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, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 328 | Op.CONV3D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 329 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 330 | if ( |
| 331 | errorName |
| 332 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 333 | or ( |
| 334 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 335 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 336 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 337 | ): |
| 338 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 339 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 340 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 341 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 342 | compliance_tens = { |
| 343 | "mode": None, |
| 344 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 345 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 346 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 347 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 348 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 349 | compliance_tens["dot_product_info"] = { |
| 350 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 351 | "ks": int(argsDict["ksb"]) |
| 352 | if "ksb" in argsDict |
| 353 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 354 | } |
| 355 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 356 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 357 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 358 | mode = gtu.ComplianceMode.ULP |
| 359 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 360 | elif "compliance" in op and "relative" in op["compliance"]: |
| 361 | mode = gtu.ComplianceMode.RELATIVE |
| 362 | compliance_tens["relative_info"] = { |
| 363 | "max": argsDict["max_abs_value"], |
| 364 | "scale": op["compliance"]["relative"], |
| 365 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 366 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 367 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 368 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 369 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 370 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 371 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 372 | compliance_tens["abs_error_info"] = { |
| 373 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 374 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 375 | else: |
| 376 | mode = gtu.ComplianceMode.EXACT |
| 377 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 378 | |
| 379 | return compliance_tens |
| 380 | |
| 381 | # Build Op functions |
| 382 | # Create the output tensor (calling OutputShaper as needed) |
| 383 | # Do final tweaks to attributes (if necessary for errorIf) |
| 384 | # Add Op into graph |
| 385 | # Return resulting tensor information or BuildInfo |
| 386 | |
| 387 | class BuildInfo: |
| 388 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 389 | |
| 390 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 391 | if isinstance(resultTensor, list): |
| 392 | assert complianceDict is None or isinstance(complianceDict, list) |
| 393 | self.resultTensorList = resultTensor |
| 394 | self.complianceDictList = complianceDict |
| 395 | else: |
| 396 | self.resultTensorList = [resultTensor] |
| 397 | if complianceDict is None: |
| 398 | self.complianceDictList = None |
| 399 | else: |
| 400 | self.complianceDictList = [complianceDict] |
| 401 | |
| 402 | def getComplianceInfo(self): |
| 403 | if self.complianceDictList is None: |
| 404 | return None |
| 405 | else: |
| 406 | tens_dict = {} |
| 407 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 408 | if comp is not None: |
| 409 | tens_dict[tens.name] = comp |
| 410 | |
| 411 | if tens_dict: |
| 412 | # Have some compliance data, so return the info |
| 413 | compliance = { |
| 414 | "version": "0.1", |
| 415 | "tensors": tens_dict, |
| 416 | } |
| 417 | else: |
| 418 | compliance = None |
| 419 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 420 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 421 | def build_unary( |
| 422 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 423 | ): |
| 424 | assert len(inputs) == 1 |
| 425 | a = inputs[0] |
| 426 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 427 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 428 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 429 | |
| 430 | # Ensure new output type has correct qinfo |
| 431 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 432 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 433 | qinfo = [ |
| 434 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 435 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 436 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 437 | |
| 438 | # Invalidate Input/Output list for error if checks. |
| 439 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 440 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 441 | pCount, cCount = op["operands"] |
| 442 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 443 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 444 | self, error_name, input_list, output_list |
| 445 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 446 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 447 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 448 | self.ser, |
| 449 | validator_fcns, |
| 450 | error_name, |
| 451 | op=op, |
| 452 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 453 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 454 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 455 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 456 | input_list=input_list, |
| 457 | output_list=output_list, |
| 458 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 459 | ): |
| 460 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 461 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 462 | attr = None |
| 463 | if op["op"] == Op.NEGATE: |
| 464 | attr = ts.TosaSerializerAttribute() |
| 465 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 466 | |
| 467 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 468 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 469 | compliance = self.tensorComplianceMetaData( |
| 470 | op, a.dtype, args_dict, result_tensor, error_name |
| 471 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 472 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 473 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 474 | def build_binary_broadcast( |
| 475 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 476 | ): |
| 477 | assert len(inputs) == 2 |
| 478 | a, b = inputs |
| 479 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 480 | self.ser, self.rng, a, b, error_name |
| 481 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 482 | |
| 483 | # Invalidate Input/Output list for error if checks. |
| 484 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 485 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 486 | pCount, cCount = op["operands"] |
| 487 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 488 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 489 | self, error_name, input_list, output_list |
| 490 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 491 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 492 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 493 | self.ser, |
| 494 | validator_fcns, |
| 495 | error_name, |
| 496 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 497 | input1=a, |
| 498 | input2=b, |
| 499 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 500 | output_dtype=result_tensor.dtype, |
| 501 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 502 | input_list=input_list, |
| 503 | output_list=output_list, |
| 504 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 505 | ): |
| 506 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 507 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 508 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 509 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 510 | compliance = self.tensorComplianceMetaData( |
| 511 | op, a.dtype, args_dict, result_tensor, error_name |
| 512 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 513 | |
| 514 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 515 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 516 | 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] | 517 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 518 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 519 | return result_tens |
| 520 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 521 | def build_arithmetic_right_shift( |
| 522 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 523 | ): |
| 524 | result_tens = OutputShaper.binaryBroadcastOp( |
| 525 | self.ser, self.rng, a, b, error_name |
| 526 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 527 | |
| 528 | # Invalidate Input/Output list for error if checks. |
| 529 | input_list = [a.name, b.name] |
| 530 | output_list = [result_tens.name] |
| 531 | pCount, cCount = op["operands"] |
| 532 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 533 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 534 | self, error_name, input_list, output_list |
| 535 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 536 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 537 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 538 | self.ser, |
| 539 | validator_fcns, |
| 540 | error_name, |
| 541 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 542 | input1=a, |
| 543 | input2=b, |
| 544 | input_dtype=a.dtype, |
| 545 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 546 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 547 | input_list=input_list, |
| 548 | output_list=output_list, |
| 549 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 550 | ): |
| 551 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 552 | |
| 553 | attr = ts.TosaSerializerAttribute() |
| 554 | attr.ArithmeticRightShiftAttribute(round) |
| 555 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 556 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 557 | return result_tens |
| 558 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 559 | def build_mul( |
| 560 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 561 | ): |
| 562 | assert len(inputs) == 2 |
| 563 | a, b = inputs |
| 564 | shift = args_dict["shift"] |
| 565 | |
| 566 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 567 | self.ser, self.rng, a, b, error_name |
| 568 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 569 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 570 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 571 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 572 | result_tensor.setDtype(DType.INT32) |
| 573 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 574 | if error_name == ErrorIf.WrongOutputType: |
| 575 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 576 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 577 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 578 | |
| 579 | # Invalidate Input/Output list for error if checks. |
| 580 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 581 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 582 | pCount, cCount = op["operands"] |
| 583 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 584 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 585 | self, error_name, input_list, output_list |
| 586 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 587 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 588 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 589 | self.ser, |
| 590 | validator_fcns, |
| 591 | error_name, |
| 592 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 593 | input1=a, |
| 594 | input2=b, |
| 595 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 596 | output_dtype=result_tensor.dtype, |
| 597 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 598 | input_list=input_list, |
| 599 | output_list=output_list, |
| 600 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 601 | ): |
| 602 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 603 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 604 | attr = ts.TosaSerializerAttribute() |
| 605 | attr.MulAttribute(shift) |
| 606 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 607 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 608 | |
| 609 | compliance = self.tensorComplianceMetaData( |
| 610 | op, a.dtype, args_dict, result_tensor, error_name |
| 611 | ) |
| 612 | |
| 613 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 614 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 615 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 616 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 617 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 618 | attr = ts.TosaSerializerAttribute() |
| 619 | attr.TableAttribute(table) |
| 620 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 621 | # Invalidate Input/Output list for error if checks. |
| 622 | input_list = [a.name] |
| 623 | output_list = [result_tens.name] |
| 624 | pCount, cCount = op["operands"] |
| 625 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 626 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 627 | self, error_name, input_list, output_list |
| 628 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 629 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 630 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 631 | self.ser, |
| 632 | validator_fcns, |
| 633 | error_name, |
| 634 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 635 | input_shape=a.shape, |
| 636 | input_dtype=a.dtype, |
| 637 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 638 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 639 | input_list=input_list, |
| 640 | output_list=output_list, |
| 641 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 642 | ): |
| 643 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 644 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 645 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 646 | |
| 647 | return result_tens |
| 648 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 649 | def build_select( |
| 650 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 651 | ): |
| 652 | assert len(inputs) == 3 |
| 653 | cond, a, b = inputs |
| 654 | |
| 655 | result_tensor = OutputShaper.selectOp( |
| 656 | self.ser, self.rng, cond, a, b, error_name |
| 657 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 658 | |
| 659 | # Invalidate Input/Output list for error if checks. |
| 660 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 661 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 662 | pCount, cCount = op["operands"] |
| 663 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 664 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 665 | self, error_name, input_list, output_list |
| 666 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 667 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 668 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 669 | self.ser, |
| 670 | validator_fcns, |
| 671 | error_name, |
| 672 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 673 | input1=cond, |
| 674 | input2=a, |
| 675 | input3=b, |
| 676 | input_shape=a.shape, |
| 677 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 678 | output_dtype=result_tensor.dtype, |
| 679 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 680 | input_list=input_list, |
| 681 | output_list=output_list, |
| 682 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 683 | ): |
| 684 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 685 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 686 | self.ser.addOperator( |
| 687 | op["op"], |
| 688 | input_list, |
| 689 | output_list, |
| 690 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 691 | compliance = self.tensorComplianceMetaData( |
| 692 | op, a.dtype, args_dict, result_tensor, error_name |
| 693 | ) |
| 694 | |
| 695 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 696 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 697 | def build_comparison( |
| 698 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 699 | ): |
| 700 | assert len(inputs) == 2 |
| 701 | a, b = inputs |
| 702 | |
| 703 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 704 | self.ser, self.rng, a, b, error_name |
| 705 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 706 | |
| 707 | # Invalidate Input/Output list for error if checks. |
| 708 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 709 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 710 | pCount, cCount = op["operands"] |
| 711 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 712 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 713 | self, error_name, input_list, output_list |
| 714 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 715 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 716 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 717 | self.ser, |
| 718 | validator_fcns, |
| 719 | error_name, |
| 720 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 721 | input1=a, |
| 722 | input2=b, |
| 723 | input_shape=a.shape, |
| 724 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 725 | output_shape=result_tensor.shape, |
| 726 | output_dtype=result_tensor.dtype, |
| 727 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 728 | input_list=input_list, |
| 729 | output_list=output_list, |
| 730 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 731 | ): |
| 732 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 733 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 734 | self.ser.addOperator( |
| 735 | op["op"], |
| 736 | input_list, |
| 737 | output_list, |
| 738 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 739 | |
| 740 | compliance = self.tensorComplianceMetaData( |
| 741 | op, a.dtype, args_dict, result_tensor, error_name |
| 742 | ) |
| 743 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 744 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 745 | def build_argmax( |
| 746 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 747 | ): |
| 748 | assert len(inputs) == 1 |
| 749 | a = inputs[0] |
| 750 | axis = args_dict["axis"] |
| 751 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 752 | |
| 753 | # Invalidate Input/Output list for error if checks. |
| 754 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 755 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 756 | pCount, cCount = op["operands"] |
| 757 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 758 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 759 | self, error_name, input_list, output_list |
| 760 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 761 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 762 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 763 | self.ser, |
| 764 | validator_fcns, |
| 765 | error_name, |
| 766 | op=op, |
| 767 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 768 | input_shape=a.shape, |
| 769 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 770 | output_shape=result_tensor.shape, |
| 771 | output_dtype=result_tensor.dtype, |
| 772 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 773 | input_list=input_list, |
| 774 | output_list=output_list, |
| 775 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 776 | ): |
| 777 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 778 | |
| 779 | attr = ts.TosaSerializerAttribute() |
| 780 | attr.AxisAttribute(axis) |
| 781 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 782 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 783 | |
| 784 | compliance = self.tensorComplianceMetaData( |
| 785 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 786 | ) |
| 787 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 788 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 789 | def build_pool2d( |
| 790 | self, |
| 791 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 792 | inputs, |
| 793 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 794 | validator_fcns=None, |
| 795 | error_name=None, |
| 796 | qinfo=None, |
| 797 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 798 | assert len(inputs) == 1 |
| 799 | input = inputs[0] |
| 800 | # max_pool has no accum_dtype |
| 801 | accum_dtype = ( |
| 802 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 803 | ) |
| 804 | stride = args_dict["stride"] |
| 805 | pad = args_dict["pad"] |
| 806 | kernel = args_dict["kernel"] |
| 807 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 808 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 809 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 810 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 811 | |
| 812 | # Ensure new output type has correct qinfo |
| 813 | if error_name == ErrorIf.WrongInputType: |
| 814 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 815 | qinfo = [ |
| 816 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 817 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 818 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 819 | |
| 820 | # Invalidate Input/Output list for error if checks. |
| 821 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 822 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 823 | pCount, cCount = op["operands"] |
| 824 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 825 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 826 | self, error_name, input_list, output_list |
| 827 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 828 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 829 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 830 | self.ser, |
| 831 | validator_fcns, |
| 832 | error_name, |
| 833 | op=op, |
| 834 | input_shape=input.shape, |
| 835 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 836 | output_shape=result_tensor.shape, |
| 837 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame^] | 838 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 839 | kernel=kernel, |
| 840 | stride=stride, |
| 841 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 842 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 843 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 844 | input_list=input_list, |
| 845 | output_list=output_list, |
| 846 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 847 | ): |
| 848 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 849 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 850 | if qinfo is None: |
| 851 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 852 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 853 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 854 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 855 | |
| 856 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 857 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 858 | compliance = self.tensorComplianceMetaData( |
| 859 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 860 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 861 | |
| 862 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 863 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 864 | def build_conv2d( |
| 865 | self, |
| 866 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 867 | inputs, |
| 868 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 869 | validator_fcns=None, |
| 870 | error_name=None, |
| 871 | qinfo=None, |
| 872 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 873 | assert len(inputs) == 3 |
| 874 | ifm, filter, bias = inputs |
| 875 | accum_dtype = args_dict["acc_type"] |
| 876 | strides = args_dict["stride"] |
| 877 | padding = args_dict["pad"] |
| 878 | dilations = args_dict["dilation"] |
| 879 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 880 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 881 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 882 | self.ser, |
| 883 | self.rng, |
| 884 | ifm, |
| 885 | filter, |
| 886 | accum_dtype, |
| 887 | strides, |
| 888 | padding, |
| 889 | dilations, |
| 890 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 891 | ) |
| 892 | |
| 893 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 894 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 895 | DType.INT8, |
| 896 | DType.UINT8, |
| 897 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 898 | qinfo = [ |
| 899 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 900 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 901 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 902 | |
| 903 | # Invalidate Input/Output list for error_if checks. |
| 904 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 905 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 906 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 907 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 908 | self, error_name, input_list, output_list |
| 909 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 910 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 911 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 912 | self.ser, |
| 913 | validator_fcns, |
| 914 | error_name, |
| 915 | op=op, |
| 916 | input_dtype=ifm.dtype, |
| 917 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 918 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 919 | qinfo=qinfo, |
| 920 | input_list=input_list, |
| 921 | num_operands=num_operands, |
| 922 | output_list=output_list, |
| 923 | pad=padding, |
| 924 | stride=strides, |
| 925 | dilation=dilations, |
| 926 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 927 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 928 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 929 | ): |
| 930 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 931 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 932 | # TODO - Test local_bound, for now set local bound attribute to False |
| 933 | local_bound = False |
| 934 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 935 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 936 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 937 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 938 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 939 | |
| 940 | compliance = self.tensorComplianceMetaData( |
| 941 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 942 | ) |
| 943 | |
| 944 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 945 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 946 | def build_conv3d( |
| 947 | self, |
| 948 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 949 | inputs, |
| 950 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 951 | validator_fcns=None, |
| 952 | error_name=None, |
| 953 | qinfo=None, |
| 954 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 955 | assert len(inputs) == 3 |
| 956 | ifm, filter, bias = inputs |
| 957 | accum_dtype = args_dict["acc_type"] |
| 958 | strides = args_dict["stride"] |
| 959 | padding = args_dict["pad"] |
| 960 | dilations = args_dict["dilation"] |
| 961 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 962 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 963 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 964 | self.ser, |
| 965 | self.rng, |
| 966 | ifm, |
| 967 | filter, |
| 968 | accum_dtype, |
| 969 | strides, |
| 970 | padding, |
| 971 | dilations, |
| 972 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 973 | ) |
| 974 | |
| 975 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 976 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 977 | DType.INT8, |
| 978 | DType.UINT8, |
| 979 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 980 | qinfo = [ |
| 981 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 982 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 983 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 984 | |
| 985 | # Invalidate Input/Output list for error_if checks. |
| 986 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 987 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 988 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 989 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 990 | self, error_name, input_list, output_list |
| 991 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 992 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 993 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 994 | self.ser, |
| 995 | validator_fcns, |
| 996 | error_name, |
| 997 | op=op, |
| 998 | input_dtype=ifm.dtype, |
| 999 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1000 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1001 | qinfo=qinfo, |
| 1002 | input_list=input_list, |
| 1003 | num_operands=num_operands, |
| 1004 | output_list=output_list, |
| 1005 | pad=padding, |
| 1006 | stride=strides, |
| 1007 | dilation=dilations, |
| 1008 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1009 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1010 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1011 | ): |
| 1012 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1013 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1014 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1015 | local_bound = False |
| 1016 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1017 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1018 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1019 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1020 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1021 | |
| 1022 | compliance = self.tensorComplianceMetaData( |
| 1023 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1024 | ) |
| 1025 | |
| 1026 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1027 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1028 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1029 | self, |
| 1030 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1031 | inputs, |
| 1032 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1033 | validator_fcns=None, |
| 1034 | error_name=None, |
| 1035 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1036 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1037 | assert len(inputs) == 3 |
| 1038 | ifm, filter, bias = inputs |
| 1039 | accum_dtype = args_dict["acc_type"] |
| 1040 | strides = args_dict["stride"] |
| 1041 | out_pad = args_dict["pad"] |
| 1042 | output_shape = args_dict["out_shape"] |
| 1043 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1044 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1045 | result_tensor = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1046 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1047 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1048 | |
| 1049 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1050 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1051 | DType.INT8, |
| 1052 | DType.UINT8, |
| 1053 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1054 | qinfo = [ |
| 1055 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1056 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1057 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1058 | |
| 1059 | # Invalidate Input/Output list for error_if checks. |
| 1060 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1061 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1062 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1063 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1064 | self, error_name, input_list, output_list |
| 1065 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1066 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1067 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1068 | self.ser, |
| 1069 | validator_fcns, |
| 1070 | error_name, |
| 1071 | op=op, |
| 1072 | input_dtype=ifm.dtype, |
| 1073 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1074 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1075 | qinfo=qinfo, |
| 1076 | input_list=input_list, |
| 1077 | num_operands=num_operands, |
| 1078 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1079 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1080 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1081 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1082 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1083 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1084 | ): |
| 1085 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1086 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1087 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1088 | local_bound = False |
| 1089 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1090 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1091 | attr.TransposeConvAttribute( |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1092 | out_pad, strides, output_shape, qinfo[0], qinfo[1], local_bound |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1093 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1094 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1095 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1096 | |
| 1097 | compliance = self.tensorComplianceMetaData( |
| 1098 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1099 | ) |
| 1100 | |
| 1101 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1102 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1103 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1104 | self, |
| 1105 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1106 | inputs, |
| 1107 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1108 | validator_fcns=None, |
| 1109 | error_name=None, |
| 1110 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1111 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1112 | assert len(inputs) == 3 |
| 1113 | ifm, filter, bias = inputs |
| 1114 | accum_dtype = args_dict["acc_type"] |
| 1115 | strides = args_dict["stride"] |
| 1116 | padding = args_dict["pad"] |
| 1117 | dilations = args_dict["dilation"] |
| 1118 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1119 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1120 | self.ser, |
| 1121 | self.rng, |
| 1122 | ifm, |
| 1123 | filter, |
| 1124 | accum_dtype, |
| 1125 | strides, |
| 1126 | padding, |
| 1127 | dilations, |
| 1128 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1129 | ) |
| 1130 | |
| 1131 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1132 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1133 | DType.INT8, |
| 1134 | DType.UINT8, |
| 1135 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1136 | qinfo = [ |
| 1137 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1138 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1139 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1140 | |
| 1141 | # Invalidate Input/Output list for error_if checks. |
| 1142 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1143 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1144 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1145 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1146 | self, error_name, input_list, output_list |
| 1147 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1148 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1149 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1150 | self.ser, |
| 1151 | validator_fcns, |
| 1152 | error_name, |
| 1153 | op=op, |
| 1154 | input_dtype=ifm.dtype, |
| 1155 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1156 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1157 | qinfo=qinfo, |
| 1158 | input_list=input_list, |
| 1159 | num_operands=num_operands, |
| 1160 | output_list=output_list, |
| 1161 | pad=padding, |
| 1162 | stride=strides, |
| 1163 | dilation=dilations, |
| 1164 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1165 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1166 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1167 | ): |
| 1168 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1169 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1170 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1171 | local_bound = False |
| 1172 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1173 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1174 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1175 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1176 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1177 | |
| 1178 | compliance = self.tensorComplianceMetaData( |
| 1179 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1180 | ) |
| 1181 | |
| 1182 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1183 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1184 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1185 | self, |
| 1186 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1187 | inputs, |
| 1188 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1189 | validator_fcns=None, |
| 1190 | error_name=None, |
| 1191 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1192 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1193 | assert len(inputs) == 3 |
| 1194 | ifm, filter, bias = inputs |
| 1195 | accum_dtype = args_dict["acc_type"] |
| 1196 | |
| 1197 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1198 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1199 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1200 | |
| 1201 | # Invalidate Input/Output list for error if checks. |
| 1202 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1203 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1204 | pCount, cCount = op["operands"] |
| 1205 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1206 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1207 | self, error_name, input_list, output_list |
| 1208 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1209 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1210 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1211 | self.ser, |
| 1212 | validator_fcns, |
| 1213 | error_name, |
| 1214 | op=op, |
| 1215 | input_shape=ifm.shape, |
| 1216 | input_dtype=ifm.dtype, |
| 1217 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1218 | output_shape=result_tensor.shape, |
| 1219 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1220 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1221 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1222 | input_list=input_list, |
| 1223 | output_list=output_list, |
| 1224 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1225 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1226 | ): |
| 1227 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1228 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1229 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1230 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1231 | |
| 1232 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1233 | |
| 1234 | compliance = self.tensorComplianceMetaData( |
| 1235 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1236 | ) |
| 1237 | |
| 1238 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1239 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1240 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1241 | 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] | 1242 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1243 | assert len(inputs) == 2 |
| 1244 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1245 | accum_dtype = args_dict["acc_type"] |
| 1246 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1247 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1248 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1249 | |
| 1250 | # Invalidate Input/Output list for error if checks. |
| 1251 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1252 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1253 | pCount, cCount = op["operands"] |
| 1254 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1255 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1256 | self, error_name, input_list, output_list |
| 1257 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1258 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1259 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1260 | self.ser, |
| 1261 | validator_fcns, |
| 1262 | error_name, |
| 1263 | op=op, |
| 1264 | input_shape=a.shape, |
| 1265 | input_dtype=a.dtype, |
| 1266 | input2_shape=b.shape, |
| 1267 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1268 | output_shape=result_tensor.shape, |
| 1269 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1270 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1271 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1272 | input_list=input_list, |
| 1273 | output_list=output_list, |
| 1274 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1275 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1276 | ): |
| 1277 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1278 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1279 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1280 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1281 | |
| 1282 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1283 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1284 | compliance = self.tensorComplianceMetaData( |
| 1285 | op, a.dtype, args_dict, result_tensor, error_name |
| 1286 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1287 | |
| 1288 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1289 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1290 | def build_reduce( |
| 1291 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1292 | ): |
| 1293 | assert len(inputs) == 1 |
| 1294 | a = inputs[0] |
| 1295 | axis = args_dict["axis"] |
| 1296 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1297 | |
| 1298 | # Invalidate Input/Output list for error if checks. |
| 1299 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1300 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1301 | pCount, cCount = op["operands"] |
| 1302 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1303 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1304 | self, error_name, input_list, output_list |
| 1305 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1306 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1307 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1308 | self.ser, |
| 1309 | validator_fcns, |
| 1310 | error_name, |
| 1311 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1312 | axis=axis, |
| 1313 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1314 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1315 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1316 | output_dtype=result_tensor.dtype, |
| 1317 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1318 | input_list=input_list, |
| 1319 | output_list=output_list, |
| 1320 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1321 | ): |
| 1322 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1323 | |
| 1324 | attr = ts.TosaSerializerAttribute() |
| 1325 | attr.AxisAttribute(axis) |
| 1326 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1327 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1328 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1329 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1330 | # Number of products - needed for compliance |
| 1331 | args_dict["n"] = a.shape[axis] |
| 1332 | |
| 1333 | compliance = self.tensorComplianceMetaData( |
| 1334 | op, a.dtype, args_dict, result_tensor, error_name |
| 1335 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1336 | |
| 1337 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1338 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1339 | def build_clamp( |
| 1340 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1341 | ): |
| 1342 | assert len(inputs) == 1 |
| 1343 | a = inputs[0] |
| 1344 | |
| 1345 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1346 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1347 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1348 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1349 | if error_name == ErrorIf.MaxSmallerMin: |
| 1350 | # Make sure the numbers are different to invoke this error |
| 1351 | while v[0] == v[1]: |
| 1352 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1353 | max_val = min(v) |
| 1354 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1355 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1356 | max_val = max(v) |
| 1357 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1358 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1359 | # Invalidate Input/Output list for error if checks. |
| 1360 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1361 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1362 | pCount, cCount = op["operands"] |
| 1363 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1364 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1365 | self, error_name, input_list, output_list |
| 1366 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1367 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1368 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1369 | self.ser, |
| 1370 | validator_fcns, |
| 1371 | error_name, |
| 1372 | op=op, |
| 1373 | max_val=max_val, |
| 1374 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1375 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1376 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1377 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1378 | output_dtype=result_tensor.dtype, |
| 1379 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1380 | input_list=input_list, |
| 1381 | output_list=output_list, |
| 1382 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1383 | ): |
| 1384 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1385 | |
| 1386 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1387 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1388 | if a.dtype == DType.FP16: |
| 1389 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1390 | min_val = min_val.astype(np.float32) |
| 1391 | max_val = max_val.astype(np.float32) |
| 1392 | |
| 1393 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1394 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1395 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1396 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1397 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1398 | |
| 1399 | compliance = self.tensorComplianceMetaData( |
| 1400 | op, a.dtype, args_dict, result_tensor, error_name |
| 1401 | ) |
| 1402 | |
| 1403 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1404 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1405 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1406 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1407 | attr = ts.TosaSerializerAttribute() |
| 1408 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1409 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1410 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1411 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1412 | return result_tens |
| 1413 | |
| 1414 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1415 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1416 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1417 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1418 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1419 | return result_tens |
| 1420 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1421 | def build_activation( |
| 1422 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1423 | ): |
| 1424 | assert len(inputs) == 1 |
| 1425 | a = inputs[0] |
| 1426 | |
| 1427 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1428 | |
| 1429 | # Invalidate Input/Output list for error if checks. |
| 1430 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1431 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1432 | pCount, cCount = op["operands"] |
| 1433 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1434 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1435 | self, error_name, input_list, output_list |
| 1436 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1437 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1438 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1439 | self.ser, |
| 1440 | validator_fcns, |
| 1441 | error_name, |
| 1442 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1443 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1444 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1445 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1446 | output_dtype=result_tensor.dtype, |
| 1447 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1448 | input_list=input_list, |
| 1449 | output_list=output_list, |
| 1450 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1451 | ): |
| 1452 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1453 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1454 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1455 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1456 | compliance = self.tensorComplianceMetaData( |
| 1457 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1458 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1459 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1460 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1461 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1462 | def build_concat( |
| 1463 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1464 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1465 | if op["op"] == Op.CONCAT_SHAPE: |
| 1466 | axis = 0 |
| 1467 | else: |
| 1468 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1469 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1470 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1471 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1472 | result_tensor = OutputShaper.concatOp( |
| 1473 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1474 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1475 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1476 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1477 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1478 | input_tensor_names.append(tensor.name) |
| 1479 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1480 | # Invalidate Input/Output list for error if checks. |
| 1481 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1482 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1483 | pCount, cCount = op["operands"] |
| 1484 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1485 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1486 | self, error_name, input_list, output_list |
| 1487 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1488 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1489 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1490 | self.ser, |
| 1491 | validator_fcns, |
| 1492 | error_name, |
| 1493 | op=op, |
| 1494 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1495 | input_shape=inputs[0].shape, |
| 1496 | output_shape=result_tensor.shape, |
| 1497 | input_dtype=inputs[0].dtype, |
| 1498 | output_dtype=result_tensor.dtype, |
| 1499 | inputs=inputs, |
| 1500 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1501 | input_list=input_list, |
| 1502 | output_list=output_list, |
| 1503 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1504 | ): |
| 1505 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1506 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1507 | if op["op"] == Op.CONCAT: |
| 1508 | attr = ts.TosaSerializerAttribute() |
| 1509 | attr.AxisAttribute(axis) |
| 1510 | else: |
| 1511 | assert op["op"] == Op.CONCAT_SHAPE |
| 1512 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1513 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1514 | |
| 1515 | compliance = self.tensorComplianceMetaData( |
| 1516 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1517 | ) |
| 1518 | |
| 1519 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1520 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1521 | def build_pad( |
| 1522 | self, |
| 1523 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1524 | inputs, |
| 1525 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1526 | validator_fcns=None, |
| 1527 | error_name=None, |
| 1528 | qinfo=None, |
| 1529 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1530 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1531 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1532 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1533 | padding = args_dict["pad"] |
| 1534 | pad_const_int = args_dict["pad_const_int"] |
| 1535 | pad_const_float = args_dict["pad_const_fp"] |
| 1536 | |
| 1537 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1538 | |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1539 | # write empty padding into PadAttribute to ensure inputs[1] is used |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1540 | attr = ts.TosaSerializerAttribute() |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1541 | attr.PadAttribute(self.ser.builder, [], pad_const_int, pad_const_float) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1542 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1543 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1544 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1545 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1546 | pCount, cCount = op["operands"] |
| 1547 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1548 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1549 | self, error_name, input_list, output_list |
| 1550 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1551 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1552 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1553 | self.ser, |
| 1554 | validator_fcns, |
| 1555 | error_name, |
| 1556 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1557 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1558 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1559 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1560 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1561 | pad=padding, |
| 1562 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1563 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1564 | input_list=input_list, |
| 1565 | output_list=output_list, |
| 1566 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1567 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1568 | ): |
| 1569 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1570 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1571 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1572 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1573 | compliance = self.tensorComplianceMetaData( |
| 1574 | op, a.dtype, args_dict, result_tensor, error_name |
| 1575 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1576 | |
| 1577 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1578 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1579 | def build_dim( |
| 1580 | self, |
| 1581 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1582 | inputs, |
| 1583 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1584 | validator_fcns=None, |
| 1585 | error_name=None, |
| 1586 | qinfo=None, |
| 1587 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1588 | assert len(inputs) == 1 |
| 1589 | a = inputs[0] |
| 1590 | axis = args_dict["axis"] |
| 1591 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1592 | |
| 1593 | # Invalidate Input/Output list for error if checks. |
| 1594 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1595 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1596 | pCount, cCount = op["operands"] |
| 1597 | num_operands = pCount + cCount |
| 1598 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1599 | self, error_name, input_list, output_list |
| 1600 | ) |
| 1601 | |
| 1602 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1603 | self.ser, |
| 1604 | validator_fcns, |
| 1605 | error_name, |
| 1606 | op=op, |
| 1607 | axis=axis, |
| 1608 | input_shape=a.shape, |
| 1609 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1610 | output_shape=result_tensor.shape, |
| 1611 | output_dtype=result_tensor.dtype, |
| 1612 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1613 | input_list=input_list, |
| 1614 | output_list=output_list, |
| 1615 | num_operands=num_operands, |
| 1616 | ): |
| 1617 | return None |
| 1618 | |
| 1619 | attr = ts.TosaSerializerAttribute() |
| 1620 | attr.AxisAttribute(axis) |
| 1621 | |
| 1622 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1623 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1624 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1625 | def build_reshape( |
| 1626 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1627 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1628 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1629 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1630 | shape = inputs[1] |
| 1631 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1632 | result_tensor = OutputShaper.reshapeOp( |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1633 | self.ser, self.rng, a, shape_attr, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1634 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1635 | |
| 1636 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1637 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1638 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1639 | pCount, cCount = op["operands"] |
| 1640 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1641 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1642 | self, error_name, input_list, output_list |
| 1643 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1644 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1645 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1646 | self.ser, |
| 1647 | validator_fcns, |
| 1648 | error_name, |
| 1649 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1650 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1651 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1652 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1653 | output_dtype=result_tensor.dtype, |
| 1654 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1655 | input_list=input_list, |
| 1656 | output_list=output_list, |
| 1657 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1658 | ): |
| 1659 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1660 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1661 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1662 | |
| 1663 | compliance = self.tensorComplianceMetaData( |
| 1664 | op, a.dtype, args_dict, result_tensor, error_name |
| 1665 | ) |
| 1666 | |
| 1667 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1668 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1669 | def build_reverse( |
| 1670 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1671 | ): |
| 1672 | assert len(inputs) == 1 |
| 1673 | a = inputs[0] |
| 1674 | axis = args_dict["axis"] |
| 1675 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1676 | |
| 1677 | # Invalidate Input/Output list for error if checks. |
| 1678 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1679 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1680 | pCount, cCount = op["operands"] |
| 1681 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1682 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1683 | self, error_name, input_list, output_list |
| 1684 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1685 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1686 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1687 | self.ser, |
| 1688 | validator_fcns, |
| 1689 | error_name, |
| 1690 | op=op, |
| 1691 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1692 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1693 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1694 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1695 | output_dtype=result_tensor.dtype, |
| 1696 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1697 | input_list=input_list, |
| 1698 | output_list=output_list, |
| 1699 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1700 | ): |
| 1701 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1702 | |
| 1703 | attr = ts.TosaSerializerAttribute() |
| 1704 | attr.AxisAttribute(axis) |
| 1705 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1706 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1707 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1708 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1709 | def build_transpose( |
| 1710 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1711 | ): |
| 1712 | assert len(inputs) == 1 |
| 1713 | a = inputs[0] |
| 1714 | perms = args_dict["perms"] |
| 1715 | |
| 1716 | result_tensor = OutputShaper.transposeOp( |
| 1717 | self.ser, self.rng, a, perms, error_name |
| 1718 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1719 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1720 | attr = ts.TosaSerializerAttribute() |
| 1721 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1722 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1723 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1724 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1725 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1726 | pCount, cCount = op["operands"] |
| 1727 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1728 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1729 | self, error_name, input_list, output_list |
| 1730 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1731 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1732 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1733 | self.ser, |
| 1734 | validator_fcns, |
| 1735 | error_name, |
| 1736 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1737 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1738 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1739 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1740 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1741 | output_dtype=result_tensor.dtype, |
| 1742 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1743 | input_list=input_list, |
| 1744 | output_list=output_list, |
| 1745 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1746 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1747 | ): |
| 1748 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1749 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1750 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1751 | |
| 1752 | compliance = self.tensorComplianceMetaData( |
| 1753 | op, a.dtype, args_dict, result_tensor, error_name |
| 1754 | ) |
| 1755 | |
| 1756 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1757 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1758 | def build_slice( |
| 1759 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1760 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1761 | assert len(inputs) == 3 |
| 1762 | a, start_var, size_var = inputs |
| 1763 | start_const = args_dict["start"] |
| 1764 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1765 | |
| 1766 | result_tensor = OutputShaper.sliceOp( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1767 | self.ser, self.rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1768 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1769 | |
| 1770 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1771 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1772 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1773 | pCount, cCount = op["operands"] |
| 1774 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1775 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1776 | self, error_name, input_list, output_list |
| 1777 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1778 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1779 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1780 | self.ser, |
| 1781 | validator_fcns, |
| 1782 | error_name, |
| 1783 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1784 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1785 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1786 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1787 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1788 | start=start_const, |
| 1789 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1790 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1791 | input_list=input_list, |
| 1792 | output_list=output_list, |
| 1793 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1794 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1795 | ): |
| 1796 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1797 | |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1798 | # TODO remove the slice attribute once shape dynamism support is mature. |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1799 | attr = ts.TosaSerializerAttribute() |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1800 | attr.SliceAttribute(start_const, size_const) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1801 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1802 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1803 | |
| 1804 | compliance = self.tensorComplianceMetaData( |
| 1805 | op, a.dtype, args_dict, result_tensor, error_name |
| 1806 | ) |
| 1807 | |
| 1808 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1809 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1810 | def build_tile( |
| 1811 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1812 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1813 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1814 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1815 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1816 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1817 | result_tensor = OutputShaper.tileOp( |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1818 | self.ser, self.rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1819 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1820 | |
| 1821 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1822 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1823 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1824 | pCount, cCount = op["operands"] |
| 1825 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1826 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1827 | self, error_name, input_list, output_list |
| 1828 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1829 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1830 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1831 | self.ser, |
| 1832 | validator_fcns, |
| 1833 | error_name, |
| 1834 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1835 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1836 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1837 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1838 | output_dtype=result_tensor.dtype, |
| 1839 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1840 | input_list=input_list, |
| 1841 | output_list=output_list, |
| 1842 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1843 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1844 | ): |
| 1845 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1846 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1847 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1848 | |
| 1849 | compliance = self.tensorComplianceMetaData( |
| 1850 | op, a.dtype, args_dict, result_tensor, error_name |
| 1851 | ) |
| 1852 | |
| 1853 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1854 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1855 | def build_gather( |
| 1856 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1857 | ): |
| 1858 | assert len(inputs) == 2 |
| 1859 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1860 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1861 | result_tensor = OutputShaper.gatherOp( |
| 1862 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1863 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1864 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1865 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1866 | input_list = [values.name, indices.name] |
| 1867 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1868 | pCount, cCount = op["operands"] |
| 1869 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1870 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1871 | self, error_name, input_list, output_list |
| 1872 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1873 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1874 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1875 | self.ser, |
| 1876 | validator_fcns, |
| 1877 | error_name, |
| 1878 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1879 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1880 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1881 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1882 | output_dtype=result_tensor.dtype, |
| 1883 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1884 | input_list=input_list, |
| 1885 | output_list=output_list, |
| 1886 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1887 | ): |
| 1888 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1889 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1890 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1891 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1892 | compliance = self.tensorComplianceMetaData( |
| 1893 | op, values.dtype, args_dict, result_tensor, error_name |
| 1894 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1895 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1896 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1897 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1898 | def build_scatter( |
| 1899 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1900 | ): |
| 1901 | assert len(inputs) == 3 |
| 1902 | values_in, indices, input = inputs |
| 1903 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1904 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1905 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1906 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1907 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1908 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1909 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1910 | pCount, cCount = op["operands"] |
| 1911 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1912 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1913 | self, error_name, input_list, output_list |
| 1914 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1915 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1916 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1917 | self.ser, |
| 1918 | validator_fcns, |
| 1919 | error_name, |
| 1920 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1921 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1922 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1923 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1924 | output_dtype=result_tensor.dtype, |
| 1925 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1926 | input_list=input_list, |
| 1927 | output_list=output_list, |
| 1928 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1929 | ): |
| 1930 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1931 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1932 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1933 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1934 | compliance = self.tensorComplianceMetaData( |
| 1935 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1936 | ) |
| 1937 | |
| 1938 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1939 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1940 | def build_resize( |
| 1941 | self, |
| 1942 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1943 | inputs, |
| 1944 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1945 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1946 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1947 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1948 | ): |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1949 | assert len(inputs) == 1 |
| 1950 | input = inputs[0] |
| 1951 | mode = args_dict["mode"] |
| 1952 | scale = args_dict["scale"] |
| 1953 | offset = args_dict["offset"] |
| 1954 | border = args_dict["border"] |
| 1955 | output_dtype = args_dict["output_dtype"] |
| 1956 | |
| 1957 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1958 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1959 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1960 | input, |
| 1961 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1962 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1963 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1964 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1965 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1966 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1967 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1968 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1969 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1970 | # Invalidate Input/Output list for error if checks. |
| 1971 | input_list = [input.name] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1972 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1973 | pCount, cCount = op["operands"] |
| 1974 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1975 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1976 | self, error_name, input_list, output_list |
| 1977 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1978 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1979 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1980 | self.ser, |
| 1981 | validator_fcns, |
| 1982 | error_name, |
| 1983 | op=op, |
| 1984 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1985 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1986 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1987 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1988 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1989 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1990 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1991 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1992 | input_list=input_list, |
| 1993 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1994 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1995 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1996 | ): |
| 1997 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1998 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1999 | attr = ts.TosaSerializerAttribute() |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2000 | attr.ResizeAttribute(scale, offset, border, mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2001 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2002 | |
| 2003 | compliance = self.tensorComplianceMetaData( |
| 2004 | op, input.dtype, args_dict, result_tensor, error_name |
| 2005 | ) |
| 2006 | |
| 2007 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2008 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2009 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 2010 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 2011 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2012 | self.ser.addOperator( |
| 2013 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 2014 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2015 | return result_tens |
| 2016 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2017 | def build_const( |
| 2018 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2019 | ): |
| 2020 | assert len(inputs) == 1 |
| 2021 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2022 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2023 | |
| 2024 | compliance = self.tensorComplianceMetaData( |
| 2025 | op, val.dtype, args_dict, val, error_name |
| 2026 | ) |
| 2027 | |
| 2028 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2029 | |
| 2030 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2031 | def build_cast( |
| 2032 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2033 | ): |
| 2034 | assert len(inputs) == 1 |
| 2035 | val = inputs[0] |
| 2036 | out_dtype = args_dict["out_type"] |
| 2037 | |
| 2038 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2039 | self.ser, self.rng, val, out_dtype, error_name |
| 2040 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2041 | |
| 2042 | # Invalidate Input/Output list for error if checks. |
| 2043 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2044 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2045 | pCount, cCount = op["operands"] |
| 2046 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2047 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2048 | self, error_name, input_list, output_list |
| 2049 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2050 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2051 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2052 | self.ser, |
| 2053 | validator_fcns, |
| 2054 | error_name, |
| 2055 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2056 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2057 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2058 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2059 | output_dtype=result_tensor.dtype, |
| 2060 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2061 | input_list=input_list, |
| 2062 | output_list=output_list, |
| 2063 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2064 | ): |
| 2065 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2066 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2067 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2068 | |
| 2069 | compliance = self.tensorComplianceMetaData( |
| 2070 | op, val.dtype, args_dict, result_tensor, error_name |
| 2071 | ) |
| 2072 | |
| 2073 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2074 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2075 | def build_rescale( |
| 2076 | self, |
| 2077 | op, |
| 2078 | val, |
| 2079 | out_dtype, |
| 2080 | scale32, |
| 2081 | double_round, |
| 2082 | per_channel, |
| 2083 | validator_fcns, |
| 2084 | error_name, |
| 2085 | ): |
| 2086 | result_tens = OutputShaper.typeConversionOp( |
| 2087 | self.ser, self.rng, val, out_dtype, error_name |
| 2088 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2089 | |
| 2090 | if per_channel: |
| 2091 | nc = val.shape[-1] |
| 2092 | else: |
| 2093 | nc = 1 |
| 2094 | |
| 2095 | in_type_width = self.typeWidth(val.dtype) |
| 2096 | out_type_width = self.typeWidth(out_dtype) |
| 2097 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2098 | input_unsigned = False |
| 2099 | output_unsigned = False |
| 2100 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2101 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2102 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2103 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2104 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2105 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2106 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2107 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2108 | elif error_name in [ |
| 2109 | ErrorIf.InputZeroPointNotZero, |
| 2110 | ErrorIf.U16InputZeroPointNotValid, |
| 2111 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2112 | input_zp = self.randInt(-128, 128) |
| 2113 | if input_zp == 0: |
| 2114 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2115 | in_type_width += 1 |
| 2116 | elif val.dtype == DType.UINT16: |
| 2117 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 2118 | input_zp = self.rng.choice([0, 32768]) |
| 2119 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2120 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2121 | else: |
| 2122 | input_zp = 0 |
| 2123 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2124 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2125 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2126 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2127 | elif out_dtype == DType.UINT8: |
| 2128 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2129 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2130 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2131 | elif error_name in [ |
| 2132 | ErrorIf.OutputZeroPointNotZero, |
| 2133 | ErrorIf.U16OutputZeroPointNotValid, |
| 2134 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2135 | output_zp = self.randInt(-128, 128) |
| 2136 | if output_zp == 0: |
| 2137 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2138 | out_type_width += 1 |
| 2139 | elif out_dtype == DType.UINT16: |
| 2140 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2141 | output_zp = self.rng.choice([0, 32768]) |
| 2142 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2143 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2144 | else: |
| 2145 | output_zp = 0 |
| 2146 | |
| 2147 | # Calculate scale based on: |
| 2148 | # scale = a *(2^output_width)/(2^input_width)) |
| 2149 | |
| 2150 | a = np.float32(self.rng.random(size=[nc])) |
| 2151 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2152 | |
| 2153 | if scale32: |
| 2154 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2155 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2156 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2157 | else: |
| 2158 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2159 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2160 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2161 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2162 | |
| 2163 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2164 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2165 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2166 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2167 | |
| 2168 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2169 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2170 | scale_arr[i], scale32 |
| 2171 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2172 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2173 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2174 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2175 | # 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] | 2176 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2177 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2178 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2179 | assert val.placeholderFilename |
| 2180 | values = np.load( |
| 2181 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2182 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2183 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2184 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2185 | 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] | 2186 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2187 | # Check we can safely convert to the expected dtype |
| 2188 | assert ( |
| 2189 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2190 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2191 | ) |
| 2192 | |
| 2193 | # Force casting to output datatype |
| 2194 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2195 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2196 | if not np.all(np.array_equal(values, val_adj)): |
| 2197 | # Values changed so overwrite file with new values |
| 2198 | np.save( |
| 2199 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2200 | val_adj, |
| 2201 | False, |
| 2202 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2203 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2204 | # Invalidate Input/Output list for error if checks. |
| 2205 | input_list = [val.name] |
| 2206 | output_list = [result_tens.name] |
| 2207 | pCount, cCount = op["operands"] |
| 2208 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2209 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2210 | self, error_name, input_list, output_list |
| 2211 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2212 | |
| 2213 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2214 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2215 | self.ser, |
| 2216 | validator_fcns, |
| 2217 | error_name, |
| 2218 | op=op, |
| 2219 | input_dtype=val.dtype, |
| 2220 | output_dtype=out_dtype, |
| 2221 | input_shape=val.shape, |
| 2222 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2223 | scale32=scale32, |
| 2224 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2225 | input_list=input_list, |
| 2226 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2227 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2228 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2229 | ): |
| 2230 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2231 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2232 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2233 | attr.RescaleAttribute( |
| 2234 | input_zp, |
| 2235 | output_zp, |
| 2236 | multiplier_arr, |
| 2237 | shift_arr, |
| 2238 | scale32, |
| 2239 | double_round, |
| 2240 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2241 | input_unsigned, |
| 2242 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2243 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2244 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2245 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2246 | return result_tens |
| 2247 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2248 | def _get_condition_tensor(self, op, cond, error_name): |
| 2249 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2250 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2251 | else: |
| 2252 | cond_type = DType.BOOL |
| 2253 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2254 | choice = self.rng.choice([1, 2]) |
| 2255 | if choice == 1: |
| 2256 | cond_shape = [2] |
| 2257 | else: |
| 2258 | cond_shape = [1, 2] |
| 2259 | else: |
| 2260 | # Must be of size 1 (rank 0) |
| 2261 | cond_shape = [] |
| 2262 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2263 | return cond_tens |
| 2264 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2265 | def build_cond_if_const( |
| 2266 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2267 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2268 | # 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] | 2269 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2270 | # and fill them with const nodes for the body. |
| 2271 | |
| 2272 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2273 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2274 | |
| 2275 | # Make then/else tensors |
| 2276 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2277 | |
| 2278 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2279 | if error_name in [ |
| 2280 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2281 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2282 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2283 | incorrect_shape = deepcopy(then_tens.shape) |
| 2284 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2285 | incorrect_shape[i] += ( |
| 2286 | self.rng.choice([-3, -2, 2, 3]) |
| 2287 | if incorrect_shape[i] > 3 |
| 2288 | else self.rng.choice([1, 2, 4]) |
| 2289 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2290 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2291 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2292 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2293 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2294 | |
| 2295 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2296 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2297 | |
| 2298 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2299 | then_block = "THEN_BLOCK" |
| 2300 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2301 | attr = ts.TosaSerializerAttribute() |
| 2302 | attr.CondIfAttribute(then_block, else_block) |
| 2303 | |
| 2304 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2305 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2306 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2307 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2308 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2309 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2310 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2311 | else: |
| 2312 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2313 | self.ser.addOutputTensor(then_tens) |
| 2314 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2315 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2316 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2317 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2318 | else: |
| 2319 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2320 | self.ser.addOutputTensor(else_tens) |
| 2321 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2322 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2323 | self.ser, |
| 2324 | validator_fcns, |
| 2325 | error_name, |
| 2326 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2327 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2328 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2329 | ): |
| 2330 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2331 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2332 | return result_tens |
| 2333 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2334 | def build_cond_if_binary( |
| 2335 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2336 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2337 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2338 | # alternately add or subtract them based on the condition |
| 2339 | |
| 2340 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2341 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2342 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2343 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2344 | |
| 2345 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2346 | then_block = "THEN_BLOCK" |
| 2347 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2348 | attr = ts.TosaSerializerAttribute() |
| 2349 | attr.CondIfAttribute(then_block, else_block) |
| 2350 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2351 | if error_name in [ |
| 2352 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2353 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2354 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2355 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2356 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2357 | incorrect_shape = a.shape.copy() |
| 2358 | for i in range(len(incorrect_shape)): |
| 2359 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2360 | incorrect_block_input = deepcopy(a) |
| 2361 | incorrect_block_input.shape = incorrect_shape |
| 2362 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2363 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2364 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2365 | 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] | 2366 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2367 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2368 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2369 | then_op, else_op = Op.ADD, Op.SUB |
| 2370 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2371 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2372 | else: |
| 2373 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2374 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2375 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2376 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2377 | if ( |
| 2378 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2379 | and block == then_block |
| 2380 | ) or ( |
| 2381 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2382 | and block == else_block |
| 2383 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2384 | self.ser.addInputTensor(incorrect_block_input) |
| 2385 | self.ser.addInputTensor(b) |
| 2386 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2387 | elif ( |
| 2388 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2389 | and block == then_block |
| 2390 | ) or ( |
| 2391 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2392 | and block == else_block |
| 2393 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2394 | self.ser.addInputTensor(a) |
| 2395 | self.ser.addInputTensor(b) |
| 2396 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2397 | else: |
| 2398 | self.ser.addInputTensor(a) |
| 2399 | self.ser.addInputTensor(b) |
| 2400 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2401 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2402 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2403 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2404 | self.ser, |
| 2405 | validator_fcns, |
| 2406 | error_name, |
| 2407 | op=op, |
| 2408 | a=a, |
| 2409 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2410 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2411 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2412 | ): |
| 2413 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2414 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2415 | return result_tens |
| 2416 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2417 | 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] | 2418 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2419 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2420 | cond_block = "COND_BLOCK" |
| 2421 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2422 | |
| 2423 | attr = ts.TosaSerializerAttribute() |
| 2424 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2425 | |
| 2426 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2427 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2428 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2429 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2430 | |
| 2431 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2432 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2433 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2434 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2435 | incorrect_acc = deepcopy(acc) |
| 2436 | for i in range(len(incorrect_acc.shape)): |
| 2437 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2438 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2439 | else: |
| 2440 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2441 | |
| 2442 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2443 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2444 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2445 | [iter.name, a.name, acc.name], |
| 2446 | [iter_out.name, a_out.name, acc_out.name], |
| 2447 | attr, |
| 2448 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2449 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2450 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2451 | if error_name in [ |
| 2452 | ErrorIf.InputListCondGraphMismatch, |
| 2453 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2454 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2455 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2456 | incorrect_iter = deepcopy(iter) |
| 2457 | for i in range(len(incorrect_iter.shape)): |
| 2458 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2459 | if len(incorrect_iter.shape) == 0: |
| 2460 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2461 | |
| 2462 | incorrect_acc = deepcopy(acc) |
| 2463 | for i in range(len(incorrect_acc.shape)): |
| 2464 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2465 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2466 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2467 | self.ser.addBasicBlock(cond_block) |
| 2468 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2469 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2470 | self.ser.addInputTensor(incorrect_iter) |
| 2471 | self.ser.addInputTensor(a) |
| 2472 | self.ser.addInputTensor(incorrect_acc) |
| 2473 | else: |
| 2474 | self.ser.addInputTensor(iter) |
| 2475 | self.ser.addInputTensor(a) |
| 2476 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2477 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2478 | |
| 2479 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2480 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2481 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2482 | cond_type = DType.BOOL |
| 2483 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2484 | choice = self.rng.choice([1, 2]) |
| 2485 | if choice == 1: |
| 2486 | cond_shape = [3] |
| 2487 | else: |
| 2488 | cond_shape = [1, 2] |
| 2489 | else: |
| 2490 | cond_shape = [] |
| 2491 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2492 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2493 | 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] | 2494 | |
| 2495 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2496 | # 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] | 2497 | self.ser.addBasicBlock(body_block) |
| 2498 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2499 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2500 | self.ser.addInputTensor(incorrect_iter) |
| 2501 | self.ser.addInputTensor(a) |
| 2502 | self.ser.addInputTensor(incorrect_acc) |
| 2503 | else: |
| 2504 | self.ser.addInputTensor(iter) |
| 2505 | self.ser.addInputTensor(a) |
| 2506 | self.ser.addInputTensor(acc) |
| 2507 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2508 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2509 | |
| 2510 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2511 | iter_body_out = self.ser.addIntermediate( |
| 2512 | incorrect_iter.shape, incorrect_iter.dtype |
| 2513 | ) |
| 2514 | acc_body_out = self.ser.addIntermediate( |
| 2515 | incorrect_acc.shape, incorrect_acc.dtype |
| 2516 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2517 | else: |
| 2518 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2519 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2520 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2521 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2522 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2523 | self.ser.addOutputTensor(iter_body_out) |
| 2524 | self.ser.addOutputTensor(a) |
| 2525 | self.ser.addOutputTensor(acc_body_out) |
| 2526 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2527 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2528 | self.ser, |
| 2529 | validator_fcns, |
| 2530 | error_name, |
| 2531 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2532 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2533 | ): |
| 2534 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2535 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2536 | return acc_out |
| 2537 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2538 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2539 | self, |
| 2540 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2541 | inputs, |
| 2542 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2543 | validator_fcns=None, |
| 2544 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2545 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2546 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2547 | assert len(inputs) == 2 |
| 2548 | val1, val2 = inputs |
| 2549 | inverse = args_dict["inverse"] |
| 2550 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2551 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2552 | |
| 2553 | input_names = [val1.name, val2.name] |
| 2554 | pCount, cCount = op["operands"] |
| 2555 | num_operands = pCount + cCount |
| 2556 | |
| 2557 | output_names = [res.name for res in results] |
| 2558 | output_shapes = [res.shape for res in results] |
| 2559 | output_dtypes = [res.dtype for res in results] |
| 2560 | |
| 2561 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2562 | self, error_name, input_names, output_names |
| 2563 | ) |
| 2564 | |
| 2565 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2566 | self.ser, |
| 2567 | validator_fcns, |
| 2568 | error_name, |
| 2569 | op=op, |
| 2570 | inverse=inverse, |
| 2571 | input1=val1, |
| 2572 | input2=val2, |
| 2573 | input_shape=val1.shape, |
| 2574 | input_dtype=val1.dtype, |
| 2575 | output_shape=output_shapes, |
| 2576 | output_dtype=output_dtypes, |
| 2577 | result_tensors=results, |
| 2578 | input_list=input_names, |
| 2579 | output_list=output_names, |
| 2580 | num_operands=num_operands, |
| 2581 | ): |
| 2582 | return None |
| 2583 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2584 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2585 | local_bound = False |
| 2586 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2587 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2588 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2589 | |
| 2590 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2591 | |
| 2592 | compliance = [] |
| 2593 | for res in results: |
| 2594 | compliance.append( |
| 2595 | self.tensorComplianceMetaData( |
| 2596 | op, val1.dtype, args_dict, res, error_name |
| 2597 | ) |
| 2598 | ) |
| 2599 | |
| 2600 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2601 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2602 | def build_rfft2d( |
| 2603 | self, |
| 2604 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2605 | inputs, |
| 2606 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2607 | validator_fcns=None, |
| 2608 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2609 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2610 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2611 | assert len(inputs) == 1 |
| 2612 | val = inputs[0] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2613 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2614 | |
| 2615 | input_names = [val.name] |
| 2616 | pCount, cCount = op["operands"] |
| 2617 | num_operands = pCount + cCount |
| 2618 | |
| 2619 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2620 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2621 | output_dtypes = [res.dtype for res in results] |
| 2622 | |
| 2623 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2624 | self, error_name, input_names, output_names |
| 2625 | ) |
| 2626 | |
| 2627 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2628 | self.ser, |
| 2629 | validator_fcns, |
| 2630 | error_name, |
| 2631 | op=op, |
| 2632 | input_shape=val.shape, |
| 2633 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2634 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2635 | output_dtype=output_dtypes, |
| 2636 | result_tensors=results, |
| 2637 | input_list=input_names, |
| 2638 | output_list=output_names, |
| 2639 | num_operands=num_operands, |
| 2640 | ): |
| 2641 | return None |
| 2642 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2643 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2644 | local_bound = False |
| 2645 | |
| 2646 | attr = ts.TosaSerializerAttribute() |
| 2647 | attr.RFFTAttribute(local_bound) |
| 2648 | |
| 2649 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2650 | |
| 2651 | compliance = [] |
| 2652 | for res in results: |
| 2653 | compliance.append( |
| 2654 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2655 | ) |
| 2656 | |
| 2657 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2658 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2659 | def build_shape_op( |
| 2660 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2661 | ): |
| 2662 | assert len(inputs) == 2 |
| 2663 | a, b = inputs |
| 2664 | |
| 2665 | result_tensor = OutputShaper.addShapeOp(self.ser, self.rng, a, b, error_name) |
| 2666 | |
| 2667 | # Invalidate Input/Output list for error if checks. |
| 2668 | input_list = [a.name, b.name] |
| 2669 | output_list = [result_tensor.name] |
| 2670 | pCount, cCount = op["operands"] |
| 2671 | num_operands = pCount + cCount |
| 2672 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2673 | self, error_name, input_list, output_list |
| 2674 | ) |
| 2675 | |
| 2676 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2677 | self.ser, |
| 2678 | validator_fcns, |
| 2679 | error_name, |
| 2680 | op=op, |
| 2681 | input1=a, |
| 2682 | input2=b, |
| 2683 | input_shape=a.shape, |
| 2684 | input_dtype=a.dtype, |
| 2685 | output_shape=result_tensor.shape, |
| 2686 | output_dtype=result_tensor.dtype, |
| 2687 | result_tensors=[result_tensor], |
| 2688 | input_list=input_list, |
| 2689 | output_list=output_list, |
| 2690 | num_operands=num_operands, |
| 2691 | ): |
| 2692 | return None |
| 2693 | |
| 2694 | self.ser.addOperator( |
| 2695 | op["op"], |
| 2696 | input_list, |
| 2697 | output_list, |
| 2698 | ) |
| 2699 | compliance = self.tensorComplianceMetaData( |
| 2700 | op, a.dtype, args_dict, result_tensor, error_name |
| 2701 | ) |
| 2702 | |
| 2703 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2704 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2705 | def create_filter_lists( |
| 2706 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2707 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2708 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2709 | default_test_rank_range = range(1, 5) |
| 2710 | if not shapeFilter: |
| 2711 | shapeFilter = [None] |
| 2712 | |
| 2713 | # Calculate the filters based on what is requested and what the operator allows |
| 2714 | rmin, rmax = op["rank"] |
| 2715 | if rankFilter is not None: |
| 2716 | cleanRankFilter = [] |
| 2717 | # Ensure rankFilter values are allowed by operator |
| 2718 | for rank in rankFilter: |
| 2719 | if rank >= rmin and rank <= rmax: |
| 2720 | cleanRankFilter.append(rank) |
| 2721 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2722 | # Ensure default behaviour is bounded by default range or by operator, |
| 2723 | # whichever is the smaller range of ranks. |
| 2724 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2725 | cleanRankFilter = ( |
| 2726 | opRankRange |
| 2727 | if len(opRankRange) <= len(default_test_rank_range) |
| 2728 | else default_test_rank_range |
| 2729 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2730 | else: |
| 2731 | cleanRankFilter = range(rmin, rmax + 1) |
| 2732 | |
| 2733 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2734 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2735 | if dtypeFilter is not None: |
| 2736 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2737 | # Create list of operator dtypes filtered by requested dtypes |
| 2738 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2739 | if dtype in dtypeFilter or ( |
| 2740 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2741 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2742 | cleanDtypeFilter.append(dtype) |
| 2743 | else: |
| 2744 | cleanDtypeFilter = dtypes |
| 2745 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2746 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2747 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2748 | "shapeFilter": shapeFilter, |
| 2749 | "rankFilter": cleanRankFilter, |
| 2750 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2751 | } |
| 2752 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2753 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2754 | if validator is not None: |
| 2755 | validator_info = validator(check=False, op=op) |
| 2756 | else: |
| 2757 | return None |
| 2758 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2759 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2760 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2761 | # Set parameters as required |
| 2762 | if error_arguments["rank"] is not None: |
| 2763 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2764 | else: |
| 2765 | rankFilter = cleanRankFilter |
| 2766 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2767 | if error_arguments["dtype"] is not None: |
| 2768 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2769 | else: |
| 2770 | dtypeFilter = cleanDtypeFilter |
| 2771 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2772 | if error_arguments["shape"] is not None: |
| 2773 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2774 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2775 | shapeFilter = shapeFilter[ |
| 2776 | :2 |
| 2777 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2778 | |
| 2779 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2780 | "shapeFilter": shapeFilter, |
| 2781 | "rankFilter": rankFilter, |
| 2782 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2783 | } |
| 2784 | return filterDict |
| 2785 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2786 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2787 | self, |
| 2788 | opName, |
| 2789 | shapeFilter=[None], |
| 2790 | rankFilter=None, |
| 2791 | dtypeFilter=None, |
| 2792 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2793 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2794 | |
| 2795 | try: |
| 2796 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2797 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2798 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2799 | |
| 2800 | # Initialize a new random number generator |
| 2801 | self.rng = np.random.default_rng(self.random_seed) |
| 2802 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2803 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2804 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2805 | # Test list consists of a tuple of: |
| 2806 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2807 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2808 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2809 | error_if_validators = op["error_if_validators"] |
| 2810 | else: |
| 2811 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2812 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2813 | for validator in error_if_validators: |
| 2814 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2815 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2816 | else: |
| 2817 | error_name = None |
| 2818 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2819 | filterDict = self.create_filter_lists( |
| 2820 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2821 | ) |
| 2822 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2823 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2824 | cleanRankFilter = filterDict["rankFilter"] |
| 2825 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2826 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2827 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2828 | |
| 2829 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2830 | for t in cleanDtypeFilter: |
| 2831 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2832 | # Filter out by rank |
| 2833 | if shape is not None and len(shape) != r: |
| 2834 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2835 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2836 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2837 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2838 | shapeStr = self.shapeStr(shapeList[0]) |
| 2839 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2840 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2841 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2842 | argList = [] |
| 2843 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2844 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2845 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2846 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2847 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2848 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2849 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2850 | if argStr: |
| 2851 | testStr = "{}_{}_{}_{}".format( |
| 2852 | opName, shapeStr, typeStr, argStr |
| 2853 | ) |
| 2854 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2855 | testStr = "{}_{}_{}".format( |
| 2856 | opName, shapeStr, typeStr |
| 2857 | ) |
| 2858 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2859 | if argStr: |
| 2860 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2861 | opName, error_name, shapeStr, typeStr, argStr |
| 2862 | ) |
| 2863 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2864 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2865 | opName, error_name, shapeStr, typeStr |
| 2866 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2867 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2868 | testList.append( |
| 2869 | (opName, testStr, t, error_name, shapeList, args) |
| 2870 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2871 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2872 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2873 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2874 | if "invalid_test_validators" in op: |
| 2875 | invalid_test_validators = op["invalid_test_validators"] |
| 2876 | clean_testList = [] |
| 2877 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2878 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2879 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2880 | if validator_fcn( |
| 2881 | opName=test[0], |
| 2882 | input_dtype=test[2], |
| 2883 | shapeList=test[4], |
| 2884 | args=test[5], |
| 2885 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2886 | remove_test = True |
| 2887 | if not remove_test: |
| 2888 | clean_testList.append(test) |
| 2889 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2890 | |
| 2891 | return testList |
| 2892 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2893 | def serializeTest( |
| 2894 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2895 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2896 | try: |
| 2897 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2898 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2899 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2900 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2901 | if self.args.verbose: |
| 2902 | print(f"Creating {testStr}") |
| 2903 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2904 | # Create a serializer |
| 2905 | self.createSerializer(opName, testStr) |
| 2906 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2907 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2908 | if "error_if_validators" in op: |
| 2909 | error_if_validators = op["error_if_validators"] |
| 2910 | else: |
| 2911 | error_if_validators = None |
| 2912 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2913 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2914 | num_operands = pCount + cCount |
| 2915 | |
| 2916 | if isinstance(dtype_or_dtypeList, list): |
| 2917 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2918 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2919 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2920 | else: |
| 2921 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2922 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2923 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2924 | assert ( |
| 2925 | len(shapeList) == num_operands |
| 2926 | ), "shapeList length {} must match number of operands {}".format( |
| 2927 | len(shapeList), num_operands |
| 2928 | ) |
| 2929 | assert ( |
| 2930 | len(dtypeList) == num_operands |
| 2931 | ), "dtypeList length {} must match number of operands {}".format( |
| 2932 | len(dtypeList), num_operands |
| 2933 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2934 | |
| 2935 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2936 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2937 | except KeyError: |
| 2938 | qgen = None |
| 2939 | |
| 2940 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2941 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2942 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2943 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2944 | else: |
| 2945 | qinfo = None |
| 2946 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2947 | # Extra meta data for the desc.json |
| 2948 | tensMeta = {} |
| 2949 | |
| 2950 | # Check we are using the new testArgs interface with an argsDict dictionary |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2951 | if isinstance(testArgs, dict): |
| 2952 | # New interface with args info in dictionary |
| 2953 | argsDict = testArgs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2954 | assert "dg_type" in argsDict |
| 2955 | tvgInfo = tvgen_fcn( |
| 2956 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2957 | ) |
| 2958 | if tvgInfo.dataGenDict: |
| 2959 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2960 | tens = tvgInfo.tensorList |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2961 | |
| 2962 | result = build_fcn( |
| 2963 | self, |
| 2964 | op, |
| 2965 | tens, |
| 2966 | argsDict, |
| 2967 | validator_fcns=error_if_validators, |
| 2968 | error_name=error_name, |
| 2969 | qinfo=qinfo, |
| 2970 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2971 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2972 | # Old interface with args info in a list |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2973 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2974 | |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2975 | try: |
| 2976 | if error_if_validators is None: |
| 2977 | if qinfo is not None: |
| 2978 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2979 | else: |
| 2980 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2981 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2982 | if qinfo is not None: |
| 2983 | result = build_fcn( |
| 2984 | self, |
| 2985 | op, |
| 2986 | *tens, |
| 2987 | *testArgs, |
| 2988 | validator_fcns=error_if_validators, |
| 2989 | error_name=error_name, |
| 2990 | qinfo=qinfo, |
| 2991 | ) |
| 2992 | else: |
| 2993 | result = build_fcn( |
| 2994 | self, |
| 2995 | op, |
| 2996 | *tens, |
| 2997 | *testArgs, |
| 2998 | validator_fcns=error_if_validators, |
| 2999 | error_name=error_name, |
| 3000 | ) |
| 3001 | except TypeError as e: |
| 3002 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
| 3003 | raise e |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3004 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3005 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3006 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3007 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3008 | # Add the compliance meta data (if any) |
| 3009 | compliance = result.getComplianceInfo() |
| 3010 | if compliance: |
| 3011 | tensMeta["compliance"] = compliance |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3012 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3013 | else: |
| 3014 | # The test is not valid |
| 3015 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3016 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3017 | def createDynamicOpLists(self): |
| 3018 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 3019 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 3020 | # Already created these lists (can occur when class is initialized more than once) |
| 3021 | return |
| 3022 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3023 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3024 | if not self.args.level8k: |
| 3025 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3026 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3027 | else: |
| 3028 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3029 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 3030 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3031 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3032 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3033 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 3034 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 3035 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3036 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3037 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3038 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 3039 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3040 | "depthwise_conv2d_TEMPLATE" |
| 3041 | ].copy() |
| 3042 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3043 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3044 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3045 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 3046 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3047 | "transpose_conv2d_TEMPLATE" |
| 3048 | ].copy() |
| 3049 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3050 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3051 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3052 | for k in KERNELS_3D: |
| 3053 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 3054 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 3055 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3056 | self.TOSA_OP_LIST[testName]["template"] = False |
| 3057 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3058 | # Delete any templates after having created any dynamic ops |
| 3059 | # This is a two-pass operation because it's bad practice to delete |
| 3060 | # keys from dictionaries while iterating |
| 3061 | keyList = [] |
| 3062 | for k in self.TOSA_OP_LIST: |
| 3063 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3064 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3065 | keyList.append(k) |
| 3066 | continue |
| 3067 | except KeyError: |
| 3068 | pass |
| 3069 | |
| 3070 | for k in keyList: |
| 3071 | del self.TOSA_OP_LIST[k] |
| 3072 | |
| 3073 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3074 | """Fill in default fields for ops if they aren't already specified. |
| 3075 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3076 | for op in self.TOSA_OP_LIST: |
| 3077 | |
| 3078 | # Required fields |
| 3079 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3080 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3081 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3082 | raise Exception( |
| 3083 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3084 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3085 | |
| 3086 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3087 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3088 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3089 | raise Exception( |
| 3090 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3091 | op |
| 3092 | ) |
| 3093 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3094 | |
| 3095 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3096 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3097 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3098 | raise Exception( |
| 3099 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3100 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3101 | |
| 3102 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3103 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3104 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3105 | raise Exception( |
| 3106 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3107 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3108 | |
| 3109 | # Put in default rank range, if missing |
| 3110 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3111 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3112 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3113 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3114 | |
| 3115 | # Tensor operator list |
| 3116 | # 'op': op name |
| 3117 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3118 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3119 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3120 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3121 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3122 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3123 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3124 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3125 | TYPE_INT_FP = [ |
| 3126 | DType.INT8, |
| 3127 | DType.INT16, |
| 3128 | DType.INT32, |
| 3129 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3130 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3131 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3132 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3133 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3134 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3135 | TYPE_FI32 = [ |
| 3136 | DType.FP32, |
| 3137 | DType.FP16, |
| 3138 | DType.BF16, |
| 3139 | DType.INT32, |
| 3140 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3141 | TYPE_FIB = [ |
| 3142 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3143 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3144 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3145 | DType.INT8, |
| 3146 | DType.INT16, |
| 3147 | DType.INT32, |
| 3148 | DType.BOOL, |
| 3149 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3150 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3151 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3152 | 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] | 3153 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3154 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3155 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3156 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3157 | [DType.INT8, DType.INT8, DType.INT32], |
| 3158 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3159 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3160 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3161 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3162 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3163 | ] |
| 3164 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3165 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3166 | |
| 3167 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3168 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3169 | "argmax": { |
| 3170 | "op": Op.ARGMAX, |
| 3171 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3172 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3173 | "build_fcn": ( |
| 3174 | build_argmax, |
| 3175 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3176 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3177 | TosaArgGen.agAxis, |
| 3178 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3179 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3180 | "error_if_validators": ( |
| 3181 | TosaErrorValidator.evAxisSmallerZero, |
| 3182 | TosaErrorValidator.evAxisLargerRank, |
| 3183 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3184 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3185 | TosaErrorValidator.evWrongRank, |
| 3186 | TosaErrorValidator.evWrongInputType, |
| 3187 | TosaErrorValidator.evWrongOutputType, |
| 3188 | TosaErrorValidator.evWrongInputList, |
| 3189 | TosaErrorValidator.evWrongOutputList, |
| 3190 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3191 | "data_gen": { |
| 3192 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3193 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3194 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3195 | "avg_pool2d": { |
| 3196 | "op": Op.AVG_POOL2D, |
| 3197 | "operands": (1, 0), |
| 3198 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3199 | "build_fcn": ( |
| 3200 | build_pool2d, |
| 3201 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3202 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3203 | TosaArgGen.agPooling, |
| 3204 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3205 | "qgen": TosaQuantGen.qgUnary, |
| 3206 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3207 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3208 | "error_if_validators": ( |
| 3209 | TosaErrorValidator.evKernelSmallerOne, |
| 3210 | TosaErrorValidator.evStrideSmallerOne, |
| 3211 | TosaErrorValidator.evPadSmallerZero, |
| 3212 | TosaErrorValidator.evWrongRank, |
| 3213 | TosaErrorValidator.evWrongInputType, |
| 3214 | TosaErrorValidator.evWrongOutputType, |
| 3215 | TosaErrorValidator.evWrongInputList, |
| 3216 | TosaErrorValidator.evWrongOutputList, |
| 3217 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3218 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3219 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3220 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3221 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame^] | 3222 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3223 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3224 | "data_gen": { |
| 3225 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3226 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3227 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3228 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3229 | "conv2d_TEMPLATE": { |
| 3230 | "op": Op.CONV2D, |
| 3231 | "operands": (1, 2), |
| 3232 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3233 | "build_fcn": ( |
| 3234 | build_conv2d, |
| 3235 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3236 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3237 | TosaArgGen.agConv, |
| 3238 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3239 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3240 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3241 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3242 | "error_if_validators": ( |
| 3243 | TosaErrorValidator.evWrongInputType, |
| 3244 | TosaErrorValidator.evWrongOutputType, |
| 3245 | TosaErrorValidator.evWrongInputList, |
| 3246 | TosaErrorValidator.evWrongOutputList, |
| 3247 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3248 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3249 | TosaErrorValidator.evPadSmallerZero, |
| 3250 | TosaErrorValidator.evStrideSmallerOne, |
| 3251 | TosaErrorValidator.evDilationSmallerOne, |
| 3252 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3253 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3254 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3255 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3256 | "data_gen": { |
| 3257 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3258 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3259 | "template": True, |
| 3260 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3261 | # Templated operator. Filled in by createDynamicOpLists |
| 3262 | "conv3d_TEMPLATE": { |
| 3263 | "op": Op.CONV3D, |
| 3264 | "operands": (1, 2), |
| 3265 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3266 | "build_fcn": ( |
| 3267 | build_conv3d, |
| 3268 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3269 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3270 | TosaArgGen.agConv, |
| 3271 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3272 | "qgen": TosaQuantGen.qgConv, |
| 3273 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3274 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3275 | "error_if_validators": ( |
| 3276 | TosaErrorValidator.evWrongInputType, |
| 3277 | TosaErrorValidator.evWrongOutputType, |
| 3278 | TosaErrorValidator.evWrongInputList, |
| 3279 | TosaErrorValidator.evWrongOutputList, |
| 3280 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3281 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3282 | TosaErrorValidator.evPadSmallerZero, |
| 3283 | TosaErrorValidator.evStrideSmallerOne, |
| 3284 | TosaErrorValidator.evDilationSmallerOne, |
| 3285 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3286 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3287 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3288 | ), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 3289 | "data_gen": { |
| 3290 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3291 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3292 | "template": True, |
| 3293 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3294 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3295 | "depthwise_conv2d_TEMPLATE": { |
| 3296 | "op": Op.DEPTHWISE_CONV2D, |
| 3297 | "operands": (1, 2), |
| 3298 | "filter": [1, 1], |
| 3299 | "rank": (4, 4), |
| 3300 | "build_fcn": ( |
| 3301 | build_depthwise_conv2d, |
| 3302 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3303 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3304 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3305 | ), |
| 3306 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3307 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3308 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3309 | "error_if_validators": ( |
| 3310 | TosaErrorValidator.evWrongInputType, |
| 3311 | TosaErrorValidator.evWrongOutputType, |
| 3312 | TosaErrorValidator.evWrongInputList, |
| 3313 | TosaErrorValidator.evWrongOutputList, |
| 3314 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3315 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3316 | TosaErrorValidator.evPadSmallerZero, |
| 3317 | TosaErrorValidator.evStrideSmallerOne, |
| 3318 | TosaErrorValidator.evDilationSmallerOne, |
| 3319 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3320 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3321 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3322 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 3323 | "data_gen": { |
| 3324 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3325 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3326 | "template": True, |
| 3327 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3328 | "fully_connected": { |
| 3329 | "op": Op.FULLY_CONNECTED, |
| 3330 | "operands": (1, 2), |
| 3331 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3332 | "build_fcn": ( |
| 3333 | build_fully_connected, |
| 3334 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3335 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3336 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3337 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3338 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3339 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3340 | "error_if_validators": ( |
| 3341 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3342 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3343 | TosaErrorValidator.evWrongRank, |
| 3344 | TosaErrorValidator.evWrongInputType, |
| 3345 | TosaErrorValidator.evWrongOutputType, |
| 3346 | TosaErrorValidator.evWrongInputList, |
| 3347 | TosaErrorValidator.evWrongOutputList, |
| 3348 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3349 | "data_gen": { |
| 3350 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3351 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3352 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3353 | "matmul": { |
| 3354 | "op": Op.MATMUL, |
| 3355 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3356 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3357 | "build_fcn": ( |
| 3358 | build_matmul, |
| 3359 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3360 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3361 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3362 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3363 | "qgen": TosaQuantGen.qgMatmul, |
| 3364 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3365 | "error_if_validators": ( |
| 3366 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3367 | TosaErrorValidator.evWrongRank, |
| 3368 | TosaErrorValidator.evWrongInputType, |
| 3369 | TosaErrorValidator.evWrongOutputType, |
| 3370 | TosaErrorValidator.evWrongInputList, |
| 3371 | TosaErrorValidator.evWrongOutputList, |
| 3372 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3373 | "data_gen": { |
| 3374 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3375 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3376 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3377 | "max_pool2d": { |
| 3378 | "op": Op.MAX_POOL2D, |
| 3379 | "operands": (1, 0), |
| 3380 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3381 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3382 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3383 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3384 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3385 | TosaArgGen.agPooling, |
| 3386 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3387 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3388 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3389 | "error_if_validators": ( |
| 3390 | TosaErrorValidator.evKernelSmallerOne, |
| 3391 | TosaErrorValidator.evStrideSmallerOne, |
| 3392 | TosaErrorValidator.evPadSmallerZero, |
| 3393 | TosaErrorValidator.evWrongRank, |
| 3394 | TosaErrorValidator.evWrongInputType, |
| 3395 | TosaErrorValidator.evWrongOutputType, |
| 3396 | TosaErrorValidator.evWrongInputList, |
| 3397 | TosaErrorValidator.evWrongOutputList, |
| 3398 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3399 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3400 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3401 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3402 | "data_gen": { |
| 3403 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3404 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3405 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3406 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3407 | "transpose_conv2d_TEMPLATE": { |
| 3408 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3409 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3410 | "rank": (4, 4), |
| 3411 | "build_fcn": ( |
| 3412 | build_transpose_conv2d, |
| 3413 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3414 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3415 | TosaArgGen.agTransposeConv2D, |
| 3416 | ), |
| 3417 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3418 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3419 | "invalid_test_validators": ( |
| 3420 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3421 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3422 | ), |
| 3423 | "error_if_validators": ( |
| 3424 | TosaErrorValidator.evWrongInputType, |
| 3425 | TosaErrorValidator.evWrongOutputType, |
| 3426 | TosaErrorValidator.evWrongInputList, |
| 3427 | TosaErrorValidator.evWrongOutputList, |
| 3428 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3429 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3430 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3431 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3432 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3433 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3434 | ), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3435 | "data_gen": { |
| 3436 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3437 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3438 | "template": True, |
| 3439 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3440 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3441 | "clamp": { |
| 3442 | "op": Op.CLAMP, |
| 3443 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3444 | "build_fcn": ( |
| 3445 | build_clamp, |
| 3446 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3447 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3448 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3449 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3450 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3451 | "error_if_validators": ( |
| 3452 | TosaErrorValidator.evMaxSmallerMin, |
| 3453 | TosaErrorValidator.evWrongInputType, |
| 3454 | TosaErrorValidator.evWrongOutputType, |
| 3455 | TosaErrorValidator.evWrongInputList, |
| 3456 | TosaErrorValidator.evWrongOutputList, |
| 3457 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3458 | "data_gen": { |
| 3459 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3460 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3461 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3462 | "sigmoid": { |
| 3463 | "op": Op.SIGMOID, |
| 3464 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3465 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3466 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3467 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3468 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3469 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3470 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3471 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3472 | "error_if_validators": ( |
| 3473 | TosaErrorValidator.evWrongInputType, |
| 3474 | TosaErrorValidator.evWrongOutputType, |
| 3475 | TosaErrorValidator.evWrongInputList, |
| 3476 | TosaErrorValidator.evWrongOutputList, |
| 3477 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3478 | "data_gen": { |
| 3479 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3480 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3481 | }, |
| 3482 | "tanh": { |
| 3483 | "op": Op.TANH, |
| 3484 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3485 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3486 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3487 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3488 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3489 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3490 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3491 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3492 | "error_if_validators": ( |
| 3493 | TosaErrorValidator.evWrongInputType, |
| 3494 | TosaErrorValidator.evWrongOutputType, |
| 3495 | TosaErrorValidator.evWrongInputList, |
| 3496 | TosaErrorValidator.evWrongOutputList, |
| 3497 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3498 | "data_gen": { |
| 3499 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3500 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3501 | "compliance": { |
| 3502 | "abs_error_lower_bound": 0.5, |
| 3503 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3504 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3505 | "erf": { |
| 3506 | "op": Op.ERF, |
| 3507 | "operands": (1, 0), |
| 3508 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3509 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3510 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3511 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3512 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3513 | ), |
| 3514 | "types": TYPE_FP, |
| 3515 | "error_if_validators": ( |
| 3516 | TosaErrorValidator.evWrongInputType, |
| 3517 | TosaErrorValidator.evWrongOutputType, |
| 3518 | TosaErrorValidator.evWrongInputList, |
| 3519 | TosaErrorValidator.evWrongOutputList, |
| 3520 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3521 | "data_gen": { |
| 3522 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3523 | }, |
| 3524 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3525 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3526 | # Elementwise Binary Operators |
| 3527 | "add": { |
| 3528 | "op": Op.ADD, |
| 3529 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3530 | "build_fcn": ( |
| 3531 | build_binary_broadcast, |
| 3532 | TosaTensorGen.tgBroadcastFuzz, |
| 3533 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3534 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3535 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3536 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3537 | "error_if_validators": ( |
| 3538 | TosaErrorValidator.evRankMismatch, |
| 3539 | TosaErrorValidator.evWrongInputType, |
| 3540 | TosaErrorValidator.evWrongOutputType, |
| 3541 | TosaErrorValidator.evWrongInputList, |
| 3542 | TosaErrorValidator.evWrongOutputList, |
| 3543 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3544 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3545 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3546 | "data_gen": { |
| 3547 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3548 | }, |
| 3549 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3550 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3551 | "arithmetic_right_shift": { |
| 3552 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3553 | "operands": (2, 0), |
| 3554 | "build_fcn": ( |
| 3555 | build_arithmetic_right_shift, |
| 3556 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3557 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3558 | TosaArgGen.agArithmeticRightShift, |
| 3559 | ), |
| 3560 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3561 | "error_if_validators": ( |
| 3562 | TosaErrorValidator.evRankMismatch, |
| 3563 | TosaErrorValidator.evWrongInputType, |
| 3564 | TosaErrorValidator.evWrongOutputType, |
| 3565 | TosaErrorValidator.evWrongInputList, |
| 3566 | TosaErrorValidator.evWrongOutputList, |
| 3567 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3568 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3569 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3570 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3571 | "bitwise_and": { |
| 3572 | "op": Op.BITWISE_AND, |
| 3573 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3574 | "build_fcn": ( |
| 3575 | build_binary_broadcast, |
| 3576 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3577 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3578 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3579 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3580 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3581 | "error_if_validators": ( |
| 3582 | TosaErrorValidator.evRankMismatch, |
| 3583 | TosaErrorValidator.evWrongInputType, |
| 3584 | TosaErrorValidator.evWrongOutputType, |
| 3585 | TosaErrorValidator.evWrongInputList, |
| 3586 | TosaErrorValidator.evWrongOutputList, |
| 3587 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3588 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3589 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3590 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3591 | "bitwise_or": { |
| 3592 | "op": Op.BITWISE_OR, |
| 3593 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3594 | "build_fcn": ( |
| 3595 | build_binary_broadcast, |
| 3596 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3597 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3598 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3599 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3600 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3601 | "error_if_validators": ( |
| 3602 | TosaErrorValidator.evRankMismatch, |
| 3603 | TosaErrorValidator.evWrongInputType, |
| 3604 | TosaErrorValidator.evWrongOutputType, |
| 3605 | TosaErrorValidator.evWrongInputList, |
| 3606 | TosaErrorValidator.evWrongOutputList, |
| 3607 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3608 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3609 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3610 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3611 | "bitwise_xor": { |
| 3612 | "op": Op.BITWISE_XOR, |
| 3613 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3614 | "build_fcn": ( |
| 3615 | build_binary_broadcast, |
| 3616 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3617 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3618 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3619 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3620 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3621 | "error_if_validators": ( |
| 3622 | TosaErrorValidator.evRankMismatch, |
| 3623 | TosaErrorValidator.evWrongInputType, |
| 3624 | TosaErrorValidator.evWrongOutputType, |
| 3625 | TosaErrorValidator.evWrongInputList, |
| 3626 | TosaErrorValidator.evWrongOutputList, |
| 3627 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3628 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3629 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3630 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3631 | "intdiv": { |
| 3632 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3633 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3634 | "build_fcn": ( |
| 3635 | build_binary_broadcast, |
| 3636 | TosaTensorGen.tgBroadcastFuzz, |
| 3637 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3638 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3639 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3640 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3641 | "error_if_validators": ( |
| 3642 | TosaErrorValidator.evRankMismatch, |
| 3643 | TosaErrorValidator.evWrongInputType, |
| 3644 | TosaErrorValidator.evWrongOutputType, |
| 3645 | TosaErrorValidator.evWrongInputList, |
| 3646 | TosaErrorValidator.evWrongOutputList, |
| 3647 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3648 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3649 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3650 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3651 | "logical_and": { |
| 3652 | "op": Op.LOGICAL_AND, |
| 3653 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3654 | "build_fcn": ( |
| 3655 | build_binary_broadcast, |
| 3656 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3657 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3658 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3659 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3660 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3661 | "error_if_validators": ( |
| 3662 | TosaErrorValidator.evRankMismatch, |
| 3663 | TosaErrorValidator.evWrongInputType, |
| 3664 | TosaErrorValidator.evWrongOutputType, |
| 3665 | TosaErrorValidator.evWrongInputList, |
| 3666 | TosaErrorValidator.evWrongOutputList, |
| 3667 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3668 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3669 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3670 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3671 | "logical_left_shift": { |
| 3672 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3673 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3674 | "build_fcn": ( |
| 3675 | build_binary_broadcast, |
| 3676 | TosaTensorGen.tgBroadcastFuzz, |
| 3677 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3678 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3679 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3680 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3681 | "error_if_validators": ( |
| 3682 | TosaErrorValidator.evRankMismatch, |
| 3683 | TosaErrorValidator.evWrongInputType, |
| 3684 | TosaErrorValidator.evWrongOutputType, |
| 3685 | TosaErrorValidator.evWrongInputList, |
| 3686 | TosaErrorValidator.evWrongOutputList, |
| 3687 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3688 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3689 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3690 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3691 | "logical_right_shift": { |
| 3692 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3693 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3694 | "build_fcn": ( |
| 3695 | build_binary_broadcast, |
| 3696 | TosaTensorGen.tgBroadcastFuzz, |
| 3697 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3698 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3699 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3700 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3701 | "error_if_validators": ( |
| 3702 | TosaErrorValidator.evRankMismatch, |
| 3703 | TosaErrorValidator.evWrongInputType, |
| 3704 | TosaErrorValidator.evWrongOutputType, |
| 3705 | TosaErrorValidator.evWrongInputList, |
| 3706 | TosaErrorValidator.evWrongOutputList, |
| 3707 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3708 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3709 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3710 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3711 | "logical_or": { |
| 3712 | "op": Op.LOGICAL_OR, |
| 3713 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3714 | "build_fcn": ( |
| 3715 | build_binary_broadcast, |
| 3716 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3717 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3718 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3719 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3720 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3721 | "error_if_validators": ( |
| 3722 | TosaErrorValidator.evRankMismatch, |
| 3723 | TosaErrorValidator.evWrongInputType, |
| 3724 | TosaErrorValidator.evWrongOutputType, |
| 3725 | TosaErrorValidator.evWrongInputList, |
| 3726 | TosaErrorValidator.evWrongOutputList, |
| 3727 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3728 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3729 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3730 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3731 | "logical_xor": { |
| 3732 | "op": Op.LOGICAL_XOR, |
| 3733 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3734 | "build_fcn": ( |
| 3735 | build_binary_broadcast, |
| 3736 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3737 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3738 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3739 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3740 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3741 | "error_if_validators": ( |
| 3742 | TosaErrorValidator.evRankMismatch, |
| 3743 | TosaErrorValidator.evWrongInputType, |
| 3744 | TosaErrorValidator.evWrongOutputType, |
| 3745 | TosaErrorValidator.evWrongInputList, |
| 3746 | TosaErrorValidator.evWrongOutputList, |
| 3747 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3748 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3749 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3750 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3751 | "maximum": { |
| 3752 | "op": Op.MAXIMUM, |
| 3753 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3754 | "build_fcn": ( |
| 3755 | build_binary_broadcast, |
| 3756 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3757 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3758 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3759 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3760 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3761 | "error_if_validators": ( |
| 3762 | TosaErrorValidator.evRankMismatch, |
| 3763 | TosaErrorValidator.evWrongInputType, |
| 3764 | TosaErrorValidator.evWrongOutputType, |
| 3765 | TosaErrorValidator.evWrongInputList, |
| 3766 | TosaErrorValidator.evWrongOutputList, |
| 3767 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3768 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3769 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3770 | "data_gen": { |
| 3771 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3772 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3773 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3774 | "minimum": { |
| 3775 | "op": Op.MINIMUM, |
| 3776 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3777 | "build_fcn": ( |
| 3778 | build_binary_broadcast, |
| 3779 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3780 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3781 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3782 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3783 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3784 | "error_if_validators": ( |
| 3785 | TosaErrorValidator.evRankMismatch, |
| 3786 | TosaErrorValidator.evWrongInputType, |
| 3787 | TosaErrorValidator.evWrongOutputType, |
| 3788 | TosaErrorValidator.evWrongInputList, |
| 3789 | TosaErrorValidator.evWrongOutputList, |
| 3790 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3791 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3792 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3793 | "data_gen": { |
| 3794 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3795 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3796 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3797 | "mul": { |
| 3798 | "op": Op.MUL, |
| 3799 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3800 | "build_fcn": ( |
| 3801 | build_mul, |
| 3802 | TosaTensorGen.tgBroadcastFuzz, |
| 3803 | TosaTensorValuesGen.tvgMul, |
| 3804 | TosaArgGen.agMul, |
| 3805 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3806 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3807 | "error_if_validators": ( |
| 3808 | TosaErrorValidator.evWrongInputType, |
| 3809 | TosaErrorValidator.evWrongOutputType, |
| 3810 | TosaErrorValidator.evWrongInputList, |
| 3811 | TosaErrorValidator.evWrongOutputList, |
| 3812 | TosaErrorValidator.evRankMismatch, |
| 3813 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3814 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3815 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3816 | "data_gen": { |
| 3817 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3818 | }, |
| 3819 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3820 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3821 | "pow": { |
| 3822 | "op": Op.POW, |
| 3823 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3824 | "build_fcn": ( |
| 3825 | build_binary_broadcast, |
| 3826 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3827 | TosaTensorValuesGen.tvgPow, |
| 3828 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3829 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3830 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3831 | "error_if_validators": ( |
| 3832 | TosaErrorValidator.evRankMismatch, |
| 3833 | TosaErrorValidator.evWrongInputType, |
| 3834 | TosaErrorValidator.evWrongOutputType, |
| 3835 | TosaErrorValidator.evWrongInputList, |
| 3836 | TosaErrorValidator.evWrongOutputList, |
| 3837 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3838 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3839 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3840 | "data_gen": { |
| 3841 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3842 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3843 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3844 | "sub": { |
| 3845 | "op": Op.SUB, |
| 3846 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3847 | "build_fcn": ( |
| 3848 | build_binary_broadcast, |
| 3849 | TosaTensorGen.tgBroadcastFuzz, |
| 3850 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3851 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3852 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3853 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3854 | "error_if_validators": ( |
| 3855 | TosaErrorValidator.evRankMismatch, |
| 3856 | TosaErrorValidator.evWrongInputType, |
| 3857 | TosaErrorValidator.evWrongOutputType, |
| 3858 | TosaErrorValidator.evWrongInputList, |
| 3859 | TosaErrorValidator.evWrongOutputList, |
| 3860 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3861 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3862 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3863 | "data_gen": { |
| 3864 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3865 | }, |
| 3866 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3867 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3868 | "table": { |
| 3869 | "op": Op.TABLE, |
| 3870 | # Use the automatic generation functions to create the input array |
| 3871 | # but create the table tensor in the build function, as it may be |
| 3872 | # a different type from the input |
| 3873 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3874 | "build_fcn": ( |
| 3875 | build_table, |
| 3876 | TosaTensorGen.tgBasic, |
| 3877 | TosaTensorValuesGen.tvgDefault, |
| 3878 | TosaArgGen.agTable, |
| 3879 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3880 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3881 | "error_if_validators": ( |
| 3882 | TosaErrorValidator.evWrongInputType, |
| 3883 | TosaErrorValidator.evWrongOutputType, |
| 3884 | TosaErrorValidator.evWrongInputList, |
| 3885 | TosaErrorValidator.evWrongOutputList, |
| 3886 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3887 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3888 | # Elementwise Unary operators |
| 3889 | "abs": { |
| 3890 | "op": Op.ABS, |
| 3891 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3892 | "build_fcn": ( |
| 3893 | build_unary, |
| 3894 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3895 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3896 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3897 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3898 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3899 | "error_if_validators": ( |
| 3900 | TosaErrorValidator.evWrongInputType, |
| 3901 | TosaErrorValidator.evWrongOutputType, |
| 3902 | TosaErrorValidator.evWrongInputList, |
| 3903 | TosaErrorValidator.evWrongOutputList, |
| 3904 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3905 | "data_gen": { |
| 3906 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3907 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3908 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3909 | "bitwise_not": { |
| 3910 | "op": Op.BITWISE_NOT, |
| 3911 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3912 | "build_fcn": ( |
| 3913 | build_unary, |
| 3914 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3915 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3916 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3917 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3918 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3919 | "error_if_validators": ( |
| 3920 | TosaErrorValidator.evWrongInputType, |
| 3921 | TosaErrorValidator.evWrongOutputType, |
| 3922 | TosaErrorValidator.evWrongInputList, |
| 3923 | TosaErrorValidator.evWrongOutputList, |
| 3924 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3925 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3926 | "ceil": { |
| 3927 | "op": Op.CEIL, |
| 3928 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3929 | "build_fcn": ( |
| 3930 | build_unary, |
| 3931 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3932 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3933 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3934 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3935 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3936 | "error_if_validators": ( |
| 3937 | TosaErrorValidator.evWrongInputType, |
| 3938 | TosaErrorValidator.evWrongOutputType, |
| 3939 | TosaErrorValidator.evWrongInputList, |
| 3940 | TosaErrorValidator.evWrongOutputList, |
| 3941 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3942 | "data_gen": { |
| 3943 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3944 | }, |
| 3945 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3946 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3947 | "clz": { |
| 3948 | "op": Op.CLZ, |
| 3949 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3950 | "build_fcn": ( |
| 3951 | build_unary, |
| 3952 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3953 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3954 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3955 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3956 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3957 | "error_if_validators": ( |
| 3958 | TosaErrorValidator.evWrongInputType, |
| 3959 | TosaErrorValidator.evWrongOutputType, |
| 3960 | TosaErrorValidator.evWrongInputList, |
| 3961 | TosaErrorValidator.evWrongOutputList, |
| 3962 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3963 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3964 | "exp": { |
| 3965 | "op": Op.EXP, |
| 3966 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3967 | "build_fcn": ( |
| 3968 | build_unary, |
| 3969 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3970 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3971 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3972 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3973 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3974 | "error_if_validators": ( |
| 3975 | TosaErrorValidator.evWrongInputType, |
| 3976 | TosaErrorValidator.evWrongOutputType, |
| 3977 | TosaErrorValidator.evWrongInputList, |
| 3978 | TosaErrorValidator.evWrongOutputList, |
| 3979 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3980 | "data_gen": { |
| 3981 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3982 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3983 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3984 | "floor": { |
| 3985 | "op": Op.FLOOR, |
| 3986 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3987 | "build_fcn": ( |
| 3988 | build_unary, |
| 3989 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3990 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3991 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3992 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3993 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3994 | "error_if_validators": ( |
| 3995 | TosaErrorValidator.evWrongInputType, |
| 3996 | TosaErrorValidator.evWrongOutputType, |
| 3997 | TosaErrorValidator.evWrongInputList, |
| 3998 | TosaErrorValidator.evWrongOutputList, |
| 3999 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4000 | "data_gen": { |
| 4001 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4002 | }, |
| 4003 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4004 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4005 | "log": { |
| 4006 | "op": Op.LOG, |
| 4007 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4008 | "build_fcn": ( |
| 4009 | build_unary, |
| 4010 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4011 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4012 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4013 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4014 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4015 | "error_if_validators": ( |
| 4016 | TosaErrorValidator.evWrongInputType, |
| 4017 | TosaErrorValidator.evWrongOutputType, |
| 4018 | TosaErrorValidator.evWrongInputList, |
| 4019 | TosaErrorValidator.evWrongOutputList, |
| 4020 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4021 | "data_gen": { |
| 4022 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4023 | }, |
| 4024 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4025 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4026 | "logical_not": { |
| 4027 | "op": Op.LOGICAL_NOT, |
| 4028 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4029 | "build_fcn": ( |
| 4030 | build_unary, |
| 4031 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4032 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4033 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4034 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4035 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4036 | "error_if_validators": ( |
| 4037 | TosaErrorValidator.evWrongInputType, |
| 4038 | TosaErrorValidator.evWrongOutputType, |
| 4039 | TosaErrorValidator.evWrongInputList, |
| 4040 | TosaErrorValidator.evWrongOutputList, |
| 4041 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4042 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4043 | "negate": { |
| 4044 | "op": Op.NEGATE, |
| 4045 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4046 | "build_fcn": ( |
| 4047 | build_unary, |
| 4048 | TosaTensorGen.tgBasic, |
| 4049 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4050 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4051 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4052 | "qgen": TosaQuantGen.qgUnary, |
| 4053 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4054 | "error_if_validators": ( |
| 4055 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4056 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4057 | TosaErrorValidator.evWrongInputType, |
| 4058 | TosaErrorValidator.evWrongOutputType, |
| 4059 | TosaErrorValidator.evWrongInputList, |
| 4060 | TosaErrorValidator.evWrongOutputList, |
| 4061 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4062 | "data_gen": { |
| 4063 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4064 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4065 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4066 | "reciprocal": { |
| 4067 | "op": Op.RECIPROCAL, |
| 4068 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4069 | "build_fcn": ( |
| 4070 | build_unary, |
| 4071 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4072 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4073 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4074 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4075 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4076 | "error_if_validators": ( |
| 4077 | TosaErrorValidator.evWrongInputType, |
| 4078 | TosaErrorValidator.evWrongOutputType, |
| 4079 | TosaErrorValidator.evWrongInputList, |
| 4080 | TosaErrorValidator.evWrongOutputList, |
| 4081 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4082 | "data_gen": { |
| 4083 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4084 | }, |
| 4085 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4086 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4087 | "rsqrt": { |
| 4088 | "op": Op.RSQRT, |
| 4089 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4090 | "build_fcn": ( |
| 4091 | build_unary, |
| 4092 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4093 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4094 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4095 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4096 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4097 | "error_if_validators": ( |
| 4098 | TosaErrorValidator.evWrongInputType, |
| 4099 | TosaErrorValidator.evWrongOutputType, |
| 4100 | TosaErrorValidator.evWrongInputList, |
| 4101 | TosaErrorValidator.evWrongOutputList, |
| 4102 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4103 | "data_gen": { |
| 4104 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4105 | }, |
| 4106 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4107 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4108 | # Elementwise Ternary operators |
| 4109 | "select": { |
| 4110 | "op": Op.SELECT, |
| 4111 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4112 | "build_fcn": ( |
| 4113 | build_select, |
| 4114 | TosaTensorGen.tgBroadcastFuzz, |
| 4115 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4116 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4117 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4118 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4119 | "error_if_validators": ( |
| 4120 | TosaErrorValidator.evRankMismatch, |
| 4121 | TosaErrorValidator.evWrongInputType, |
| 4122 | TosaErrorValidator.evWrongOutputType, |
| 4123 | TosaErrorValidator.evWrongInputList, |
| 4124 | TosaErrorValidator.evWrongOutputList, |
| 4125 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4126 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4127 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4128 | "data_gen": { |
| 4129 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4130 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4131 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4132 | # Comparison operators |
| 4133 | "equal": { |
| 4134 | "op": Op.EQUAL, |
| 4135 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4136 | "build_fcn": ( |
| 4137 | build_comparison, |
| 4138 | TosaTensorGen.tgBroadcastFuzz, |
| 4139 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4140 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4141 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4142 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4143 | "error_if_validators": ( |
| 4144 | TosaErrorValidator.evRankMismatch, |
| 4145 | TosaErrorValidator.evWrongInputType, |
| 4146 | TosaErrorValidator.evWrongOutputType, |
| 4147 | TosaErrorValidator.evWrongInputList, |
| 4148 | TosaErrorValidator.evWrongOutputList, |
| 4149 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4150 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4151 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4152 | "data_gen": { |
| 4153 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4154 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4155 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4156 | "greater_equal": { |
| 4157 | "op": Op.GREATER_EQUAL, |
| 4158 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4159 | "build_fcn": ( |
| 4160 | build_comparison, |
| 4161 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4162 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4163 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4164 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4165 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4166 | "error_if_validators": ( |
| 4167 | TosaErrorValidator.evRankMismatch, |
| 4168 | TosaErrorValidator.evWrongInputType, |
| 4169 | TosaErrorValidator.evWrongOutputType, |
| 4170 | TosaErrorValidator.evWrongInputList, |
| 4171 | TosaErrorValidator.evWrongOutputList, |
| 4172 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4173 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4174 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4175 | "data_gen": { |
| 4176 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4177 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4178 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4179 | "greater": { |
| 4180 | "op": Op.GREATER, |
| 4181 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4182 | "build_fcn": ( |
| 4183 | build_comparison, |
| 4184 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4185 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4186 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4187 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4188 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4189 | "error_if_validators": ( |
| 4190 | TosaErrorValidator.evRankMismatch, |
| 4191 | TosaErrorValidator.evWrongInputType, |
| 4192 | TosaErrorValidator.evWrongOutputType, |
| 4193 | TosaErrorValidator.evWrongInputList, |
| 4194 | TosaErrorValidator.evWrongOutputList, |
| 4195 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4196 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4197 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4198 | "data_gen": { |
| 4199 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4200 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4201 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4202 | # Reduction operators |
| 4203 | "reduce_all": { |
| 4204 | "op": Op.REDUCE_ALL, |
| 4205 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4206 | "build_fcn": ( |
| 4207 | build_reduce, |
| 4208 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4209 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4210 | TosaArgGen.agAxis, |
| 4211 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4212 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4213 | "error_if_validators": ( |
| 4214 | TosaErrorValidator.evAxisLargerRank, |
| 4215 | TosaErrorValidator.evAxisSmallerZero, |
| 4216 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4217 | TosaErrorValidator.evWrongInputType, |
| 4218 | TosaErrorValidator.evWrongOutputType, |
| 4219 | TosaErrorValidator.evWrongRank, |
| 4220 | TosaErrorValidator.evWrongInputList, |
| 4221 | TosaErrorValidator.evWrongOutputList, |
| 4222 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4223 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4224 | "reduce_any": { |
| 4225 | "op": Op.REDUCE_ANY, |
| 4226 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4227 | "build_fcn": ( |
| 4228 | build_reduce, |
| 4229 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4230 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4231 | TosaArgGen.agAxis, |
| 4232 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4233 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4234 | "error_if_validators": ( |
| 4235 | TosaErrorValidator.evAxisLargerRank, |
| 4236 | TosaErrorValidator.evAxisSmallerZero, |
| 4237 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4238 | TosaErrorValidator.evWrongInputType, |
| 4239 | TosaErrorValidator.evWrongOutputType, |
| 4240 | TosaErrorValidator.evWrongRank, |
| 4241 | TosaErrorValidator.evWrongInputList, |
| 4242 | TosaErrorValidator.evWrongOutputList, |
| 4243 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4244 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4245 | "reduce_max": { |
| 4246 | "op": Op.REDUCE_MAX, |
| 4247 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4248 | "build_fcn": ( |
| 4249 | build_reduce, |
| 4250 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4251 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4252 | TosaArgGen.agAxis, |
| 4253 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4254 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4255 | "error_if_validators": ( |
| 4256 | TosaErrorValidator.evAxisLargerRank, |
| 4257 | TosaErrorValidator.evAxisSmallerZero, |
| 4258 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4259 | TosaErrorValidator.evWrongInputType, |
| 4260 | TosaErrorValidator.evWrongOutputType, |
| 4261 | TosaErrorValidator.evWrongRank, |
| 4262 | TosaErrorValidator.evWrongInputList, |
| 4263 | TosaErrorValidator.evWrongOutputList, |
| 4264 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4265 | "data_gen": { |
| 4266 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4267 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4268 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4269 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4270 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4271 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4272 | "build_fcn": ( |
| 4273 | build_reduce, |
| 4274 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4275 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4276 | TosaArgGen.agAxis, |
| 4277 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4278 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4279 | "error_if_validators": ( |
| 4280 | TosaErrorValidator.evAxisLargerRank, |
| 4281 | TosaErrorValidator.evAxisSmallerZero, |
| 4282 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4283 | TosaErrorValidator.evWrongInputType, |
| 4284 | TosaErrorValidator.evWrongOutputType, |
| 4285 | TosaErrorValidator.evWrongRank, |
| 4286 | TosaErrorValidator.evWrongInputList, |
| 4287 | TosaErrorValidator.evWrongOutputList, |
| 4288 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4289 | "data_gen": { |
| 4290 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4291 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4292 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4293 | "reduce_product": { |
| 4294 | "op": Op.REDUCE_PRODUCT, |
| 4295 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4296 | "build_fcn": ( |
| 4297 | build_reduce, |
| 4298 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4299 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4300 | TosaArgGen.agAxis, |
| 4301 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4302 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4303 | "error_if_validators": ( |
| 4304 | TosaErrorValidator.evAxisLargerRank, |
| 4305 | TosaErrorValidator.evAxisSmallerZero, |
| 4306 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4307 | TosaErrorValidator.evWrongInputType, |
| 4308 | TosaErrorValidator.evWrongOutputType, |
| 4309 | TosaErrorValidator.evWrongRank, |
| 4310 | TosaErrorValidator.evWrongInputList, |
| 4311 | TosaErrorValidator.evWrongOutputList, |
| 4312 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4313 | "data_gen": { |
| 4314 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4315 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4316 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4317 | "reduce_sum": { |
| 4318 | "op": Op.REDUCE_SUM, |
| 4319 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4320 | "build_fcn": ( |
| 4321 | build_reduce, |
| 4322 | TosaTensorGen.tgBasic, |
| 4323 | TosaTensorValuesGen.tvgReduceSum, |
| 4324 | TosaArgGen.agAxis, |
| 4325 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4326 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4327 | "error_if_validators": ( |
| 4328 | TosaErrorValidator.evAxisLargerRank, |
| 4329 | TosaErrorValidator.evAxisSmallerZero, |
| 4330 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4331 | TosaErrorValidator.evWrongInputType, |
| 4332 | TosaErrorValidator.evWrongOutputType, |
| 4333 | TosaErrorValidator.evWrongRank, |
| 4334 | TosaErrorValidator.evWrongInputList, |
| 4335 | TosaErrorValidator.evWrongOutputList, |
| 4336 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4337 | "data_gen": { |
| 4338 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4339 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4340 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4341 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4342 | "concat": { |
| 4343 | "op": Op.CONCAT, |
| 4344 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4345 | "build_fcn": ( |
| 4346 | build_concat, |
| 4347 | TosaTensorGen.tgConcat, |
| 4348 | TosaTensorValuesGen.tvgConcat, |
| 4349 | TosaArgGen.agAxis, |
| 4350 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4351 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4352 | "error_if_validators": ( |
| 4353 | TosaErrorValidator.evAxisLargerRank, |
| 4354 | TosaErrorValidator.evAxisSmallerZero, |
| 4355 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4356 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4357 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4358 | TosaErrorValidator.evWrongInputType, |
| 4359 | TosaErrorValidator.evWrongOutputType, |
| 4360 | TosaErrorValidator.evWrongOutputList, |
| 4361 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4362 | "data_gen": { |
| 4363 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4364 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4365 | }, |
| 4366 | "pad": { |
| 4367 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4368 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4369 | "build_fcn": ( |
| 4370 | build_pad, |
| 4371 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4372 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4373 | TosaArgGen.agPad, |
| 4374 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4375 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4376 | "error_if_validators": ( |
| 4377 | TosaErrorValidator.evWrongInputType, |
| 4378 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4379 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4380 | TosaErrorValidator.evWrongOutputType, |
| 4381 | TosaErrorValidator.evWrongInputList, |
| 4382 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4383 | TosaErrorValidator.evRankMismatch, |
| 4384 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4385 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4386 | "data_gen": { |
| 4387 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4388 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4389 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4390 | "dim": { |
| 4391 | "op": Op.DIM, |
| 4392 | "operands": (1, 0), |
| 4393 | "build_fcn": ( |
| 4394 | build_dim, |
| 4395 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4396 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4397 | TosaArgGen.agAxis, |
| 4398 | ), |
| 4399 | "types": TYPE_FIB, |
| 4400 | "error_if_validators": ( |
| 4401 | TosaErrorValidator.evAxisLargerRank, |
| 4402 | TosaErrorValidator.evAxisSmallerZero, |
| 4403 | TosaErrorValidator.evWrongInputType, |
| 4404 | TosaErrorValidator.evWrongInputList, |
| 4405 | TosaErrorValidator.evWrongOutputList, |
| 4406 | TosaErrorValidator.evWrongRank, |
| 4407 | ), |
| 4408 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4409 | "reshape": { |
| 4410 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4411 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4412 | "build_fcn": ( |
| 4413 | build_reshape, |
| 4414 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4415 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4416 | TosaArgGen.agReshape, |
| 4417 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4418 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4419 | "error_if_validators": ( |
| 4420 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4421 | TosaErrorValidator.evWrongInputType, |
| 4422 | TosaErrorValidator.evWrongOutputType, |
| 4423 | TosaErrorValidator.evWrongInputList, |
| 4424 | TosaErrorValidator.evWrongOutputList, |
| 4425 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4426 | "data_gen": { |
| 4427 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4428 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4429 | }, |
| 4430 | "reverse": { |
| 4431 | "op": Op.REVERSE, |
| 4432 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4433 | "build_fcn": ( |
| 4434 | build_reverse, |
| 4435 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4436 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4437 | TosaArgGen.agAxis, |
| 4438 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4439 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4440 | "error_if_validators": ( |
| 4441 | TosaErrorValidator.evAxisSmallerZero, |
| 4442 | TosaErrorValidator.evAxisLargerRank, |
| 4443 | TosaErrorValidator.evWrongInputType, |
| 4444 | TosaErrorValidator.evWrongOutputType, |
| 4445 | TosaErrorValidator.evWrongInputList, |
| 4446 | TosaErrorValidator.evWrongOutputList, |
| 4447 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4448 | "data_gen": { |
| 4449 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4450 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4451 | }, |
| 4452 | "slice": { |
| 4453 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4454 | "operands": (3, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4455 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4456 | "build_fcn": ( |
| 4457 | build_slice, |
| 4458 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4459 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4460 | TosaArgGen.agSlice, |
| 4461 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4462 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4463 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4464 | # TODO Turn off these error categories for now as the reference |
| 4465 | # model cannot allocate memory space for empty tensor. We probably |
| 4466 | # can report an accurate error messege at the right place during |
| 4467 | # exeuction. |
| 4468 | # TosaErrorValidator.evStartSmallerZero, |
| 4469 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4470 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4471 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4472 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4473 | TosaErrorValidator.evWrongRank, |
| 4474 | TosaErrorValidator.evWrongInputType, |
| 4475 | TosaErrorValidator.evWrongOutputType, |
| 4476 | TosaErrorValidator.evWrongInputList, |
| 4477 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4478 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4479 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4480 | "data_gen": { |
| 4481 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4482 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4483 | }, |
| 4484 | "tile": { |
| 4485 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4486 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4487 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4488 | "build_fcn": ( |
| 4489 | build_tile, |
| 4490 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4491 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4492 | TosaArgGen.agTile, |
| 4493 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4494 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4495 | "error_if_validators": ( |
| 4496 | TosaErrorValidator.evWrongInputType, |
| 4497 | TosaErrorValidator.evWrongOutputType, |
| 4498 | TosaErrorValidator.evWrongInputList, |
| 4499 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4500 | TosaErrorValidator.evRankMismatch, |
| 4501 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4502 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4503 | "data_gen": { |
| 4504 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4505 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4506 | }, |
| 4507 | "transpose": { |
| 4508 | "op": Op.TRANSPOSE, |
| 4509 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4510 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4511 | "build_fcn": ( |
| 4512 | build_transpose, |
| 4513 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4514 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4515 | TosaArgGen.agTranspose, |
| 4516 | ), |
| 4517 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4518 | "error_if_validators": ( |
| 4519 | TosaErrorValidator.evIndexOutsideBounds, |
| 4520 | TosaErrorValidator.evIndexUsedTwice, |
| 4521 | TosaErrorValidator.evWrongInputType, |
| 4522 | TosaErrorValidator.evWrongOutputType, |
| 4523 | TosaErrorValidator.evWrongInputList, |
| 4524 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4525 | TosaErrorValidator.evWrongRank, |
| 4526 | TosaErrorValidator.evRankMismatch, |
| 4527 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4528 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4529 | "data_gen": { |
| 4530 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4531 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4532 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4533 | # Data nodes |
| 4534 | "const": { |
| 4535 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4536 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4537 | "build_fcn": ( |
| 4538 | build_const, |
| 4539 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4540 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4541 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4542 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4543 | "types": TYPE_FIB + [DType.INT48], |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4544 | "data_gen": { |
| 4545 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4546 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4547 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4548 | "identity": { |
| 4549 | "op": Op.IDENTITY, |
| 4550 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4551 | "build_fcn": ( |
| 4552 | build_unary, |
| 4553 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4554 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4555 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4556 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4557 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4558 | "data_gen": { |
| 4559 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4560 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4561 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4562 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4563 | "gather": { |
| 4564 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4565 | "operands": (2, 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_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4569 | TosaTensorGen.tgGather, |
| 4570 | TosaTensorValuesGen.tvgGather, |
| 4571 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4572 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4573 | "types": ( |
| 4574 | DType.INT8, |
| 4575 | DType.INT16, |
| 4576 | DType.INT32, |
| 4577 | DType.FP16, |
| 4578 | DType.BF16, |
| 4579 | DType.FP32, |
| 4580 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4581 | "error_if_validators": ( |
| 4582 | TosaErrorValidator.evWrongInputType, |
| 4583 | TosaErrorValidator.evWrongOutputType, |
| 4584 | TosaErrorValidator.evWrongInputList, |
| 4585 | TosaErrorValidator.evWrongOutputList, |
| 4586 | TosaErrorValidator.evWrongRank, |
| 4587 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4588 | "data_gen": { |
| 4589 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4590 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4591 | }, |
| 4592 | "scatter": { |
| 4593 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4594 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4595 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4596 | "build_fcn": ( |
| 4597 | build_scatter, |
| 4598 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4599 | TosaTensorValuesGen.tvgScatter, |
| 4600 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4601 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4602 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4603 | "error_if_validators": ( |
| 4604 | TosaErrorValidator.evWrongInputType, |
| 4605 | TosaErrorValidator.evWrongOutputType, |
| 4606 | TosaErrorValidator.evWrongInputList, |
| 4607 | TosaErrorValidator.evWrongOutputList, |
| 4608 | TosaErrorValidator.evWrongRank, |
| 4609 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4610 | "data_gen": { |
| 4611 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4612 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4613 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4614 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4615 | "resize": { |
| 4616 | "op": Op.RESIZE, |
| 4617 | "operands": (1, 0), |
| 4618 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4619 | "build_fcn": ( |
| 4620 | build_resize, |
| 4621 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4622 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4623 | TosaArgGen.agResize, |
| 4624 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4625 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4626 | "invalid_test_validators": ( |
| 4627 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4628 | ), |
| 4629 | "error_if_validators": ( |
| 4630 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4631 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4632 | TosaErrorValidator.evScaleNLargerMax, |
| 4633 | TosaErrorValidator.evScaleDLargerMax, |
| 4634 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4635 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4636 | TosaErrorValidator.evBorderSmallerMin, |
| 4637 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4638 | TosaErrorValidator.evWrongInputType, |
| 4639 | TosaErrorValidator.evWrongOutputType, |
| 4640 | TosaErrorValidator.evWrongRank, |
| 4641 | TosaErrorValidator.evWrongInputList, |
| 4642 | TosaErrorValidator.evWrongOutputList, |
| 4643 | TosaErrorValidator.evBatchMismatch, |
| 4644 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4645 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4646 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4647 | ), |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4648 | "data_gen": { |
| 4649 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4650 | }, |
| 4651 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4652 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4653 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4654 | "cast": { |
| 4655 | "op": Op.CAST, |
| 4656 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4657 | "build_fcn": ( |
| 4658 | build_cast, |
| 4659 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4660 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4661 | TosaArgGen.agCast, |
| 4662 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4663 | "types": ( |
| 4664 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4665 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4666 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4667 | DType.INT8, |
| 4668 | DType.INT16, |
| 4669 | DType.INT32, |
| 4670 | DType.BOOL, |
| 4671 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4672 | "error_if_validators": ( |
| 4673 | TosaErrorValidator.evWrongInputType, |
| 4674 | TosaErrorValidator.evWrongOutputType, |
| 4675 | TosaErrorValidator.evWrongInputList, |
| 4676 | TosaErrorValidator.evWrongOutputList, |
| 4677 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4678 | "data_gen": { |
| 4679 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4680 | }, |
| 4681 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4682 | }, |
| 4683 | "rescale": { |
| 4684 | "op": Op.RESCALE, |
| 4685 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4686 | "build_fcn": ( |
| 4687 | build_rescale, |
| 4688 | TosaTensorGen.tgBasic, |
| 4689 | TosaTensorValuesGen.tvgDefault, |
| 4690 | TosaArgGen.agRescale, |
| 4691 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4692 | "types": [ |
| 4693 | DType.UINT8, |
| 4694 | DType.INT8, |
| 4695 | DType.INT16, |
| 4696 | DType.INT32, |
| 4697 | DType.INT48, |
| 4698 | DType.UINT16, |
| 4699 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4700 | "error_if_validators": ( |
| 4701 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4702 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4703 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4704 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4705 | TosaErrorValidator.evScaleTrue, |
| 4706 | TosaErrorValidator.evScaleNotTrue, |
| 4707 | TosaErrorValidator.evWrongInputType, |
| 4708 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4709 | TosaErrorValidator.evWrongInputList, |
| 4710 | TosaErrorValidator.evWrongOutputList, |
| 4711 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4712 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4713 | # Custom |
| 4714 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4715 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4716 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4717 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4718 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4719 | "cond_if_const": { |
| 4720 | "op": Op.COND_IF, |
| 4721 | "operands": (0, 2), |
| 4722 | "build_fcn": ( |
| 4723 | build_cond_if_const, |
| 4724 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4725 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4726 | TosaArgGen.agCondIf, |
| 4727 | ), |
| 4728 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4729 | "error_if_validators": ( |
| 4730 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4731 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4732 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4733 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4734 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4735 | }, |
| 4736 | "cond_if_binary": { |
| 4737 | "op": Op.COND_IF, |
| 4738 | "operands": (2, 0), |
| 4739 | "build_fcn": ( |
| 4740 | build_cond_if_binary, |
| 4741 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4742 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4743 | TosaArgGen.agCondIf, |
| 4744 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4745 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4746 | "error_if_validators": ( |
| 4747 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4748 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4749 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4750 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4751 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4752 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4753 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4754 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4755 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4756 | "while_loop": { |
| 4757 | "op": Op.WHILE_LOOP, |
| 4758 | "operands": (0, 1), |
| 4759 | "build_fcn": ( |
| 4760 | build_while_loop, |
| 4761 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4762 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4763 | TosaArgGen.agWhileLoop, |
| 4764 | ), |
| 4765 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4766 | "error_if_validators": ( |
| 4767 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4768 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4769 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4770 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4771 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4772 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4773 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4774 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4775 | "fft2d": { |
| 4776 | "op": Op.FFT2D, |
| 4777 | "operands": (2, 0), |
| 4778 | "rank": (3, 3), |
| 4779 | "build_fcn": ( |
| 4780 | build_fft2d, |
| 4781 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4782 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4783 | TosaArgGen.agFFT2d, |
| 4784 | ), |
| 4785 | "types": [DType.FP32], |
| 4786 | "error_if_validators": ( |
| 4787 | TosaErrorValidator.evWrongInputType, |
| 4788 | TosaErrorValidator.evWrongOutputType, |
| 4789 | TosaErrorValidator.evWrongInputList, |
| 4790 | TosaErrorValidator.evWrongOutputList, |
| 4791 | TosaErrorValidator.evWrongRank, |
| 4792 | TosaErrorValidator.evBatchMismatch, |
| 4793 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4794 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4795 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4796 | ), |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4797 | "data_gen": { |
| 4798 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4799 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4800 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4801 | "rfft2d": { |
| 4802 | "op": Op.RFFT2D, |
| 4803 | "operands": (1, 0), |
| 4804 | "rank": (3, 3), |
| 4805 | "build_fcn": ( |
| 4806 | build_rfft2d, |
| 4807 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4808 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4809 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4810 | ), |
| 4811 | "types": [DType.FP32], |
| 4812 | "error_if_validators": ( |
| 4813 | TosaErrorValidator.evWrongInputType, |
| 4814 | TosaErrorValidator.evWrongOutputType, |
| 4815 | TosaErrorValidator.evWrongInputList, |
| 4816 | TosaErrorValidator.evWrongOutputList, |
| 4817 | TosaErrorValidator.evWrongRank, |
| 4818 | TosaErrorValidator.evBatchMismatch, |
| 4819 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4820 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4821 | ), |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4822 | "data_gen": { |
| 4823 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4824 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4825 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4826 | # Shape |
| 4827 | "add_shape": { |
| 4828 | "op": Op.ADD_SHAPE, |
| 4829 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4830 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4831 | "build_fcn": ( |
| 4832 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4833 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4834 | TosaTensorValuesGen.tvgAddSub, |
| 4835 | TosaArgGen.agNone, |
| 4836 | ), |
| 4837 | "types": [DType.SHAPE], |
| 4838 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4839 | }, |
| 4840 | "sub_shape": { |
| 4841 | "op": Op.SUB_SHAPE, |
| 4842 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4843 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4844 | "build_fcn": ( |
| 4845 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4846 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4847 | TosaTensorValuesGen.tvgAddSub, |
| 4848 | TosaArgGen.agNone, |
| 4849 | ), |
| 4850 | "types": [DType.SHAPE], |
| 4851 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4852 | }, |
| 4853 | "mul_shape": { |
| 4854 | "op": Op.MUL_SHAPE, |
| 4855 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4856 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4857 | "build_fcn": ( |
| 4858 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4859 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4860 | TosaTensorValuesGen.tvgMul, |
| 4861 | TosaArgGen.agNone, |
| 4862 | ), |
| 4863 | "types": [DType.SHAPE], |
| 4864 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4865 | }, |
| 4866 | "div_shape": { |
| 4867 | "op": Op.DIV_SHAPE, |
| 4868 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4869 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4870 | "build_fcn": ( |
| 4871 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4872 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4873 | TosaTensorValuesGen.tvgIntDiv, |
| 4874 | TosaArgGen.agNone, |
| 4875 | ), |
| 4876 | "types": [DType.SHAPE], |
| 4877 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4878 | }, |
| 4879 | "concat_shape": { |
| 4880 | "op": Op.CONCAT_SHAPE, |
| 4881 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4882 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4883 | "build_fcn": ( |
| 4884 | build_concat, |
| 4885 | TosaTensorGen.tgConcat, |
| 4886 | TosaTensorValuesGen.tvgConcat, |
| 4887 | TosaArgGen.agNone, |
| 4888 | ), |
| 4889 | "types": [DType.SHAPE], |
| 4890 | "error_if_validators": (), |
| 4891 | }, |
| 4892 | "const_shape": { |
| 4893 | "op": Op.CONST_SHAPE, |
| 4894 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4895 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4896 | "build_fcn": ( |
| 4897 | build_const, |
| 4898 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4899 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4900 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4901 | ), |
| 4902 | "types": [DType.SHAPE], |
| 4903 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4904 | } |
| 4905 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4906 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4907 | class OutputShaper: |
| 4908 | # Methods in this class compute the expected output shape and datatype |
| 4909 | # for common classes of operations |
| 4910 | def __init__(self): |
| 4911 | pass |
| 4912 | |
| 4913 | # These methods return arguments that can be used for |
| 4914 | # creating a new output tensor |
| 4915 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4916 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4917 | if error_name != ErrorIf.RankMismatch: |
| 4918 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4919 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4920 | |
| 4921 | shape = [] |
| 4922 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4923 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4924 | shape.append(b.shape[i]) |
| 4925 | else: |
| 4926 | shape.append(a.shape[i]) |
| 4927 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4928 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4929 | if error_name == ErrorIf.DimensionMismatch: |
| 4930 | shape[fuzz_idx] += 1 |
| 4931 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4932 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4933 | all_dtypes = [ |
| 4934 | DType.INT8, |
| 4935 | DType.INT16, |
| 4936 | DType.INT32, |
| 4937 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4938 | DType.FP16, |
| 4939 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4940 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4941 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4942 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4943 | outputDType = rng.choice(wrong_dtypes) |
| 4944 | else: |
| 4945 | outputDType = a.dtype |
| 4946 | |
| 4947 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4948 | |
| 4949 | @staticmethod |
| 4950 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4951 | assert len(a.shape) == len(b.shape) |
| 4952 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4953 | |
| 4954 | shape = [] |
| 4955 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4956 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4957 | shape.append(a.shape[i]) |
| 4958 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4959 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4960 | |
| 4961 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4962 | def unaryOp(ser, rng, a, error_name=None): |
| 4963 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4964 | all_dtypes = [ |
| 4965 | DType.INT8, |
| 4966 | DType.INT16, |
| 4967 | DType.INT32, |
| 4968 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4969 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4970 | DType.FP16, |
| 4971 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4972 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4973 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4974 | outputDType = rng.choice(wrong_dtypes) |
| 4975 | else: |
| 4976 | outputDType = a.dtype |
| 4977 | |
| 4978 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4979 | |
| 4980 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4981 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4982 | if error_name != ErrorIf.RankMismatch: |
| 4983 | 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] | 4984 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4985 | |
| 4986 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4987 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4988 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4989 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4990 | else: |
| 4991 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4992 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4993 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4994 | if error_name == ErrorIf.DimensionMismatch: |
| 4995 | shape[fuzz_idx] += 1 |
| 4996 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4997 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4998 | all_dtypes = [ |
| 4999 | DType.INT8, |
| 5000 | DType.INT16, |
| 5001 | DType.INT32, |
| 5002 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5003 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5004 | DType.FP16, |
| 5005 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5006 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5007 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5008 | outputDType = rng.choice(wrong_dtypes) |
| 5009 | else: |
| 5010 | outputDType = a.dtype |
| 5011 | |
| 5012 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5013 | |
| 5014 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5015 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5016 | if error_name != ErrorIf.RankMismatch: |
| 5017 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5018 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5019 | |
| 5020 | # Do broadcast |
| 5021 | shape = [] |
| 5022 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5023 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5024 | shape.append(b.shape[i]) |
| 5025 | else: |
| 5026 | shape.append(a.shape[i]) |
| 5027 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5028 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5029 | if error_name == ErrorIf.DimensionMismatch: |
| 5030 | shape[fuzz_idx] += 1 |
| 5031 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5032 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5033 | wrong_dtypes = [ |
| 5034 | DType.INT8, |
| 5035 | DType.INT16, |
| 5036 | DType.INT32, |
| 5037 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5038 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5039 | DType.FP16, |
| 5040 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5041 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5042 | outputDType = rng.choice(wrong_dtypes) |
| 5043 | else: |
| 5044 | outputDType = DType.BOOL |
| 5045 | |
| 5046 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5047 | |
| 5048 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5049 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5050 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5051 | if error_name not in [ |
| 5052 | ErrorIf.AxisSmallerZero, |
| 5053 | ErrorIf.AxisLargerRank, |
| 5054 | ErrorIf.ShapeOfAxisNotOne, |
| 5055 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5056 | shape[axis] = 1 |
| 5057 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5058 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5059 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5060 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5061 | all_dtypes = [ |
| 5062 | DType.INT8, |
| 5063 | DType.INT16, |
| 5064 | DType.INT32, |
| 5065 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5066 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5067 | DType.FP16, |
| 5068 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5069 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5070 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5071 | outputDType = rng.choice(wrong_dtypes) |
| 5072 | else: |
| 5073 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5074 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5075 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5076 | |
| 5077 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5078 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5079 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5080 | |
| 5081 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5082 | del shape[axis] |
| 5083 | |
| 5084 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5085 | remove = rng.choice([True, False]) |
| 5086 | if remove and len(shape) > 1: |
| 5087 | del shape[0] |
| 5088 | else: |
| 5089 | shape.append(1) |
| 5090 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5091 | for i in range(len(shape)): |
| 5092 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5093 | |
| 5094 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5095 | all_dtypes = [ |
| 5096 | DType.INT8, |
| 5097 | DType.INT16, |
| 5098 | DType.INT32, |
| 5099 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5100 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5101 | DType.FP16, |
| 5102 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5103 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5104 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5105 | outputDType = rng.choice(wrong_dtypes) |
| 5106 | else: |
| 5107 | outputDType = DType.INT32 |
| 5108 | |
| 5109 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5110 | |
| 5111 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5112 | def conv2dOp( |
| 5113 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5114 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5115 | |
| 5116 | # IFM: NHWC |
| 5117 | # Filter: OHWI |
| 5118 | # OFM: NHWC |
| 5119 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5120 | h = ( |
| 5121 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5122 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5123 | + padding[0] |
| 5124 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5125 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5126 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5127 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5128 | w = ( |
| 5129 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5130 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5131 | + padding[2] |
| 5132 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5133 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5134 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5135 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5136 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5137 | choices = [1, 2, 3] |
| 5138 | change = rng.choice(choices) |
| 5139 | # increment in multiples of stride to not hit non-integer error case |
| 5140 | if change in [1, 3]: |
| 5141 | h = h + (rng.choice(choices) * strides[0]) |
| 5142 | if change in [2, 3]: |
| 5143 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5144 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5145 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5146 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5147 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5148 | # Pick some potentially correct output dtype if input type is incorrect |
| 5149 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5150 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5151 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5152 | |
| 5153 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5154 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5155 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5156 | else: |
| 5157 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5158 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5159 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5160 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5161 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5162 | |
| 5163 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5164 | def conv3dOp( |
| 5165 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5166 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5167 | |
| 5168 | # IFM: NDHWC |
| 5169 | # Filter: ODHWI |
| 5170 | # OFM: NDHWC |
| 5171 | |
| 5172 | d = ( |
| 5173 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5174 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5175 | + padding[0] |
| 5176 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5177 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5178 | ) // strides[0] + 1 |
| 5179 | |
| 5180 | h = ( |
| 5181 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5182 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5183 | + padding[2] |
| 5184 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5185 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5186 | ) // strides[1] + 1 |
| 5187 | |
| 5188 | w = ( |
| 5189 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5190 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5191 | + padding[4] |
| 5192 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5193 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5194 | ) // strides[2] + 1 |
| 5195 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5196 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5197 | choices = [1, 2, 3, 4] |
| 5198 | change = rng.choice(choices) |
| 5199 | # increment in multiples of stride to not hit non-integer error case |
| 5200 | if change in [1, 4]: |
| 5201 | d = d + (rng.choice(choices) * strides[0]) |
| 5202 | if change in [2, 4]: |
| 5203 | h = h + (rng.choice(choices) * strides[1]) |
| 5204 | if change in [3, 4]: |
| 5205 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5206 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5207 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5208 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5209 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5210 | # Pick some potentially correct output dtype if input type is incorrect |
| 5211 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5212 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5213 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5214 | |
| 5215 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5216 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5217 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5218 | else: |
| 5219 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5220 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5221 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5222 | |
| 5223 | return ser.addOutput(ofm_shape, out_dtype) |
| 5224 | |
| 5225 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5226 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5227 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5228 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5229 | # IFM: NHWC |
| 5230 | # Filter: HWCM |
| 5231 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5232 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5233 | h = ( |
| 5234 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5235 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5236 | + padding[0] |
| 5237 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5238 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5239 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5240 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5241 | w = ( |
| 5242 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5243 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5244 | + padding[2] |
| 5245 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5246 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5247 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5248 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5249 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5250 | choices = [1, 2, 3] |
| 5251 | change = rng.choice(choices) |
| 5252 | # increment in multiples of stride to not hit non-integer error case |
| 5253 | if change in [1, 3]: |
| 5254 | h = h + (rng.choice(choices) * strides[0]) |
| 5255 | if change in [2, 3]: |
| 5256 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5257 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5258 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5259 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5260 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5261 | # Pick some potentially correct output dtype if input type is incorrect |
| 5262 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5263 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5264 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5265 | |
| 5266 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5267 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5268 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5269 | else: |
| 5270 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5271 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5272 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5273 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5274 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5275 | |
| 5276 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5277 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5278 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5279 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5280 | # 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] | 5281 | h = 1 |
| 5282 | w = 1 |
| 5283 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5284 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5285 | 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] | 5286 | |
| 5287 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5288 | choices = [1, 2, 3] |
| 5289 | change = rng.choice(choices) |
| 5290 | # increment in multiples of stride to not hit non-integer error case |
| 5291 | if change in [1, 3]: |
| 5292 | h = h + (rng.choice(choices) * stride[0]) |
| 5293 | if change in [2, 3]: |
| 5294 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5295 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5296 | |
| 5297 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5298 | all_dtypes = [ |
| 5299 | DType.INT8, |
| 5300 | DType.INT16, |
| 5301 | DType.INT32, |
| 5302 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5303 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5304 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5305 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5306 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5307 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5308 | outputDType = rng.choice(wrong_dtypes) |
| 5309 | else: |
| 5310 | outputDType = ifm.dtype |
| 5311 | |
| 5312 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5313 | |
| 5314 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5315 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5316 | # input: N, IC |
| 5317 | # filter: OC, IC |
| 5318 | # output: N, OC |
| 5319 | |
| 5320 | output_shape = [input.shape[0], filter.shape[0]] |
| 5321 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5322 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5323 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5324 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5325 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5326 | |
| 5327 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5328 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5329 | # a: N, H, C |
| 5330 | # b: N, C, W |
| 5331 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5332 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5333 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5334 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5335 | if error_name == ErrorIf.WrongOutputType: |
| 5336 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5337 | incorrect_types = ( |
| 5338 | DType.INT4, |
| 5339 | DType.INT8, |
| 5340 | DType.INT16, |
| 5341 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5342 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5343 | DType.FP16, |
| 5344 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5345 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5346 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5347 | incorrect_types = ( |
| 5348 | DType.INT4, |
| 5349 | DType.INT8, |
| 5350 | DType.INT16, |
| 5351 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5352 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5353 | DType.FP16, |
| 5354 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5355 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5356 | elif ( |
| 5357 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5358 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5359 | incorrect_types = ( |
| 5360 | DType.INT4, |
| 5361 | DType.INT8, |
| 5362 | DType.INT16, |
| 5363 | DType.INT32, |
| 5364 | DType.INT48, |
| 5365 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5366 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5367 | elif error_name == ErrorIf.WrongInputType: |
| 5368 | # Pick some potentially correct output dtype if input type is incorrect |
| 5369 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5370 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5371 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5372 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5373 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5374 | |
| 5375 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5376 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5377 | input1 = inputs[0] |
| 5378 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5379 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5380 | # 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] | 5381 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5382 | if not ( |
| 5383 | # unable to concat tensors of different ranks |
| 5384 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5385 | # unable to concat tensors along an invalid axis |
| 5386 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5387 | ): |
| 5388 | for tensor in remaining_inputs: |
| 5389 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5390 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5391 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5392 | output_shape[axis] += rng.integers(5, 10) |
| 5393 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5394 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5395 | all_dtypes = { |
| 5396 | DType.INT8, |
| 5397 | DType.INT16, |
| 5398 | DType.INT32, |
| 5399 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5400 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5401 | DType.FP16, |
| 5402 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5403 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5404 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5405 | outputDType = rng.choice(wrong_dtypes) |
| 5406 | else: |
| 5407 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5408 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5409 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5410 | |
| 5411 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5412 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5413 | |
| 5414 | output_shape = a.shape.copy() |
| 5415 | |
| 5416 | for i in range(len(output_shape)): |
| 5417 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5418 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5419 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5420 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5421 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5422 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5423 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5424 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5425 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5426 | all_dtypes = [ |
| 5427 | DType.INT8, |
| 5428 | DType.INT16, |
| 5429 | DType.INT32, |
| 5430 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5431 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5432 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5433 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5434 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5435 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5436 | outputDType = rng.choice(wrong_dtypes) |
| 5437 | else: |
| 5438 | outputDType = a.dtype |
| 5439 | |
| 5440 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5441 | |
| 5442 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5443 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5444 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5445 | |
| 5446 | if error_name == ErrorIf.WrongOutputType: |
| 5447 | all_dtypes = [ |
| 5448 | DType.INT8, |
| 5449 | DType.INT16, |
| 5450 | DType.INT32, |
| 5451 | DType.INT48, |
| 5452 | DType.FP32, |
| 5453 | DType.FP16, |
| 5454 | DType.BF16, |
| 5455 | ] |
| 5456 | wrong_dtypes = list(set(all_dtypes)) |
| 5457 | outputDType = rng.choice(wrong_dtypes) |
| 5458 | else: |
| 5459 | outputDType = DType.SHAPE |
| 5460 | |
| 5461 | return ser.addOutput(output_shape, outputDType) |
| 5462 | |
| 5463 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5464 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5465 | output_shape = shape.copy() |
| 5466 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5467 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5468 | for i in range(len(output_shape)): |
| 5469 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5470 | |
| 5471 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5472 | all_dtypes = [ |
| 5473 | DType.INT8, |
| 5474 | DType.INT16, |
| 5475 | DType.INT32, |
| 5476 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5477 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5478 | DType.FP16, |
| 5479 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5480 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5481 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5482 | outputDType = rng.choice(wrong_dtypes) |
| 5483 | else: |
| 5484 | outputDType = a.dtype |
| 5485 | |
| 5486 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5487 | |
| 5488 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5489 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5490 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5491 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5492 | all_dtypes = [ |
| 5493 | DType.INT8, |
| 5494 | DType.INT16, |
| 5495 | DType.INT32, |
| 5496 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5497 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5498 | DType.FP16, |
| 5499 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5500 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5501 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5502 | outputDType = rng.choice(wrong_dtypes) |
| 5503 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5504 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5505 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5506 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5507 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5508 | for index in range(len(output_shape)): |
| 5509 | if output_shape[index] <= 2: |
| 5510 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5511 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5512 | output_shape[index] = output_shape[index] + rng.choice( |
| 5513 | [-2, -1, 1, 2] |
| 5514 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5515 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5516 | output_shape = input.shape.copy() |
| 5517 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5518 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5519 | |
| 5520 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5521 | |
| 5522 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5523 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5524 | |
| 5525 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5526 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5527 | |
| 5528 | for i in range(len(output_shape)): |
| 5529 | output_shape[i] = a.shape[i] * multiples[i] |
| 5530 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5531 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5532 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5533 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5534 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5535 | all_dtypes = [ |
| 5536 | DType.INT8, |
| 5537 | DType.INT16, |
| 5538 | DType.INT32, |
| 5539 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5540 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5541 | DType.FP16, |
| 5542 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5543 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5544 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5545 | outputDType = rng.choice(wrong_dtypes) |
| 5546 | else: |
| 5547 | outputDType = a.dtype |
| 5548 | |
| 5549 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5550 | |
| 5551 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5552 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5553 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5554 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5555 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5556 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5557 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5558 | for i in range(len(output_shape)): |
| 5559 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5560 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5561 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5562 | for i in range(len(output_shape)): |
| 5563 | output_shape[i] += rng.integers(1, 10) |
| 5564 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5565 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5566 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5567 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5568 | all_dtypes = [ |
| 5569 | DType.INT8, |
| 5570 | DType.INT16, |
| 5571 | DType.INT32, |
| 5572 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5573 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5574 | DType.FP16, |
| 5575 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5576 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5577 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5578 | outputDType = rng.choice(wrong_dtypes) |
| 5579 | else: |
| 5580 | outputDType = a.dtype |
| 5581 | |
| 5582 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5583 | |
| 5584 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5585 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5586 | if error_name != ErrorIf.WrongRank: |
| 5587 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5588 | assert len(indices.shape) == 2 |
| 5589 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5590 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5591 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5592 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5593 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5594 | all_dtypes = [ |
| 5595 | DType.INT8, |
| 5596 | DType.INT16, |
| 5597 | DType.INT32, |
| 5598 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5599 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5600 | DType.FP16, |
| 5601 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5602 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5603 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5604 | outputDType = rng.choice(wrong_dtypes) |
| 5605 | else: |
| 5606 | outputDType = values.dtype |
| 5607 | |
| 5608 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5609 | |
| 5610 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5611 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5612 | if error_name != ErrorIf.WrongRank: |
| 5613 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5614 | assert len(indices.shape) == 2 |
| 5615 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5616 | assert values_in.shape[0] == indices.shape[0] # N |
| 5617 | assert input.shape[1] == indices.shape[1] # W |
| 5618 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5619 | |
| 5620 | output_shape = values_in.shape |
| 5621 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5622 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5623 | all_dtypes = [ |
| 5624 | DType.INT8, |
| 5625 | DType.INT16, |
| 5626 | DType.INT32, |
| 5627 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5628 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5629 | DType.FP16, |
| 5630 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5631 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5632 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5633 | outputDType = rng.choice(wrong_dtypes) |
| 5634 | else: |
| 5635 | outputDType = values_in.dtype |
| 5636 | |
| 5637 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5638 | |
| 5639 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5640 | def tableOp(ser, rng, input, error_name=None): |
| 5641 | # Same shape as the input, dtype dependent on input dtype |
| 5642 | if error_name != ErrorIf.WrongInputType: |
| 5643 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5644 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5645 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5646 | wrong_dtypes = [ |
| 5647 | DType.INT8, |
| 5648 | DType.INT16, |
| 5649 | DType.INT32, |
| 5650 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5651 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5652 | DType.FP16, |
| 5653 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5654 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5655 | wrong_dtypes.remove(output_dtype) |
| 5656 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5657 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5658 | |
| 5659 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5660 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5661 | serializer, |
| 5662 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5663 | input, |
| 5664 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5665 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5666 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5667 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5668 | input_dtype, |
| 5669 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5670 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5671 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5672 | # Calculate OH, OW |
| 5673 | scale_y_n = scale[0] |
| 5674 | scale_y_d = scale[1] |
| 5675 | scale_x_n = scale[2] |
| 5676 | scale_x_d = scale[3] |
| 5677 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5678 | scale_y_n = max(scale_y_n, 1) |
| 5679 | scale_y_d = max(scale_y_d, 1) |
| 5680 | scale_x_n = max(scale_x_n, 1) |
| 5681 | scale_x_d = max(scale_x_d, 1) |
| 5682 | |
| 5683 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5684 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5685 | |
| 5686 | if error_name is not None: |
| 5687 | # Make sure the output tensor is valid, which can occur when |
| 5688 | # scale, offset or border have been changed for ERROR_IFs |
| 5689 | oh = max(oh, 1) |
| 5690 | ow = max(ow, 1) |
| 5691 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5692 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5693 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5694 | |
| 5695 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5696 | choices = [1, 2, 3] |
| 5697 | change = rng.choice(choices) |
| 5698 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5699 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5700 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5701 | oh -= scale_y_d |
| 5702 | assert oh > 0 # Should have been caught in agResize |
| 5703 | else: |
| 5704 | oh += scale_y_d |
| 5705 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5706 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5707 | ow -= scale_x_d |
| 5708 | assert ow > 0 # Should have been caught in agResize |
| 5709 | else: |
| 5710 | ow += scale_x_d |
| 5711 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5712 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5713 | output_dims = [ |
| 5714 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5715 | oh, |
| 5716 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5717 | input.shape[0], |
| 5718 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5719 | elif error_name == ErrorIf.BatchMismatch: |
| 5720 | output_dims = [ |
| 5721 | input.shape[0] + rng.integers(1, 10), |
| 5722 | oh, |
| 5723 | ow, |
| 5724 | input.shape[3], |
| 5725 | ] |
| 5726 | elif error_name == ErrorIf.ChannelMismatch: |
| 5727 | output_dims = [ |
| 5728 | input.shape[0], |
| 5729 | oh, |
| 5730 | ow, |
| 5731 | input.shape[3] + rng.integers(1, 10), |
| 5732 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5733 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5734 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5735 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5736 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5737 | |
| 5738 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5739 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5740 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5741 | |
| 5742 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5743 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5744 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5745 | choices = [1, 2, 3] |
| 5746 | change = rng.choice(choices) |
| 5747 | if change in [1, 3]: |
| 5748 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5749 | if change in [2, 3]: |
| 5750 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5751 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5752 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5753 | # Pick some potentially correct output dtype if input type is incorrect |
| 5754 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5755 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5756 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5757 | |
| 5758 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5759 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5760 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5761 | else: |
| 5762 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5763 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5764 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5765 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5766 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5767 | |
| 5768 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5769 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5770 | outputs = [] |
| 5771 | |
| 5772 | assert ifm1.dtype == ifm2.dtype |
| 5773 | input_dtype = ifm1.dtype |
| 5774 | |
| 5775 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5776 | assert ifm1.shape == ifm2.shape |
| 5777 | |
| 5778 | input_shape = ifm1.shape |
| 5779 | if error_name != ErrorIf.WrongRank: |
| 5780 | assert len(input_shape) == 3 |
| 5781 | |
| 5782 | output_shape = input_shape.copy() |
| 5783 | output_dtype = input_dtype |
| 5784 | |
| 5785 | if error_name == ErrorIf.WrongOutputType: |
| 5786 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5787 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5788 | output_dtype = rng.choice(wrong_dtypes) |
| 5789 | elif error_name == ErrorIf.BatchMismatch: |
| 5790 | output_shape[0] += rng.integers(1, 10) |
| 5791 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5792 | modify_dim = rng.choice([1, 2]) |
| 5793 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5794 | |
| 5795 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5796 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5797 | return outputs |
| 5798 | |
| 5799 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5800 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5801 | outputs = [] |
| 5802 | |
| 5803 | input_shape = value.shape |
| 5804 | if error_name != ErrorIf.WrongRank: |
| 5805 | assert len(input_shape) == 3 |
| 5806 | |
| 5807 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5808 | |
| 5809 | output_dtype = value.dtype |
| 5810 | if error_name == ErrorIf.WrongOutputType: |
| 5811 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5812 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5813 | output_dtype = rng.choice(wrong_dtypes) |
| 5814 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5815 | output_shape[0] += rng.integers(1, 10) |
| 5816 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5817 | modify_dim = rng.choice([1, 2]) |
| 5818 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5819 | |
| 5820 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5821 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5822 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5823 | |
| 5824 | @staticmethod |
| 5825 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 5826 | if error_name != ErrorIf.RankMismatch: |
| 5827 | assert len(a.shape) == len(b.shape) |
| 5828 | assert a.dtype == b.dtype |
| 5829 | |
| 5830 | shape = [] |
| 5831 | for i in range(len(a.shape)): |
| 5832 | shape.append(a.shape[i]) |
| 5833 | |
| 5834 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5835 | if error_name == ErrorIf.DimensionMismatch: |
| 5836 | shape[fuzz_idx] += 1 |
| 5837 | |
| 5838 | if error_name == ErrorIf.WrongOutputType: |
| 5839 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 5840 | outputDType = rng.choice(wrong_dtypes) |
| 5841 | else: |
| 5842 | outputDType = DType.SHAPE |
| 5843 | return ser.addOutput(shape, outputDType) |