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3884 | "error_if_validators": ( |
| 3885 | TosaErrorValidator.evWrongInputType, |
| 3886 | TosaErrorValidator.evWrongOutputType, |
| 3887 | TosaErrorValidator.evWrongInputList, |
| 3888 | TosaErrorValidator.evWrongOutputList, |
| 3889 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3890 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3891 | "ceil": { |
| 3892 | "op": Op.CEIL, |
| 3893 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3894 | "build_fcn": ( |
| 3895 | build_unary, |
| 3896 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3897 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3898 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3899 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3900 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3901 | "error_if_validators": ( |
| 3902 | TosaErrorValidator.evWrongInputType, |
| 3903 | TosaErrorValidator.evWrongOutputType, |
| 3904 | TosaErrorValidator.evWrongInputList, |
| 3905 | TosaErrorValidator.evWrongOutputList, |
| 3906 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3907 | "data_gen": { |
| 3908 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3909 | }, |
| 3910 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3911 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3912 | "clz": { |
| 3913 | "op": Op.CLZ, |
| 3914 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3915 | "build_fcn": ( |
| 3916 | build_unary, |
| 3917 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3918 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3919 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3920 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3921 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3922 | "error_if_validators": ( |
| 3923 | TosaErrorValidator.evWrongInputType, |
| 3924 | TosaErrorValidator.evWrongOutputType, |
| 3925 | TosaErrorValidator.evWrongInputList, |
| 3926 | TosaErrorValidator.evWrongOutputList, |
| 3927 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3928 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3929 | "exp": { |
| 3930 | "op": Op.EXP, |
| 3931 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3932 | "build_fcn": ( |
| 3933 | build_unary, |
| 3934 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3935 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3936 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3937 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3938 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3939 | "error_if_validators": ( |
| 3940 | TosaErrorValidator.evWrongInputType, |
| 3941 | TosaErrorValidator.evWrongOutputType, |
| 3942 | TosaErrorValidator.evWrongInputList, |
| 3943 | TosaErrorValidator.evWrongOutputList, |
| 3944 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3945 | "data_gen": { |
| 3946 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3947 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3948 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3949 | "floor": { |
| 3950 | "op": Op.FLOOR, |
| 3951 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3952 | "build_fcn": ( |
| 3953 | build_unary, |
| 3954 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3955 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3956 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3957 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3958 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3959 | "error_if_validators": ( |
| 3960 | TosaErrorValidator.evWrongInputType, |
| 3961 | TosaErrorValidator.evWrongOutputType, |
| 3962 | TosaErrorValidator.evWrongInputList, |
| 3963 | TosaErrorValidator.evWrongOutputList, |
| 3964 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3965 | "data_gen": { |
| 3966 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3967 | }, |
| 3968 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3969 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3970 | "log": { |
| 3971 | "op": Op.LOG, |
| 3972 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3973 | "build_fcn": ( |
| 3974 | build_unary, |
| 3975 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3976 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3977 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3978 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3979 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3980 | "error_if_validators": ( |
| 3981 | TosaErrorValidator.evWrongInputType, |
| 3982 | TosaErrorValidator.evWrongOutputType, |
| 3983 | TosaErrorValidator.evWrongInputList, |
| 3984 | TosaErrorValidator.evWrongOutputList, |
| 3985 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3986 | "data_gen": { |
| 3987 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3988 | }, |
| 3989 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3990 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3991 | "logical_not": { |
| 3992 | "op": Op.LOGICAL_NOT, |
| 3993 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3994 | "build_fcn": ( |
| 3995 | build_unary, |
| 3996 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3997 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3998 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3999 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4000 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4001 | "error_if_validators": ( |
| 4002 | TosaErrorValidator.evWrongInputType, |
| 4003 | TosaErrorValidator.evWrongOutputType, |
| 4004 | TosaErrorValidator.evWrongInputList, |
| 4005 | TosaErrorValidator.evWrongOutputList, |
| 4006 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4007 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4008 | "negate": { |
| 4009 | "op": Op.NEGATE, |
| 4010 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4011 | "build_fcn": ( |
| 4012 | build_unary, |
| 4013 | TosaTensorGen.tgBasic, |
| 4014 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4015 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4016 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4017 | "qgen": TosaQuantGen.qgUnary, |
| 4018 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4019 | "error_if_validators": ( |
| 4020 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4021 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4022 | TosaErrorValidator.evWrongInputType, |
| 4023 | TosaErrorValidator.evWrongOutputType, |
| 4024 | TosaErrorValidator.evWrongInputList, |
| 4025 | TosaErrorValidator.evWrongOutputList, |
| 4026 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4027 | "data_gen": { |
| 4028 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4029 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4030 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4031 | "reciprocal": { |
| 4032 | "op": Op.RECIPROCAL, |
| 4033 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4034 | "build_fcn": ( |
| 4035 | build_unary, |
| 4036 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4037 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4038 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4039 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4040 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4041 | "error_if_validators": ( |
| 4042 | TosaErrorValidator.evWrongInputType, |
| 4043 | TosaErrorValidator.evWrongOutputType, |
| 4044 | TosaErrorValidator.evWrongInputList, |
| 4045 | TosaErrorValidator.evWrongOutputList, |
| 4046 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4047 | "data_gen": { |
| 4048 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4049 | }, |
| 4050 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4051 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4052 | "rsqrt": { |
| 4053 | "op": Op.RSQRT, |
| 4054 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4055 | "build_fcn": ( |
| 4056 | build_unary, |
| 4057 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4058 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4059 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4060 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4061 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4062 | "error_if_validators": ( |
| 4063 | TosaErrorValidator.evWrongInputType, |
| 4064 | TosaErrorValidator.evWrongOutputType, |
| 4065 | TosaErrorValidator.evWrongInputList, |
| 4066 | TosaErrorValidator.evWrongOutputList, |
| 4067 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4068 | "data_gen": { |
| 4069 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4070 | }, |
| 4071 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4072 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4073 | # Elementwise Ternary operators |
| 4074 | "select": { |
| 4075 | "op": Op.SELECT, |
| 4076 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4077 | "build_fcn": ( |
| 4078 | build_select, |
| 4079 | TosaTensorGen.tgBroadcastFuzz, |
| 4080 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4081 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4082 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4083 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4084 | "error_if_validators": ( |
| 4085 | TosaErrorValidator.evRankMismatch, |
| 4086 | TosaErrorValidator.evWrongInputType, |
| 4087 | TosaErrorValidator.evWrongOutputType, |
| 4088 | TosaErrorValidator.evWrongInputList, |
| 4089 | TosaErrorValidator.evWrongOutputList, |
| 4090 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4091 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4092 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4093 | "data_gen": { |
| 4094 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4095 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4096 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4097 | # Comparison operators |
| 4098 | "equal": { |
| 4099 | "op": Op.EQUAL, |
| 4100 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4101 | "build_fcn": ( |
| 4102 | build_comparison, |
| 4103 | TosaTensorGen.tgBroadcastFuzz, |
| 4104 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4105 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4106 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4107 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4108 | "error_if_validators": ( |
| 4109 | TosaErrorValidator.evRankMismatch, |
| 4110 | TosaErrorValidator.evWrongInputType, |
| 4111 | TosaErrorValidator.evWrongOutputType, |
| 4112 | TosaErrorValidator.evWrongInputList, |
| 4113 | TosaErrorValidator.evWrongOutputList, |
| 4114 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4115 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4116 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4117 | "data_gen": { |
| 4118 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4119 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4120 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4121 | "greater_equal": { |
| 4122 | "op": Op.GREATER_EQUAL, |
| 4123 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4124 | "build_fcn": ( |
| 4125 | build_comparison, |
| 4126 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4127 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4128 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4129 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4130 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4131 | "error_if_validators": ( |
| 4132 | TosaErrorValidator.evRankMismatch, |
| 4133 | TosaErrorValidator.evWrongInputType, |
| 4134 | TosaErrorValidator.evWrongOutputType, |
| 4135 | TosaErrorValidator.evWrongInputList, |
| 4136 | TosaErrorValidator.evWrongOutputList, |
| 4137 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4138 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4139 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4140 | "data_gen": { |
| 4141 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4142 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4143 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4144 | "greater": { |
| 4145 | "op": Op.GREATER, |
| 4146 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4147 | "build_fcn": ( |
| 4148 | build_comparison, |
| 4149 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4150 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4151 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4152 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4153 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4154 | "error_if_validators": ( |
| 4155 | TosaErrorValidator.evRankMismatch, |
| 4156 | TosaErrorValidator.evWrongInputType, |
| 4157 | TosaErrorValidator.evWrongOutputType, |
| 4158 | TosaErrorValidator.evWrongInputList, |
| 4159 | TosaErrorValidator.evWrongOutputList, |
| 4160 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4161 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4162 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4163 | "data_gen": { |
| 4164 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4165 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4166 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4167 | # Reduction operators |
| 4168 | "reduce_all": { |
| 4169 | "op": Op.REDUCE_ALL, |
| 4170 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4171 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4172 | "build_fcn": ( |
| 4173 | build_reduce, |
| 4174 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4175 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4176 | TosaArgGen.agAxis, |
| 4177 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4178 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4179 | "error_if_validators": ( |
| 4180 | TosaErrorValidator.evAxisLargerRank, |
| 4181 | TosaErrorValidator.evAxisSmallerZero, |
| 4182 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4183 | TosaErrorValidator.evWrongInputType, |
| 4184 | TosaErrorValidator.evWrongOutputType, |
| 4185 | TosaErrorValidator.evWrongRank, |
| 4186 | TosaErrorValidator.evWrongInputList, |
| 4187 | TosaErrorValidator.evWrongOutputList, |
| 4188 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4189 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4190 | "reduce_any": { |
| 4191 | "op": Op.REDUCE_ANY, |
| 4192 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4193 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4194 | "build_fcn": ( |
| 4195 | build_reduce, |
| 4196 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4197 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4198 | TosaArgGen.agAxis, |
| 4199 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4200 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4201 | "error_if_validators": ( |
| 4202 | TosaErrorValidator.evAxisLargerRank, |
| 4203 | TosaErrorValidator.evAxisSmallerZero, |
| 4204 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4205 | TosaErrorValidator.evWrongInputType, |
| 4206 | TosaErrorValidator.evWrongOutputType, |
| 4207 | TosaErrorValidator.evWrongRank, |
| 4208 | TosaErrorValidator.evWrongInputList, |
| 4209 | TosaErrorValidator.evWrongOutputList, |
| 4210 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4211 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4212 | "reduce_max": { |
| 4213 | "op": Op.REDUCE_MAX, |
| 4214 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4215 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4216 | "build_fcn": ( |
| 4217 | build_reduce, |
| 4218 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4219 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4220 | TosaArgGen.agAxis, |
| 4221 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4222 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4223 | "error_if_validators": ( |
| 4224 | TosaErrorValidator.evAxisLargerRank, |
| 4225 | TosaErrorValidator.evAxisSmallerZero, |
| 4226 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4227 | TosaErrorValidator.evWrongInputType, |
| 4228 | TosaErrorValidator.evWrongOutputType, |
| 4229 | TosaErrorValidator.evWrongRank, |
| 4230 | TosaErrorValidator.evWrongInputList, |
| 4231 | TosaErrorValidator.evWrongOutputList, |
| 4232 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4233 | "data_gen": { |
| 4234 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4235 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4236 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4237 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4238 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4239 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4240 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4241 | "build_fcn": ( |
| 4242 | build_reduce, |
| 4243 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4244 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4245 | TosaArgGen.agAxis, |
| 4246 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4247 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4248 | "error_if_validators": ( |
| 4249 | TosaErrorValidator.evAxisLargerRank, |
| 4250 | TosaErrorValidator.evAxisSmallerZero, |
| 4251 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4252 | TosaErrorValidator.evWrongInputType, |
| 4253 | TosaErrorValidator.evWrongOutputType, |
| 4254 | TosaErrorValidator.evWrongRank, |
| 4255 | TosaErrorValidator.evWrongInputList, |
| 4256 | TosaErrorValidator.evWrongOutputList, |
| 4257 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4258 | "data_gen": { |
| 4259 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4260 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4261 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4262 | "reduce_product": { |
| 4263 | "op": Op.REDUCE_PRODUCT, |
| 4264 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4265 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4266 | "build_fcn": ( |
| 4267 | build_reduce, |
| 4268 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4269 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4270 | TosaArgGen.agAxis, |
| 4271 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4272 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4273 | "error_if_validators": ( |
| 4274 | TosaErrorValidator.evAxisLargerRank, |
| 4275 | TosaErrorValidator.evAxisSmallerZero, |
| 4276 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4277 | TosaErrorValidator.evWrongInputType, |
| 4278 | TosaErrorValidator.evWrongOutputType, |
| 4279 | TosaErrorValidator.evWrongRank, |
| 4280 | TosaErrorValidator.evWrongInputList, |
| 4281 | TosaErrorValidator.evWrongOutputList, |
| 4282 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4283 | "data_gen": { |
| 4284 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4285 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4286 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4287 | "reduce_sum": { |
| 4288 | "op": Op.REDUCE_SUM, |
| 4289 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4290 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4291 | "build_fcn": ( |
| 4292 | build_reduce, |
| 4293 | TosaTensorGen.tgBasic, |
| 4294 | TosaTensorValuesGen.tvgReduceSum, |
| 4295 | TosaArgGen.agAxis, |
| 4296 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4297 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4298 | "error_if_validators": ( |
| 4299 | TosaErrorValidator.evAxisLargerRank, |
| 4300 | TosaErrorValidator.evAxisSmallerZero, |
| 4301 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4302 | TosaErrorValidator.evWrongInputType, |
| 4303 | TosaErrorValidator.evWrongOutputType, |
| 4304 | TosaErrorValidator.evWrongRank, |
| 4305 | TosaErrorValidator.evWrongInputList, |
| 4306 | TosaErrorValidator.evWrongOutputList, |
| 4307 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4308 | "data_gen": { |
| 4309 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4310 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4311 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4312 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4313 | "concat": { |
| 4314 | "op": Op.CONCAT, |
| 4315 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4316 | "build_fcn": ( |
| 4317 | build_concat, |
| 4318 | TosaTensorGen.tgConcat, |
| 4319 | TosaTensorValuesGen.tvgConcat, |
| 4320 | TosaArgGen.agAxis, |
| 4321 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4322 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4323 | "error_if_validators": ( |
| 4324 | TosaErrorValidator.evAxisLargerRank, |
| 4325 | TosaErrorValidator.evAxisSmallerZero, |
| 4326 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4327 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4328 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4329 | TosaErrorValidator.evWrongInputType, |
| 4330 | TosaErrorValidator.evWrongOutputType, |
| 4331 | TosaErrorValidator.evWrongOutputList, |
| 4332 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4333 | "data_gen": { |
| 4334 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4335 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4336 | }, |
| 4337 | "pad": { |
| 4338 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4339 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4340 | "build_fcn": ( |
| 4341 | build_pad, |
| 4342 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4343 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4344 | TosaArgGen.agPad, |
| 4345 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4346 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4347 | "error_if_validators": ( |
| 4348 | TosaErrorValidator.evWrongInputType, |
| 4349 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4350 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4351 | TosaErrorValidator.evWrongOutputType, |
| 4352 | TosaErrorValidator.evWrongInputList, |
| 4353 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4354 | TosaErrorValidator.evRankMismatch, |
| 4355 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4356 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4357 | "data_gen": { |
| 4358 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4359 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4360 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4361 | "dim": { |
| 4362 | "op": Op.DIM, |
| 4363 | "operands": (1, 0), |
| 4364 | "build_fcn": ( |
| 4365 | build_dim, |
| 4366 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4367 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4368 | TosaArgGen.agAxis, |
| 4369 | ), |
| 4370 | "types": TYPE_FIB, |
| 4371 | "error_if_validators": ( |
| 4372 | TosaErrorValidator.evAxisLargerRank, |
| 4373 | TosaErrorValidator.evAxisSmallerZero, |
| 4374 | TosaErrorValidator.evWrongInputType, |
| 4375 | TosaErrorValidator.evWrongInputList, |
| 4376 | TosaErrorValidator.evWrongOutputList, |
| 4377 | TosaErrorValidator.evWrongRank, |
| 4378 | ), |
| 4379 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4380 | "reshape": { |
| 4381 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4382 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4383 | "build_fcn": ( |
| 4384 | build_reshape, |
| 4385 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4386 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4387 | TosaArgGen.agReshape, |
| 4388 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4389 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4390 | "error_if_validators": ( |
| 4391 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4392 | TosaErrorValidator.evWrongInputType, |
| 4393 | TosaErrorValidator.evWrongOutputType, |
| 4394 | TosaErrorValidator.evWrongInputList, |
| 4395 | TosaErrorValidator.evWrongOutputList, |
| 4396 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4397 | "data_gen": { |
| 4398 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4399 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4400 | }, |
| 4401 | "reverse": { |
| 4402 | "op": Op.REVERSE, |
| 4403 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4404 | "build_fcn": ( |
| 4405 | build_reverse, |
| 4406 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4407 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4408 | TosaArgGen.agAxis, |
| 4409 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4410 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4411 | "error_if_validators": ( |
| 4412 | TosaErrorValidator.evAxisSmallerZero, |
| 4413 | TosaErrorValidator.evAxisLargerRank, |
| 4414 | TosaErrorValidator.evWrongInputType, |
| 4415 | TosaErrorValidator.evWrongOutputType, |
| 4416 | TosaErrorValidator.evWrongInputList, |
| 4417 | TosaErrorValidator.evWrongOutputList, |
| 4418 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4419 | "data_gen": { |
| 4420 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4421 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4422 | }, |
| 4423 | "slice": { |
| 4424 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4425 | "operands": (3, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4426 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4427 | "build_fcn": ( |
| 4428 | build_slice, |
| 4429 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4430 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4431 | TosaArgGen.agSlice, |
| 4432 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4433 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4434 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4435 | # TODO Turn off these error categories for now as the reference |
| 4436 | # model cannot allocate memory space for empty tensor. We probably |
| 4437 | # can report an accurate error messege at the right place during |
| 4438 | # exeuction. |
| 4439 | # TosaErrorValidator.evStartSmallerZero, |
| 4440 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4441 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4442 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4443 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4444 | TosaErrorValidator.evWrongRank, |
| 4445 | TosaErrorValidator.evWrongInputType, |
| 4446 | TosaErrorValidator.evWrongOutputType, |
| 4447 | TosaErrorValidator.evWrongInputList, |
| 4448 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4449 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4450 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4451 | "data_gen": { |
| 4452 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4453 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4454 | }, |
| 4455 | "tile": { |
| 4456 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4457 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4458 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4459 | "build_fcn": ( |
| 4460 | build_tile, |
| 4461 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4462 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4463 | TosaArgGen.agTile, |
| 4464 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4465 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4466 | "error_if_validators": ( |
| 4467 | TosaErrorValidator.evWrongInputType, |
| 4468 | TosaErrorValidator.evWrongOutputType, |
| 4469 | TosaErrorValidator.evWrongInputList, |
| 4470 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4471 | TosaErrorValidator.evRankMismatch, |
| 4472 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4473 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4474 | "data_gen": { |
| 4475 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4476 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4477 | }, |
| 4478 | "transpose": { |
| 4479 | "op": Op.TRANSPOSE, |
| 4480 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4481 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4482 | "build_fcn": ( |
| 4483 | build_transpose, |
| 4484 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4485 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4486 | TosaArgGen.agTranspose, |
| 4487 | ), |
| 4488 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4489 | "error_if_validators": ( |
| 4490 | TosaErrorValidator.evIndexOutsideBounds, |
| 4491 | TosaErrorValidator.evIndexUsedTwice, |
| 4492 | TosaErrorValidator.evWrongInputType, |
| 4493 | TosaErrorValidator.evWrongOutputType, |
| 4494 | TosaErrorValidator.evWrongInputList, |
| 4495 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4496 | TosaErrorValidator.evWrongRank, |
| 4497 | TosaErrorValidator.evRankMismatch, |
| 4498 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4499 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4500 | "data_gen": { |
| 4501 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4502 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4503 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4504 | # Data nodes |
| 4505 | "const": { |
| 4506 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4507 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4508 | "build_fcn": ( |
| 4509 | build_const, |
| 4510 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4511 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4512 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4513 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4514 | "types": TYPE_FIB + [DType.INT48], |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4515 | "data_gen": { |
| 4516 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4517 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4518 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4519 | "identity": { |
| 4520 | "op": Op.IDENTITY, |
| 4521 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4522 | "build_fcn": ( |
| 4523 | build_unary, |
| 4524 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4525 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4526 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4527 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4528 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4529 | "data_gen": { |
| 4530 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4531 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4532 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4533 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4534 | "gather": { |
| 4535 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4536 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4537 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4538 | "build_fcn": ( |
| 4539 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4540 | TosaTensorGen.tgGather, |
| 4541 | TosaTensorValuesGen.tvgGather, |
| 4542 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4543 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4544 | "types": ( |
| 4545 | DType.INT8, |
| 4546 | DType.INT16, |
| 4547 | DType.INT32, |
| 4548 | DType.FP16, |
| 4549 | DType.BF16, |
| 4550 | DType.FP32, |
| 4551 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4552 | "error_if_validators": ( |
| 4553 | TosaErrorValidator.evWrongInputType, |
| 4554 | TosaErrorValidator.evWrongOutputType, |
| 4555 | TosaErrorValidator.evWrongInputList, |
| 4556 | TosaErrorValidator.evWrongOutputList, |
| 4557 | TosaErrorValidator.evWrongRank, |
| 4558 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4559 | "data_gen": { |
| 4560 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4561 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4562 | }, |
| 4563 | "scatter": { |
| 4564 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4565 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4566 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4567 | "build_fcn": ( |
| 4568 | build_scatter, |
| 4569 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4570 | TosaTensorValuesGen.tvgScatter, |
| 4571 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4572 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4573 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4574 | "error_if_validators": ( |
| 4575 | TosaErrorValidator.evWrongInputType, |
| 4576 | TosaErrorValidator.evWrongOutputType, |
| 4577 | TosaErrorValidator.evWrongInputList, |
| 4578 | TosaErrorValidator.evWrongOutputList, |
| 4579 | TosaErrorValidator.evWrongRank, |
| 4580 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4581 | "data_gen": { |
| 4582 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4583 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4584 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4585 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4586 | "resize": { |
| 4587 | "op": Op.RESIZE, |
| 4588 | "operands": (1, 0), |
| 4589 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4590 | "build_fcn": ( |
| 4591 | build_resize, |
| 4592 | TosaTensorGen.tgNHWC, |
| 4593 | TosaTensorValuesGen.tvgDefault, |
| 4594 | TosaArgGen.agResize, |
| 4595 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4596 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4597 | "invalid_test_validators": ( |
| 4598 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4599 | ), |
| 4600 | "error_if_validators": ( |
| 4601 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4602 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4603 | TosaErrorValidator.evScaleNLargerMax, |
| 4604 | TosaErrorValidator.evScaleDLargerMax, |
| 4605 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4606 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4607 | TosaErrorValidator.evBorderSmallerMin, |
| 4608 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4609 | TosaErrorValidator.evWrongInputType, |
| 4610 | TosaErrorValidator.evWrongOutputType, |
| 4611 | TosaErrorValidator.evWrongRank, |
| 4612 | TosaErrorValidator.evWrongInputList, |
| 4613 | TosaErrorValidator.evWrongOutputList, |
| 4614 | TosaErrorValidator.evBatchMismatch, |
| 4615 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4616 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4617 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4618 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4619 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4620 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4621 | "cast": { |
| 4622 | "op": Op.CAST, |
| 4623 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4624 | "build_fcn": ( |
| 4625 | build_cast, |
| 4626 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4627 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4628 | TosaArgGen.agCast, |
| 4629 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4630 | "types": ( |
| 4631 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4632 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4633 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4634 | DType.INT8, |
| 4635 | DType.INT16, |
| 4636 | DType.INT32, |
| 4637 | DType.BOOL, |
| 4638 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4639 | "error_if_validators": ( |
| 4640 | TosaErrorValidator.evWrongInputType, |
| 4641 | TosaErrorValidator.evWrongOutputType, |
| 4642 | TosaErrorValidator.evWrongInputList, |
| 4643 | TosaErrorValidator.evWrongOutputList, |
| 4644 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4645 | "data_gen": { |
| 4646 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4647 | }, |
| 4648 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4649 | }, |
| 4650 | "rescale": { |
| 4651 | "op": Op.RESCALE, |
| 4652 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4653 | "build_fcn": ( |
| 4654 | build_rescale, |
| 4655 | TosaTensorGen.tgBasic, |
| 4656 | TosaTensorValuesGen.tvgDefault, |
| 4657 | TosaArgGen.agRescale, |
| 4658 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4659 | "types": [ |
| 4660 | DType.UINT8, |
| 4661 | DType.INT8, |
| 4662 | DType.INT16, |
| 4663 | DType.INT32, |
| 4664 | DType.INT48, |
| 4665 | DType.UINT16, |
| 4666 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4667 | "error_if_validators": ( |
| 4668 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4669 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4670 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4671 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4672 | TosaErrorValidator.evScaleTrue, |
| 4673 | TosaErrorValidator.evScaleNotTrue, |
| 4674 | TosaErrorValidator.evWrongInputType, |
| 4675 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4676 | TosaErrorValidator.evWrongInputList, |
| 4677 | TosaErrorValidator.evWrongOutputList, |
| 4678 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4679 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4680 | # Custom |
| 4681 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4682 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4683 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4684 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4685 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4686 | "cond_if_const": { |
| 4687 | "op": Op.COND_IF, |
| 4688 | "operands": (0, 2), |
| 4689 | "build_fcn": ( |
| 4690 | build_cond_if_const, |
| 4691 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4692 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4693 | TosaArgGen.agCondIf, |
| 4694 | ), |
| 4695 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4696 | "error_if_validators": ( |
| 4697 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4698 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4699 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4700 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4701 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4702 | }, |
| 4703 | "cond_if_binary": { |
| 4704 | "op": Op.COND_IF, |
| 4705 | "operands": (2, 0), |
| 4706 | "build_fcn": ( |
| 4707 | build_cond_if_binary, |
| 4708 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4709 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4710 | TosaArgGen.agCondIf, |
| 4711 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4712 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4713 | "error_if_validators": ( |
| 4714 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4715 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4716 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4717 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4718 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4719 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4720 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4721 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4722 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4723 | "while_loop": { |
| 4724 | "op": Op.WHILE_LOOP, |
| 4725 | "operands": (0, 1), |
| 4726 | "build_fcn": ( |
| 4727 | build_while_loop, |
| 4728 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4729 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4730 | TosaArgGen.agWhileLoop, |
| 4731 | ), |
| 4732 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4733 | "error_if_validators": ( |
| 4734 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4735 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4736 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4737 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4738 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4739 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4740 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4741 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4742 | "fft2d": { |
| 4743 | "op": Op.FFT2D, |
| 4744 | "operands": (2, 0), |
| 4745 | "rank": (3, 3), |
| 4746 | "build_fcn": ( |
| 4747 | build_fft2d, |
| 4748 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4749 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4750 | TosaArgGen.agFFT2d, |
| 4751 | ), |
| 4752 | "types": [DType.FP32], |
| 4753 | "error_if_validators": ( |
| 4754 | TosaErrorValidator.evWrongInputType, |
| 4755 | TosaErrorValidator.evWrongOutputType, |
| 4756 | TosaErrorValidator.evWrongInputList, |
| 4757 | TosaErrorValidator.evWrongOutputList, |
| 4758 | TosaErrorValidator.evWrongRank, |
| 4759 | TosaErrorValidator.evBatchMismatch, |
| 4760 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4761 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4762 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4763 | ), |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4764 | "data_gen": { |
| 4765 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4766 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4767 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4768 | "rfft2d": { |
| 4769 | "op": Op.RFFT2D, |
| 4770 | "operands": (1, 0), |
| 4771 | "rank": (3, 3), |
| 4772 | "build_fcn": ( |
| 4773 | build_rfft2d, |
| 4774 | TosaTensorGen.tgRFFT2d, |
| 4775 | TosaTensorValuesGen.tvgDefault, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4776 | None, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4777 | ), |
| 4778 | "types": [DType.FP32], |
| 4779 | "error_if_validators": ( |
| 4780 | TosaErrorValidator.evWrongInputType, |
| 4781 | TosaErrorValidator.evWrongOutputType, |
| 4782 | TosaErrorValidator.evWrongInputList, |
| 4783 | TosaErrorValidator.evWrongOutputList, |
| 4784 | TosaErrorValidator.evWrongRank, |
| 4785 | TosaErrorValidator.evBatchMismatch, |
| 4786 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4787 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4788 | ), |
| 4789 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4790 | # Shape |
| 4791 | "add_shape": { |
| 4792 | "op": Op.ADD_SHAPE, |
| 4793 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4794 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4795 | "build_fcn": ( |
| 4796 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4797 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4798 | TosaTensorValuesGen.tvgAddSub, |
| 4799 | TosaArgGen.agNone, |
| 4800 | ), |
| 4801 | "types": [DType.SHAPE], |
| 4802 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4803 | }, |
| 4804 | "sub_shape": { |
| 4805 | "op": Op.SUB_SHAPE, |
| 4806 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4807 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4808 | "build_fcn": ( |
| 4809 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4810 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4811 | TosaTensorValuesGen.tvgAddSub, |
| 4812 | TosaArgGen.agNone, |
| 4813 | ), |
| 4814 | "types": [DType.SHAPE], |
| 4815 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4816 | }, |
| 4817 | "mul_shape": { |
| 4818 | "op": Op.MUL_SHAPE, |
| 4819 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4820 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4821 | "build_fcn": ( |
| 4822 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4823 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4824 | TosaTensorValuesGen.tvgMul, |
| 4825 | TosaArgGen.agNone, |
| 4826 | ), |
| 4827 | "types": [DType.SHAPE], |
| 4828 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4829 | }, |
| 4830 | "div_shape": { |
| 4831 | "op": Op.DIV_SHAPE, |
| 4832 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4833 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4834 | "build_fcn": ( |
| 4835 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4836 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4837 | TosaTensorValuesGen.tvgIntDiv, |
| 4838 | TosaArgGen.agNone, |
| 4839 | ), |
| 4840 | "types": [DType.SHAPE], |
| 4841 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4842 | }, |
| 4843 | "concat_shape": { |
| 4844 | "op": Op.CONCAT_SHAPE, |
| 4845 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4846 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4847 | "build_fcn": ( |
| 4848 | build_concat, |
| 4849 | TosaTensorGen.tgConcat, |
| 4850 | TosaTensorValuesGen.tvgConcat, |
| 4851 | TosaArgGen.agNone, |
| 4852 | ), |
| 4853 | "types": [DType.SHAPE], |
| 4854 | "error_if_validators": (), |
| 4855 | }, |
| 4856 | "const_shape": { |
| 4857 | "op": Op.CONST_SHAPE, |
| 4858 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4859 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4860 | "build_fcn": ( |
| 4861 | build_const, |
| 4862 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4863 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4864 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4865 | ), |
| 4866 | "types": [DType.SHAPE], |
| 4867 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4868 | } |
| 4869 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4870 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4871 | class OutputShaper: |
| 4872 | # Methods in this class compute the expected output shape and datatype |
| 4873 | # for common classes of operations |
| 4874 | def __init__(self): |
| 4875 | pass |
| 4876 | |
| 4877 | # These methods return arguments that can be used for |
| 4878 | # creating a new output tensor |
| 4879 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4880 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4881 | if error_name != ErrorIf.RankMismatch: |
| 4882 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4883 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4884 | |
| 4885 | shape = [] |
| 4886 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4887 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4888 | shape.append(b.shape[i]) |
| 4889 | else: |
| 4890 | shape.append(a.shape[i]) |
| 4891 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4892 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4893 | if error_name == ErrorIf.DimensionMismatch: |
| 4894 | shape[fuzz_idx] += 1 |
| 4895 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4896 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4897 | all_dtypes = [ |
| 4898 | DType.INT8, |
| 4899 | DType.INT16, |
| 4900 | DType.INT32, |
| 4901 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4902 | DType.FP16, |
| 4903 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4904 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4905 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4906 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4907 | outputDType = rng.choice(wrong_dtypes) |
| 4908 | else: |
| 4909 | outputDType = a.dtype |
| 4910 | |
| 4911 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4912 | |
| 4913 | @staticmethod |
| 4914 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4915 | assert len(a.shape) == len(b.shape) |
| 4916 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4917 | |
| 4918 | shape = [] |
| 4919 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4920 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4921 | shape.append(a.shape[i]) |
| 4922 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4923 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4924 | |
| 4925 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4926 | def unaryOp(ser, rng, a, error_name=None): |
| 4927 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4928 | all_dtypes = [ |
| 4929 | DType.INT8, |
| 4930 | DType.INT16, |
| 4931 | DType.INT32, |
| 4932 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4933 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4934 | DType.FP16, |
| 4935 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4936 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4937 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4938 | outputDType = rng.choice(wrong_dtypes) |
| 4939 | else: |
| 4940 | outputDType = a.dtype |
| 4941 | |
| 4942 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4943 | |
| 4944 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4945 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4946 | if error_name != ErrorIf.RankMismatch: |
| 4947 | 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] | 4948 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4949 | |
| 4950 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4951 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4952 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4953 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4954 | else: |
| 4955 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4956 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4957 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4958 | if error_name == ErrorIf.DimensionMismatch: |
| 4959 | shape[fuzz_idx] += 1 |
| 4960 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4961 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4962 | all_dtypes = [ |
| 4963 | DType.INT8, |
| 4964 | DType.INT16, |
| 4965 | DType.INT32, |
| 4966 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4967 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4968 | DType.FP16, |
| 4969 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4970 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4971 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4972 | outputDType = rng.choice(wrong_dtypes) |
| 4973 | else: |
| 4974 | outputDType = a.dtype |
| 4975 | |
| 4976 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4977 | |
| 4978 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4979 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4980 | if error_name != ErrorIf.RankMismatch: |
| 4981 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4982 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4983 | |
| 4984 | # Do broadcast |
| 4985 | shape = [] |
| 4986 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4987 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4988 | shape.append(b.shape[i]) |
| 4989 | else: |
| 4990 | shape.append(a.shape[i]) |
| 4991 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4992 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4993 | if error_name == ErrorIf.DimensionMismatch: |
| 4994 | shape[fuzz_idx] += 1 |
| 4995 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4996 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4997 | wrong_dtypes = [ |
| 4998 | DType.INT8, |
| 4999 | DType.INT16, |
| 5000 | DType.INT32, |
| 5001 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5002 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5003 | DType.FP16, |
| 5004 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5005 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5006 | outputDType = rng.choice(wrong_dtypes) |
| 5007 | else: |
| 5008 | outputDType = DType.BOOL |
| 5009 | |
| 5010 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5011 | |
| 5012 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5013 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5014 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5015 | if error_name not in [ |
| 5016 | ErrorIf.AxisSmallerZero, |
| 5017 | ErrorIf.AxisLargerRank, |
| 5018 | ErrorIf.ShapeOfAxisNotOne, |
| 5019 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5020 | shape[axis] = 1 |
| 5021 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5022 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5023 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5024 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5025 | all_dtypes = [ |
| 5026 | DType.INT8, |
| 5027 | DType.INT16, |
| 5028 | DType.INT32, |
| 5029 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5030 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5031 | DType.FP16, |
| 5032 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5033 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5034 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5035 | outputDType = rng.choice(wrong_dtypes) |
| 5036 | else: |
| 5037 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5038 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5039 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5040 | |
| 5041 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5042 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5043 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5044 | |
| 5045 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5046 | del shape[axis] |
| 5047 | |
| 5048 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5049 | remove = rng.choice([True, False]) |
| 5050 | if remove and len(shape) > 1: |
| 5051 | del shape[0] |
| 5052 | else: |
| 5053 | shape.append(1) |
| 5054 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5055 | for i in range(len(shape)): |
| 5056 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5057 | |
| 5058 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5059 | all_dtypes = [ |
| 5060 | DType.INT8, |
| 5061 | DType.INT16, |
| 5062 | DType.INT32, |
| 5063 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5064 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5065 | DType.FP16, |
| 5066 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5067 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5068 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5069 | outputDType = rng.choice(wrong_dtypes) |
| 5070 | else: |
| 5071 | outputDType = DType.INT32 |
| 5072 | |
| 5073 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5074 | |
| 5075 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5076 | def conv2dOp( |
| 5077 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5078 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5079 | |
| 5080 | # IFM: NHWC |
| 5081 | # Filter: OHWI |
| 5082 | # OFM: NHWC |
| 5083 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5084 | h = ( |
| 5085 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5086 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5087 | + padding[0] |
| 5088 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5089 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5090 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5091 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5092 | w = ( |
| 5093 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5094 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5095 | + padding[2] |
| 5096 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5097 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5098 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5099 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5100 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5101 | choices = [1, 2, 3] |
| 5102 | change = rng.choice(choices) |
| 5103 | # increment in multiples of stride to not hit non-integer error case |
| 5104 | if change in [1, 3]: |
| 5105 | h = h + (rng.choice(choices) * strides[0]) |
| 5106 | if change in [2, 3]: |
| 5107 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5108 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5109 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5110 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5111 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5112 | # Pick some potentially correct output dtype if input type is incorrect |
| 5113 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5114 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5115 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5116 | |
| 5117 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5118 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5119 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5120 | else: |
| 5121 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5122 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5123 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5124 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5125 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5126 | |
| 5127 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5128 | def conv3dOp( |
| 5129 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5130 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5131 | |
| 5132 | # IFM: NDHWC |
| 5133 | # Filter: ODHWI |
| 5134 | # OFM: NDHWC |
| 5135 | |
| 5136 | d = ( |
| 5137 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5138 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5139 | + padding[0] |
| 5140 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5141 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5142 | ) // strides[0] + 1 |
| 5143 | |
| 5144 | h = ( |
| 5145 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5146 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5147 | + padding[2] |
| 5148 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5149 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5150 | ) // strides[1] + 1 |
| 5151 | |
| 5152 | w = ( |
| 5153 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5154 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5155 | + padding[4] |
| 5156 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5157 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5158 | ) // strides[2] + 1 |
| 5159 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5160 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5161 | choices = [1, 2, 3, 4] |
| 5162 | change = rng.choice(choices) |
| 5163 | # increment in multiples of stride to not hit non-integer error case |
| 5164 | if change in [1, 4]: |
| 5165 | d = d + (rng.choice(choices) * strides[0]) |
| 5166 | if change in [2, 4]: |
| 5167 | h = h + (rng.choice(choices) * strides[1]) |
| 5168 | if change in [3, 4]: |
| 5169 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5170 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5171 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5172 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5173 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5174 | # Pick some potentially correct output dtype if input type is incorrect |
| 5175 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5176 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5177 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5178 | |
| 5179 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5180 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5181 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5182 | else: |
| 5183 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5184 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5185 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5186 | |
| 5187 | return ser.addOutput(ofm_shape, out_dtype) |
| 5188 | |
| 5189 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5190 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5191 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5192 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5193 | # IFM: NHWC |
| 5194 | # Filter: HWCM |
| 5195 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5196 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5197 | h = ( |
| 5198 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5199 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5200 | + padding[0] |
| 5201 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5202 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5203 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5204 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5205 | w = ( |
| 5206 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5207 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5208 | + padding[2] |
| 5209 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5210 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5211 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5212 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5213 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5214 | choices = [1, 2, 3] |
| 5215 | change = rng.choice(choices) |
| 5216 | # increment in multiples of stride to not hit non-integer error case |
| 5217 | if change in [1, 3]: |
| 5218 | h = h + (rng.choice(choices) * strides[0]) |
| 5219 | if change in [2, 3]: |
| 5220 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5221 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5222 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5223 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5224 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5225 | # Pick some potentially correct output dtype if input type is incorrect |
| 5226 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5227 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5228 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5229 | |
| 5230 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5231 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5232 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5233 | else: |
| 5234 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5235 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5236 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5237 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5238 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5239 | |
| 5240 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5241 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5242 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5243 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5244 | # 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] | 5245 | h = 1 |
| 5246 | w = 1 |
| 5247 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5248 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5249 | 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] | 5250 | |
| 5251 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5252 | choices = [1, 2, 3] |
| 5253 | change = rng.choice(choices) |
| 5254 | # increment in multiples of stride to not hit non-integer error case |
| 5255 | if change in [1, 3]: |
| 5256 | h = h + (rng.choice(choices) * stride[0]) |
| 5257 | if change in [2, 3]: |
| 5258 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5259 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5260 | |
| 5261 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5262 | all_dtypes = [ |
| 5263 | DType.INT8, |
| 5264 | DType.INT16, |
| 5265 | DType.INT32, |
| 5266 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5267 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5268 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5269 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5270 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5271 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5272 | outputDType = rng.choice(wrong_dtypes) |
| 5273 | else: |
| 5274 | outputDType = ifm.dtype |
| 5275 | |
| 5276 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5277 | |
| 5278 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5279 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5280 | # input: N, IC |
| 5281 | # filter: OC, IC |
| 5282 | # output: N, OC |
| 5283 | |
| 5284 | output_shape = [input.shape[0], filter.shape[0]] |
| 5285 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5286 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5287 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5288 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5289 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5290 | |
| 5291 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5292 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5293 | # a: N, H, C |
| 5294 | # b: N, C, W |
| 5295 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5296 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5297 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5298 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5299 | if error_name == ErrorIf.WrongOutputType: |
| 5300 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5301 | incorrect_types = ( |
| 5302 | DType.INT4, |
| 5303 | DType.INT8, |
| 5304 | DType.INT16, |
| 5305 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5306 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5307 | DType.FP16, |
| 5308 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5309 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5310 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5311 | incorrect_types = ( |
| 5312 | DType.INT4, |
| 5313 | DType.INT8, |
| 5314 | DType.INT16, |
| 5315 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5316 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5317 | DType.FP16, |
| 5318 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5319 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5320 | elif ( |
| 5321 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5322 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5323 | incorrect_types = ( |
| 5324 | DType.INT4, |
| 5325 | DType.INT8, |
| 5326 | DType.INT16, |
| 5327 | DType.INT32, |
| 5328 | DType.INT48, |
| 5329 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5330 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5331 | elif error_name == ErrorIf.WrongInputType: |
| 5332 | # Pick some potentially correct output dtype if input type is incorrect |
| 5333 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5334 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5335 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5336 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5337 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5338 | |
| 5339 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5340 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5341 | input1 = inputs[0] |
| 5342 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5343 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5344 | # 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] | 5345 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5346 | if not ( |
| 5347 | # unable to concat tensors of different ranks |
| 5348 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5349 | # unable to concat tensors along an invalid axis |
| 5350 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5351 | ): |
| 5352 | for tensor in remaining_inputs: |
| 5353 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5354 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5355 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5356 | output_shape[axis] += rng.integers(5, 10) |
| 5357 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5358 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5359 | all_dtypes = { |
| 5360 | DType.INT8, |
| 5361 | DType.INT16, |
| 5362 | DType.INT32, |
| 5363 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5364 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5365 | DType.FP16, |
| 5366 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5367 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5368 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5369 | outputDType = rng.choice(wrong_dtypes) |
| 5370 | else: |
| 5371 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5372 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5373 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5374 | |
| 5375 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5376 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5377 | |
| 5378 | output_shape = a.shape.copy() |
| 5379 | |
| 5380 | for i in range(len(output_shape)): |
| 5381 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5382 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5383 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5384 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5385 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5386 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5387 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5388 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5389 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5390 | all_dtypes = [ |
| 5391 | DType.INT8, |
| 5392 | DType.INT16, |
| 5393 | DType.INT32, |
| 5394 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5395 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5396 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5397 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5398 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5399 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5400 | outputDType = rng.choice(wrong_dtypes) |
| 5401 | else: |
| 5402 | outputDType = a.dtype |
| 5403 | |
| 5404 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5405 | |
| 5406 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5407 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5408 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5409 | |
| 5410 | if error_name == ErrorIf.WrongOutputType: |
| 5411 | all_dtypes = [ |
| 5412 | DType.INT8, |
| 5413 | DType.INT16, |
| 5414 | DType.INT32, |
| 5415 | DType.INT48, |
| 5416 | DType.FP32, |
| 5417 | DType.FP16, |
| 5418 | DType.BF16, |
| 5419 | ] |
| 5420 | wrong_dtypes = list(set(all_dtypes)) |
| 5421 | outputDType = rng.choice(wrong_dtypes) |
| 5422 | else: |
| 5423 | outputDType = DType.SHAPE |
| 5424 | |
| 5425 | return ser.addOutput(output_shape, outputDType) |
| 5426 | |
| 5427 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5428 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5429 | output_shape = shape.copy() |
| 5430 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5431 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5432 | for i in range(len(output_shape)): |
| 5433 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5434 | |
| 5435 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5436 | all_dtypes = [ |
| 5437 | DType.INT8, |
| 5438 | DType.INT16, |
| 5439 | DType.INT32, |
| 5440 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5441 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5442 | DType.FP16, |
| 5443 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5444 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5445 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5446 | outputDType = rng.choice(wrong_dtypes) |
| 5447 | else: |
| 5448 | outputDType = a.dtype |
| 5449 | |
| 5450 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5451 | |
| 5452 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5453 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5454 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5455 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5456 | all_dtypes = [ |
| 5457 | DType.INT8, |
| 5458 | DType.INT16, |
| 5459 | DType.INT32, |
| 5460 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5461 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5462 | DType.FP16, |
| 5463 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5464 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5465 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5466 | outputDType = rng.choice(wrong_dtypes) |
| 5467 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5468 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5469 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5470 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5471 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5472 | for index in range(len(output_shape)): |
| 5473 | if output_shape[index] <= 2: |
| 5474 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5475 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5476 | output_shape[index] = output_shape[index] + rng.choice( |
| 5477 | [-2, -1, 1, 2] |
| 5478 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5479 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5480 | output_shape = input.shape.copy() |
| 5481 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5482 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5483 | |
| 5484 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5485 | |
| 5486 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5487 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5488 | |
| 5489 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5490 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5491 | |
| 5492 | for i in range(len(output_shape)): |
| 5493 | output_shape[i] = a.shape[i] * multiples[i] |
| 5494 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5495 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5496 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5497 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5498 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5499 | all_dtypes = [ |
| 5500 | DType.INT8, |
| 5501 | DType.INT16, |
| 5502 | DType.INT32, |
| 5503 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5504 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5505 | DType.FP16, |
| 5506 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5507 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5508 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5509 | outputDType = rng.choice(wrong_dtypes) |
| 5510 | else: |
| 5511 | outputDType = a.dtype |
| 5512 | |
| 5513 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5514 | |
| 5515 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5516 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5517 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5518 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5519 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5520 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5521 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5522 | for i in range(len(output_shape)): |
| 5523 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5524 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5525 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5526 | for i in range(len(output_shape)): |
| 5527 | output_shape[i] += rng.integers(1, 10) |
| 5528 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5529 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5530 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5531 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5532 | all_dtypes = [ |
| 5533 | DType.INT8, |
| 5534 | DType.INT16, |
| 5535 | DType.INT32, |
| 5536 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5537 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5538 | DType.FP16, |
| 5539 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5540 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5541 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5542 | outputDType = rng.choice(wrong_dtypes) |
| 5543 | else: |
| 5544 | outputDType = a.dtype |
| 5545 | |
| 5546 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5547 | |
| 5548 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5549 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5550 | if error_name != ErrorIf.WrongRank: |
| 5551 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5552 | assert len(indices.shape) == 2 |
| 5553 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5554 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5555 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5556 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5557 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5558 | all_dtypes = [ |
| 5559 | DType.INT8, |
| 5560 | DType.INT16, |
| 5561 | DType.INT32, |
| 5562 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5563 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5564 | DType.FP16, |
| 5565 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5566 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5567 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5568 | outputDType = rng.choice(wrong_dtypes) |
| 5569 | else: |
| 5570 | outputDType = values.dtype |
| 5571 | |
| 5572 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5573 | |
| 5574 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5575 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5576 | if error_name != ErrorIf.WrongRank: |
| 5577 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5578 | assert len(indices.shape) == 2 |
| 5579 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5580 | assert values_in.shape[0] == indices.shape[0] # N |
| 5581 | assert input.shape[1] == indices.shape[1] # W |
| 5582 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5583 | |
| 5584 | output_shape = values_in.shape |
| 5585 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5586 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5587 | all_dtypes = [ |
| 5588 | DType.INT8, |
| 5589 | DType.INT16, |
| 5590 | DType.INT32, |
| 5591 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5592 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5593 | DType.FP16, |
| 5594 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5595 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5596 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5597 | outputDType = rng.choice(wrong_dtypes) |
| 5598 | else: |
| 5599 | outputDType = values_in.dtype |
| 5600 | |
| 5601 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5602 | |
| 5603 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5604 | def tableOp(ser, rng, input, error_name=None): |
| 5605 | # Same shape as the input, dtype dependent on input dtype |
| 5606 | if error_name != ErrorIf.WrongInputType: |
| 5607 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5608 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5609 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5610 | wrong_dtypes = [ |
| 5611 | DType.INT8, |
| 5612 | DType.INT16, |
| 5613 | DType.INT32, |
| 5614 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5615 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5616 | DType.FP16, |
| 5617 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5618 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5619 | wrong_dtypes.remove(output_dtype) |
| 5620 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5621 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5622 | |
| 5623 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5624 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5625 | serializer, |
| 5626 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5627 | input, |
| 5628 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5629 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5630 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5631 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5632 | input_dtype, |
| 5633 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5634 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5635 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5636 | # Calculate OH, OW |
| 5637 | scale_y_n = scale[0] |
| 5638 | scale_y_d = scale[1] |
| 5639 | scale_x_n = scale[2] |
| 5640 | scale_x_d = scale[3] |
| 5641 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5642 | scale_y_n = max(scale_y_n, 1) |
| 5643 | scale_y_d = max(scale_y_d, 1) |
| 5644 | scale_x_n = max(scale_x_n, 1) |
| 5645 | scale_x_d = max(scale_x_d, 1) |
| 5646 | |
| 5647 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5648 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5649 | |
| 5650 | if error_name is not None: |
| 5651 | # Make sure the output tensor is valid, which can occur when |
| 5652 | # scale, offset or border have been changed for ERROR_IFs |
| 5653 | oh = max(oh, 1) |
| 5654 | ow = max(ow, 1) |
| 5655 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5656 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5657 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5658 | |
| 5659 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5660 | choices = [1, 2, 3] |
| 5661 | change = rng.choice(choices) |
| 5662 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5663 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5664 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5665 | oh -= scale_y_d |
| 5666 | assert oh > 0 # Should have been caught in agResize |
| 5667 | else: |
| 5668 | oh += scale_y_d |
| 5669 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5670 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5671 | ow -= scale_x_d |
| 5672 | assert ow > 0 # Should have been caught in agResize |
| 5673 | else: |
| 5674 | ow += scale_x_d |
| 5675 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5676 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5677 | output_dims = [ |
| 5678 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5679 | oh, |
| 5680 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5681 | input.shape[0], |
| 5682 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5683 | elif error_name == ErrorIf.BatchMismatch: |
| 5684 | output_dims = [ |
| 5685 | input.shape[0] + rng.integers(1, 10), |
| 5686 | oh, |
| 5687 | ow, |
| 5688 | input.shape[3], |
| 5689 | ] |
| 5690 | elif error_name == ErrorIf.ChannelMismatch: |
| 5691 | output_dims = [ |
| 5692 | input.shape[0], |
| 5693 | oh, |
| 5694 | ow, |
| 5695 | input.shape[3] + rng.integers(1, 10), |
| 5696 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5697 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5698 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5699 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5700 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5701 | |
| 5702 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5703 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5704 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5705 | |
| 5706 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5707 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5708 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5709 | choices = [1, 2, 3] |
| 5710 | change = rng.choice(choices) |
| 5711 | if change in [1, 3]: |
| 5712 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5713 | if change in [2, 3]: |
| 5714 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5715 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5716 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5717 | # Pick some potentially correct output dtype if input type is incorrect |
| 5718 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5719 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5720 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5721 | |
| 5722 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5723 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5724 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5725 | else: |
| 5726 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5727 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5728 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5729 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5730 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5731 | |
| 5732 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5733 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5734 | outputs = [] |
| 5735 | |
| 5736 | assert ifm1.dtype == ifm2.dtype |
| 5737 | input_dtype = ifm1.dtype |
| 5738 | |
| 5739 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5740 | assert ifm1.shape == ifm2.shape |
| 5741 | |
| 5742 | input_shape = ifm1.shape |
| 5743 | if error_name != ErrorIf.WrongRank: |
| 5744 | assert len(input_shape) == 3 |
| 5745 | |
| 5746 | output_shape = input_shape.copy() |
| 5747 | output_dtype = input_dtype |
| 5748 | |
| 5749 | if error_name == ErrorIf.WrongOutputType: |
| 5750 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5751 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5752 | output_dtype = rng.choice(wrong_dtypes) |
| 5753 | elif error_name == ErrorIf.BatchMismatch: |
| 5754 | output_shape[0] += rng.integers(1, 10) |
| 5755 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5756 | modify_dim = rng.choice([1, 2]) |
| 5757 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5758 | |
| 5759 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5760 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5761 | return outputs |
| 5762 | |
| 5763 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5764 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5765 | outputs = [] |
| 5766 | |
| 5767 | input_shape = value.shape |
| 5768 | if error_name != ErrorIf.WrongRank: |
| 5769 | assert len(input_shape) == 3 |
| 5770 | |
| 5771 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5772 | |
| 5773 | output_dtype = value.dtype |
| 5774 | if error_name == ErrorIf.WrongOutputType: |
| 5775 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5776 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5777 | output_dtype = rng.choice(wrong_dtypes) |
| 5778 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5779 | output_shape[0] += rng.integers(1, 10) |
| 5780 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5781 | modify_dim = rng.choice([1, 2]) |
| 5782 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5783 | |
| 5784 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5785 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5786 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5787 | |
| 5788 | @staticmethod |
| 5789 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 5790 | if error_name != ErrorIf.RankMismatch: |
| 5791 | assert len(a.shape) == len(b.shape) |
| 5792 | assert a.dtype == b.dtype |
| 5793 | |
| 5794 | shape = [] |
| 5795 | for i in range(len(a.shape)): |
| 5796 | shape.append(a.shape[i]) |
| 5797 | |
| 5798 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5799 | if error_name == ErrorIf.DimensionMismatch: |
| 5800 | shape[fuzz_idx] += 1 |
| 5801 | |
| 5802 | if error_name == ErrorIf.WrongOutputType: |
| 5803 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 5804 | outputDType = rng.choice(wrong_dtypes) |
| 5805 | else: |
| 5806 | outputDType = DType.SHAPE |
| 5807 | return ser.addOutput(shape, outputDType) |