Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1 | # Copyright (c) 2020-2023, 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 |
| 69 | vals.append(v) |
| 70 | return tuple(sorted(vals)) |
| 71 | |
| 72 | self.random_float_range = {} |
| 73 | for dtype in (DType.FP32, DType.FP16, DType.BF16): |
| 74 | self.random_float_range[dtype] = convertFPRange( |
| 75 | args.tensor_fp_value_range, |
| 76 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 77 | ) |
| 78 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 79 | def createSerializer(self, opName, testPath): |
| 80 | self.testPath = os.path.join(opName, testPath) |
| 81 | |
| 82 | fullPath = os.path.join(self.basePath, self.testPath) |
| 83 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 84 | # Embed const data in the flatbuffer |
| 85 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 86 | if self.args.lazy_data_gen: |
| 87 | # Lazy data generation - so make constants files |
| 88 | constMode = ts.ConstMode.INPUTS |
| 89 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 90 | constMode = ts.ConstMode.EMBED_DUMP |
| 91 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 92 | |
| 93 | def getSerializer(self): |
| 94 | return self.ser |
| 95 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 96 | def serialize(self, testName, metaData=None): |
| 97 | path = Path(self.basePath) / self.testPath |
| 98 | |
| 99 | # Write out TOSA flatbuffer binary |
| 100 | path_fb = path / f"{testName}.tosa" |
| 101 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 102 | fd.write(self.ser.serialize()) |
| 103 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 104 | # Get JSON descriptor from serializer |
| 105 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 106 | |
| 107 | if metaData: |
| 108 | # Add extra meta data to desc.json |
| 109 | desc["meta"] = metaData |
| 110 | |
| 111 | # Validate desc.json before we output it |
| 112 | self.descSchemaValidator.validate_config(desc) |
| 113 | |
| 114 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 115 | if "data_gen" in metaData: |
| 116 | if self.args.lazy_data_gen: |
| 117 | # Output datagen meta data as CPP data |
| 118 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 119 | with path_md.open("w") as fd: |
| 120 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 121 | fd.write("// Test meta data for data generation setup\n\n") |
| 122 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 123 | json.dump(metaData["data_gen"], fd) |
| 124 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 125 | if "compliance" in metaData: |
| 126 | # Output datagen meta data as CPP data |
| 127 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 128 | with path_md.open("w") as fd: |
| 129 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 130 | fd.write("// Test meta data for compliance validation\n\n") |
| 131 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 132 | json.dump(metaData["compliance"], fd) |
| 133 | fd.write(')";\n\n') |
| 134 | |
| 135 | # Write desc.json |
| 136 | path_desc = path / "desc.json" |
| 137 | with path_desc.open("w") as fd: |
| 138 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 139 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 140 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 141 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 142 | seed = self.random_seed + 1 |
| 143 | self.rng = np.random.default_rng(seed) |
| 144 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 145 | def getDTypeRange(self, dtype, high_inclusive=False): |
| 146 | # Returns dtype value range boundaries (low, high) |
| 147 | # The high boundary is excluded in the range |
| 148 | # unless high_inclusive is True |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 149 | if dtype in (DType.FP32, DType.FP16, DType.BF16): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 150 | return self.random_float_range[dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 151 | elif dtype == DType.BOOL: |
| 152 | rng = (0, 2) |
| 153 | elif dtype == DType.UINT8: |
| 154 | rng = (0, 256) |
| 155 | elif dtype == DType.UINT16: |
| 156 | rng = (0, 65536) |
| 157 | elif dtype == DType.INT4: |
| 158 | # TOSA specific INT4 weight range from -7 to 7 |
| 159 | rng = (-7, 8) |
| 160 | elif dtype == DType.INT8: |
| 161 | rng = (-128, 128) |
| 162 | elif dtype == DType.INT16: |
| 163 | rng = (-32768, 32768) |
| 164 | elif dtype in (DType.INT32, DType.SHAPE): |
| 165 | # restricting too large value for SHAPE |
| 166 | rng = (-(1 << 31), (1 << 31)) |
| 167 | elif dtype == DType.INT48: |
| 168 | rng = (-(1 << 47), (1 << 47)) |
| 169 | else: |
| 170 | raise Exception("Unknown dtype: {}".format(dtype)) |
| 171 | |
| 172 | if not high_inclusive: |
| 173 | # Exclusive high: low <= range < high |
| 174 | return rng |
| 175 | else: |
| 176 | # Inclusive range: low <= range <= high |
| 177 | return (rng[0], rng[1] - 1) |
| 178 | |
Jeremy Johnson | 30a41db | 2023-11-15 11:00:49 +0000 | [diff] [blame] | 179 | def getRandTensor(self, shape, dtype, data_range=None): |
| 180 | if data_range is None: |
| 181 | low, high = self.getDTypeRange(dtype) |
| 182 | else: |
| 183 | low, high = data_range |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 184 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 185 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 186 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 187 | elif dtype == DType.INT48: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 188 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
| 189 | elif dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 190 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 191 | |
| 192 | if dtype == DType.FP16: |
| 193 | return np.float16(f_tensor) |
| 194 | else: |
| 195 | f32_tensor = np.float32(f_tensor) |
| 196 | if dtype == DType.BF16: |
| 197 | # Floor the last 16 bits of each f32 value |
| 198 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
| 199 | else: |
| 200 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 201 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 202 | # All other integer types |
| 203 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 204 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 205 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 206 | placeholders = [] |
| 207 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 208 | assert len(shape_list) == len(dtype_list) |
| 209 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 210 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 211 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 212 | if not self.args.lazy_data_gen: |
| 213 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 214 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 215 | |
| 216 | return placeholders |
| 217 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 218 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 219 | consts = [] |
| 220 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 221 | assert len(shape_list) == len(dtype_list) |
| 222 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 223 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 224 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 225 | if not self.args.lazy_data_gen: |
| 226 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 227 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 228 | |
| 229 | return consts |
| 230 | |
| 231 | def makeShape(self, rank): |
| 232 | if self.targetted_shape: |
| 233 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 234 | return np.int32( |
| 235 | self.rng.integers( |
| 236 | low=self.args.tensor_shape_range[0], |
| 237 | high=self.args.tensor_shape_range[1], |
| 238 | size=rank, |
| 239 | ) |
| 240 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 241 | |
| 242 | def setTargetShape(self, shape): |
| 243 | self.targetted_shape = shape |
| 244 | |
| 245 | def randInt(self, low=0, high=256): |
| 246 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 247 | |
| 248 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 249 | low, high = self.getDTypeRange(dtype) |
| 250 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 251 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 252 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 253 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 254 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 255 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 256 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 257 | return gtu.vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 258 | elif dtype == DType.BOOL: |
| 259 | return self.rng.choice([False, True]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 260 | elif dtype == DType.INT48: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 261 | # Special size |
| 262 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 263 | |
| 264 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 265 | |
| 266 | def shapeStr(self, shape): |
| 267 | |
| 268 | sStr = [] |
| 269 | # Convert to strings |
| 270 | for i in shape: |
| 271 | sStr.append(str(i)) |
| 272 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 273 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 274 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 275 | def typeStr(self, dtype): |
| 276 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 277 | assert len(dtype) >= 2 |
| 278 | strs = [self.typeStr(t) for t in dtype] |
| 279 | # Limit types to the first 2 as the 3rd is the accumulator |
| 280 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 281 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 282 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 283 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 284 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 285 | raise Exception( |
| 286 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 287 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 288 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 289 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 290 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 291 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 292 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 293 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 294 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 295 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 296 | def constrictBatchSize(self, shape): |
| 297 | # Limit the batch size unless an explicit target shape set |
| 298 | if self.args.max_batch_size and not self.args.target_shapes: |
| 299 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 300 | return shape |
| 301 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 302 | def makeDimension(self): |
| 303 | return self.randInt( |
| 304 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 305 | ) |
| 306 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 307 | def tensorComplianceMetaData( |
| 308 | self, op, inputType, argsDict, outputTensor, errorName |
| 309 | ): |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 310 | # TODO - Dot product Ops with FP16 or BF16 inputs that produce FP32 outputs are not supported yet |
| 311 | UNSUPPORTED_NON_FP32_INPUT_OPS = (Op.MATMUL, Op.CONV2D, Op.FULLY_CONNECTED) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 312 | if ( |
| 313 | errorName |
| 314 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 315 | or ( |
| 316 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 317 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 318 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 319 | ): |
| 320 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 321 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 322 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 323 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 324 | compliance_tens = { |
| 325 | "mode": None, |
| 326 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 327 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 328 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 329 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 330 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 331 | compliance_tens["dot_product_info"] = { |
| 332 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 333 | "ks": int(argsDict["ksb"]) |
| 334 | if "ksb" in argsDict |
| 335 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 336 | } |
| 337 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 338 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 339 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 340 | mode = gtu.ComplianceMode.ULP |
| 341 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
| 342 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 343 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame^] | 344 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 345 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 346 | else: |
| 347 | mode = gtu.ComplianceMode.EXACT |
| 348 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 349 | |
| 350 | return compliance_tens |
| 351 | |
| 352 | # Build Op functions |
| 353 | # Create the output tensor (calling OutputShaper as needed) |
| 354 | # Do final tweaks to attributes (if necessary for errorIf) |
| 355 | # Add Op into graph |
| 356 | # Return resulting tensor information or BuildInfo |
| 357 | |
| 358 | class BuildInfo: |
| 359 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 360 | |
| 361 | def __init__(self, resultTensor, complianceDict): |
| 362 | self.resultTensor = resultTensor |
| 363 | self.complianceDict = complianceDict |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 364 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 365 | def build_unary( |
| 366 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 367 | ): |
| 368 | assert len(inputs) == 1 |
| 369 | a = inputs[0] |
| 370 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 371 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 372 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 373 | |
| 374 | # Ensure new output type has correct qinfo |
| 375 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 376 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 377 | qinfo = [ |
| 378 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 379 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 380 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 381 | |
| 382 | # Invalidate Input/Output list for error if checks. |
| 383 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 384 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 385 | pCount, cCount = op["operands"] |
| 386 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 387 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 388 | self, error_name, input_list, output_list |
| 389 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 390 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 391 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 392 | self.ser, |
| 393 | validator_fcns, |
| 394 | error_name, |
| 395 | op=op, |
| 396 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 397 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 398 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 399 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 400 | input_list=input_list, |
| 401 | output_list=output_list, |
| 402 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 403 | ): |
| 404 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 405 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 406 | attr = None |
| 407 | if op["op"] == Op.NEGATE: |
| 408 | attr = ts.TosaSerializerAttribute() |
| 409 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 410 | |
| 411 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 412 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 413 | compliance = self.tensorComplianceMetaData( |
| 414 | op, a.dtype, args_dict, result_tensor, error_name |
| 415 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 416 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 417 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 418 | def build_binary_broadcast( |
| 419 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 420 | ): |
| 421 | assert len(inputs) == 2 |
| 422 | a, b = inputs |
| 423 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 424 | self.ser, self.rng, a, b, error_name |
| 425 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 426 | |
| 427 | # Invalidate Input/Output list for error if checks. |
| 428 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 429 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 430 | pCount, cCount = op["operands"] |
| 431 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 432 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 433 | self, error_name, input_list, output_list |
| 434 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 435 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 436 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 437 | self.ser, |
| 438 | validator_fcns, |
| 439 | error_name, |
| 440 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 441 | input1=a, |
| 442 | input2=b, |
| 443 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 444 | output_dtype=result_tensor.dtype, |
| 445 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 446 | input_list=input_list, |
| 447 | output_list=output_list, |
| 448 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 449 | ): |
| 450 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 451 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 452 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 453 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 454 | compliance = self.tensorComplianceMetaData( |
| 455 | op, a.dtype, args_dict, result_tensor, error_name |
| 456 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 457 | |
| 458 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 459 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 460 | 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] | 461 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 462 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 463 | return result_tens |
| 464 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 465 | def build_arithmetic_right_shift( |
| 466 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 467 | ): |
| 468 | result_tens = OutputShaper.binaryBroadcastOp( |
| 469 | self.ser, self.rng, a, b, error_name |
| 470 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 471 | |
| 472 | # Invalidate Input/Output list for error if checks. |
| 473 | input_list = [a.name, b.name] |
| 474 | output_list = [result_tens.name] |
| 475 | pCount, cCount = op["operands"] |
| 476 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 477 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 478 | self, error_name, input_list, output_list |
| 479 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 480 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 481 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 482 | self.ser, |
| 483 | validator_fcns, |
| 484 | error_name, |
| 485 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 486 | input1=a, |
| 487 | input2=b, |
| 488 | input_dtype=a.dtype, |
| 489 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 490 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 491 | input_list=input_list, |
| 492 | output_list=output_list, |
| 493 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 494 | ): |
| 495 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 496 | |
| 497 | attr = ts.TosaSerializerAttribute() |
| 498 | attr.ArithmeticRightShiftAttribute(round) |
| 499 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 500 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 501 | return result_tens |
| 502 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 503 | def build_mul( |
| 504 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 505 | ): |
| 506 | assert len(inputs) == 2 |
| 507 | a, b = inputs |
| 508 | shift = args_dict["shift"] |
| 509 | |
| 510 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 511 | self.ser, self.rng, a, b, error_name |
| 512 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 513 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 514 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 515 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 516 | result_tensor.setDtype(DType.INT32) |
| 517 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 518 | if error_name == ErrorIf.WrongOutputType: |
| 519 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 520 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 521 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 522 | |
| 523 | # Invalidate Input/Output list for error if checks. |
| 524 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 525 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 526 | pCount, cCount = op["operands"] |
| 527 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 528 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 529 | self, error_name, input_list, output_list |
| 530 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 531 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 532 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 533 | self.ser, |
| 534 | validator_fcns, |
| 535 | error_name, |
| 536 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 537 | input1=a, |
| 538 | input2=b, |
| 539 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 540 | output_dtype=result_tensor.dtype, |
| 541 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 542 | input_list=input_list, |
| 543 | output_list=output_list, |
| 544 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 545 | ): |
| 546 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 547 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 548 | attr = ts.TosaSerializerAttribute() |
| 549 | attr.MulAttribute(shift) |
| 550 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 551 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 552 | |
| 553 | compliance = self.tensorComplianceMetaData( |
| 554 | op, a.dtype, args_dict, result_tensor, error_name |
| 555 | ) |
| 556 | |
| 557 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 558 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 559 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 560 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 561 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 562 | attr = ts.TosaSerializerAttribute() |
| 563 | attr.TableAttribute(table) |
| 564 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 565 | # Invalidate Input/Output list for error if checks. |
| 566 | input_list = [a.name] |
| 567 | output_list = [result_tens.name] |
| 568 | pCount, cCount = op["operands"] |
| 569 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 570 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 571 | self, error_name, input_list, output_list |
| 572 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 573 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 574 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 575 | self.ser, |
| 576 | validator_fcns, |
| 577 | error_name, |
| 578 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 579 | input_shape=a.shape, |
| 580 | input_dtype=a.dtype, |
| 581 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 582 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 583 | input_list=input_list, |
| 584 | output_list=output_list, |
| 585 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 586 | ): |
| 587 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 588 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 589 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 590 | |
| 591 | return result_tens |
| 592 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 593 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 594 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 595 | |
| 596 | # Invalidate Input/Output list for error if checks. |
| 597 | input_list = [cond.name, a.name, b.name] |
| 598 | output_list = [result_tens.name] |
| 599 | pCount, cCount = op["operands"] |
| 600 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 601 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 602 | self, error_name, input_list, output_list |
| 603 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 604 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 605 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 606 | self.ser, |
| 607 | validator_fcns, |
| 608 | error_name, |
| 609 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 610 | input1=cond, |
| 611 | input2=a, |
| 612 | input3=b, |
| 613 | input_shape=a.shape, |
| 614 | input_dtype=a.dtype, |
| 615 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 616 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 617 | input_list=input_list, |
| 618 | output_list=output_list, |
| 619 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 620 | ): |
| 621 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 622 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 623 | self.ser.addOperator( |
| 624 | op["op"], |
| 625 | input_list, |
| 626 | output_list, |
| 627 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 628 | return result_tens |
| 629 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 630 | def build_comparison( |
| 631 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 632 | ): |
| 633 | assert len(inputs) == 2 |
| 634 | a, b = inputs |
| 635 | |
| 636 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 637 | self.ser, self.rng, a, b, error_name |
| 638 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 639 | |
| 640 | # Invalidate Input/Output list for error if checks. |
| 641 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 642 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 643 | pCount, cCount = op["operands"] |
| 644 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 645 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 646 | self, error_name, input_list, output_list |
| 647 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 648 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 649 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 650 | self.ser, |
| 651 | validator_fcns, |
| 652 | error_name, |
| 653 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 654 | input1=a, |
| 655 | input2=b, |
| 656 | input_shape=a.shape, |
| 657 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 658 | output_shape=result_tensor.shape, |
| 659 | output_dtype=result_tensor.dtype, |
| 660 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 661 | input_list=input_list, |
| 662 | output_list=output_list, |
| 663 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 664 | ): |
| 665 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 666 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 667 | self.ser.addOperator( |
| 668 | op["op"], |
| 669 | input_list, |
| 670 | output_list, |
| 671 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 672 | |
| 673 | compliance = self.tensorComplianceMetaData( |
| 674 | op, a.dtype, args_dict, result_tensor, error_name |
| 675 | ) |
| 676 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 677 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 678 | def build_argmax( |
| 679 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 680 | ): |
| 681 | assert len(inputs) == 1 |
| 682 | a = inputs[0] |
| 683 | axis = args_dict["axis"] |
| 684 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 685 | |
| 686 | # Invalidate Input/Output list for error if checks. |
| 687 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 688 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 689 | pCount, cCount = op["operands"] |
| 690 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 691 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 692 | self, error_name, input_list, output_list |
| 693 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 694 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 695 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 696 | self.ser, |
| 697 | validator_fcns, |
| 698 | error_name, |
| 699 | op=op, |
| 700 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 701 | input_shape=a.shape, |
| 702 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 703 | output_shape=result_tensor.shape, |
| 704 | output_dtype=result_tensor.dtype, |
| 705 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 706 | input_list=input_list, |
| 707 | output_list=output_list, |
| 708 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 709 | ): |
| 710 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 711 | |
| 712 | attr = ts.TosaSerializerAttribute() |
| 713 | attr.AxisAttribute(axis) |
| 714 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 715 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 716 | |
| 717 | compliance = self.tensorComplianceMetaData( |
| 718 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 719 | ) |
| 720 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 721 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 722 | def build_pool2d( |
| 723 | self, |
| 724 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 725 | inputs, |
| 726 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 727 | validator_fcns=None, |
| 728 | error_name=None, |
| 729 | qinfo=None, |
| 730 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 731 | assert len(inputs) == 1 |
| 732 | input = inputs[0] |
| 733 | # max_pool has no accum_dtype |
| 734 | accum_dtype = ( |
| 735 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 736 | ) |
| 737 | stride = args_dict["stride"] |
| 738 | pad = args_dict["pad"] |
| 739 | kernel = args_dict["kernel"] |
| 740 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 741 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 742 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 743 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 744 | |
| 745 | # Ensure new output type has correct qinfo |
| 746 | if error_name == ErrorIf.WrongInputType: |
| 747 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 748 | qinfo = [ |
| 749 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 750 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 751 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 752 | |
| 753 | # Invalidate Input/Output list for error if checks. |
| 754 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 755 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +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 | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 761 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 762 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 763 | self.ser, |
| 764 | validator_fcns, |
| 765 | error_name, |
| 766 | op=op, |
| 767 | input_shape=input.shape, |
| 768 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 769 | output_shape=result_tensor.shape, |
| 770 | output_dtype=result_tensor.dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 771 | kernel=kernel, |
| 772 | stride=stride, |
| 773 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 774 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 775 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 776 | input_list=input_list, |
| 777 | output_list=output_list, |
| 778 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 779 | ): |
| 780 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 781 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 782 | if qinfo is None: |
| 783 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 784 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 785 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 786 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 787 | |
| 788 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 789 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 790 | compliance = self.tensorComplianceMetaData( |
| 791 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 792 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 793 | |
| 794 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 795 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 796 | def build_conv2d( |
| 797 | self, |
| 798 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 799 | inputs, |
| 800 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 801 | validator_fcns=None, |
| 802 | error_name=None, |
| 803 | qinfo=None, |
| 804 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 805 | assert len(inputs) == 3 |
| 806 | ifm, filter, bias = inputs |
| 807 | accum_dtype = args_dict["acc_type"] |
| 808 | strides = args_dict["stride"] |
| 809 | padding = args_dict["pad"] |
| 810 | dilations = args_dict["dilation"] |
| 811 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 812 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 813 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 814 | self.ser, |
| 815 | self.rng, |
| 816 | ifm, |
| 817 | filter, |
| 818 | accum_dtype, |
| 819 | strides, |
| 820 | padding, |
| 821 | dilations, |
| 822 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 823 | ) |
| 824 | |
| 825 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 826 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 827 | DType.INT8, |
| 828 | DType.UINT8, |
| 829 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 830 | qinfo = [ |
| 831 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 832 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 833 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 834 | |
| 835 | # Invalidate Input/Output list for error_if checks. |
| 836 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 837 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 838 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 839 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 840 | self, error_name, input_list, output_list |
| 841 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 842 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 843 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 844 | self.ser, |
| 845 | validator_fcns, |
| 846 | error_name, |
| 847 | op=op, |
| 848 | input_dtype=ifm.dtype, |
| 849 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 850 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 851 | qinfo=qinfo, |
| 852 | input_list=input_list, |
| 853 | num_operands=num_operands, |
| 854 | output_list=output_list, |
| 855 | pad=padding, |
| 856 | stride=strides, |
| 857 | dilation=dilations, |
| 858 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 859 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 860 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 861 | ): |
| 862 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 863 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 864 | # TODO - Test local_bound, for now set local bound attribute to False |
| 865 | local_bound = False |
| 866 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 867 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 868 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 869 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 870 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 871 | |
| 872 | compliance = self.tensorComplianceMetaData( |
| 873 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 874 | ) |
| 875 | |
| 876 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 877 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 878 | def build_conv3d( |
| 879 | self, |
| 880 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 881 | inputs, |
| 882 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 883 | validator_fcns=None, |
| 884 | error_name=None, |
| 885 | qinfo=None, |
| 886 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 887 | assert len(inputs) == 3 |
| 888 | ifm, filter, bias = inputs |
| 889 | accum_dtype = args_dict["acc_type"] |
| 890 | strides = args_dict["stride"] |
| 891 | padding = args_dict["pad"] |
| 892 | dilations = args_dict["dilation"] |
| 893 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 894 | assert len(padding) == 6 |
| 895 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 896 | self.ser, |
| 897 | self.rng, |
| 898 | ifm, |
| 899 | filter, |
| 900 | accum_dtype, |
| 901 | strides, |
| 902 | padding, |
| 903 | dilations, |
| 904 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 905 | ) |
| 906 | |
| 907 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 908 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 909 | DType.INT8, |
| 910 | DType.UINT8, |
| 911 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 912 | qinfo = [ |
| 913 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 914 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 915 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 916 | |
| 917 | # Invalidate Input/Output list for error_if checks. |
| 918 | input_list = [ifm.name, filter.name, bias.name] |
| 919 | output_list = [result_tens.name] |
| 920 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 921 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 922 | self, error_name, input_list, output_list |
| 923 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 924 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 925 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 926 | self.ser, |
| 927 | validator_fcns, |
| 928 | error_name, |
| 929 | op=op, |
| 930 | input_dtype=ifm.dtype, |
| 931 | weight_dtype=filter.dtype, |
| 932 | output_dtype=result_tens.dtype, |
| 933 | qinfo=qinfo, |
| 934 | input_list=input_list, |
| 935 | num_operands=num_operands, |
| 936 | output_list=output_list, |
| 937 | pad=padding, |
| 938 | stride=strides, |
| 939 | dilation=dilations, |
| 940 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 941 | weight_shape=filter.shape, |
| 942 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 943 | ): |
| 944 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 945 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 946 | # TODO - Test local_bound, for now set local bound attribute to False |
| 947 | local_bound = False |
| 948 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 949 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 950 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 951 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 952 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 953 | return result_tens |
| 954 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 955 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 956 | self, |
| 957 | op, |
| 958 | ifm, |
| 959 | filter, |
| 960 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 961 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 962 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 963 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 964 | output_shape, |
| 965 | validator_fcns=None, |
| 966 | error_name=None, |
| 967 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 968 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 969 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 970 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 971 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 972 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 973 | |
| 974 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 975 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 976 | DType.INT8, |
| 977 | DType.UINT8, |
| 978 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 979 | qinfo = [ |
| 980 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 981 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 982 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 983 | |
| 984 | # Invalidate Input/Output list for error_if checks. |
| 985 | input_list = [ifm.name, filter.name, bias.name] |
| 986 | output_list = [result_tens.name] |
| 987 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 988 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 989 | self, error_name, input_list, output_list |
| 990 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 991 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 992 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 993 | self.ser, |
| 994 | validator_fcns, |
| 995 | error_name, |
| 996 | op=op, |
| 997 | input_dtype=ifm.dtype, |
| 998 | weight_dtype=filter.dtype, |
| 999 | output_dtype=result_tens.dtype, |
| 1000 | qinfo=qinfo, |
| 1001 | input_list=input_list, |
| 1002 | num_operands=num_operands, |
| 1003 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1004 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1005 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1006 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1007 | weight_shape=filter.shape, |
| 1008 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1009 | ): |
| 1010 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1011 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1012 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1013 | local_bound = False |
| 1014 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1015 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1016 | attr.TransposeConvAttribute( |
| 1017 | out_pad, stride, output_shape, qinfo[0], qinfo[1], local_bound |
| 1018 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -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) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1021 | return result_tens |
| 1022 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1023 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1024 | self, |
| 1025 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1026 | inputs, |
| 1027 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1028 | validator_fcns=None, |
| 1029 | error_name=None, |
| 1030 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1031 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1032 | assert len(inputs) == 3 |
| 1033 | ifm, filter, bias = inputs |
| 1034 | accum_dtype = args_dict["acc_type"] |
| 1035 | strides = args_dict["stride"] |
| 1036 | padding = args_dict["pad"] |
| 1037 | dilations = args_dict["dilation"] |
| 1038 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1039 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1040 | self.ser, |
| 1041 | self.rng, |
| 1042 | ifm, |
| 1043 | filter, |
| 1044 | accum_dtype, |
| 1045 | strides, |
| 1046 | padding, |
| 1047 | dilations, |
| 1048 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1049 | ) |
| 1050 | |
| 1051 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1052 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1053 | DType.INT8, |
| 1054 | DType.UINT8, |
| 1055 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1056 | qinfo = [ |
| 1057 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 1058 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 1059 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1060 | |
| 1061 | # Invalidate Input/Output list for error_if checks. |
| 1062 | input_list = [ifm.name, filter.name, bias.name] |
| 1063 | output_list = [result_tens.name] |
| 1064 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1065 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1066 | self, error_name, input_list, output_list |
| 1067 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1068 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1069 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1070 | self.ser, |
| 1071 | validator_fcns, |
| 1072 | error_name, |
| 1073 | op=op, |
| 1074 | input_dtype=ifm.dtype, |
| 1075 | weight_dtype=filter.dtype, |
| 1076 | output_dtype=result_tens.dtype, |
| 1077 | qinfo=qinfo, |
| 1078 | input_list=input_list, |
| 1079 | num_operands=num_operands, |
| 1080 | output_list=output_list, |
| 1081 | pad=padding, |
| 1082 | stride=strides, |
| 1083 | dilation=dilations, |
| 1084 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1085 | weight_shape=filter.shape, |
| 1086 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1087 | ): |
| 1088 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1089 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1090 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1091 | local_bound = False |
| 1092 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1093 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1094 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1095 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1096 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1097 | return result_tens |
| 1098 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1099 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1100 | self, |
| 1101 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1102 | inputs, |
| 1103 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1104 | validator_fcns=None, |
| 1105 | error_name=None, |
| 1106 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1107 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1108 | assert len(inputs) == 3 |
| 1109 | ifm, filter, bias = inputs |
| 1110 | accum_dtype = args_dict["acc_type"] |
| 1111 | |
| 1112 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1113 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1114 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1115 | |
| 1116 | # Invalidate Input/Output list for error if checks. |
| 1117 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1118 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1119 | pCount, cCount = op["operands"] |
| 1120 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1121 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1122 | self, error_name, input_list, output_list |
| 1123 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1124 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1125 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1126 | self.ser, |
| 1127 | validator_fcns, |
| 1128 | error_name, |
| 1129 | op=op, |
| 1130 | input_shape=ifm.shape, |
| 1131 | input_dtype=ifm.dtype, |
| 1132 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1133 | output_shape=result_tensor.shape, |
| 1134 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1135 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1136 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1137 | input_list=input_list, |
| 1138 | output_list=output_list, |
| 1139 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1140 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1141 | ): |
| 1142 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1143 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1144 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1145 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1146 | |
| 1147 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1148 | |
| 1149 | compliance = self.tensorComplianceMetaData( |
| 1150 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1151 | ) |
| 1152 | |
| 1153 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1154 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1155 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1156 | 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] | 1157 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1158 | assert len(inputs) == 2 |
| 1159 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1160 | accum_dtype = args_dict["acc_type"] |
| 1161 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1162 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1163 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1164 | |
| 1165 | # Invalidate Input/Output list for error if checks. |
| 1166 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1167 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1168 | pCount, cCount = op["operands"] |
| 1169 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1170 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1171 | self, error_name, input_list, output_list |
| 1172 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1173 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1174 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1175 | self.ser, |
| 1176 | validator_fcns, |
| 1177 | error_name, |
| 1178 | op=op, |
| 1179 | input_shape=a.shape, |
| 1180 | input_dtype=a.dtype, |
| 1181 | input2_shape=b.shape, |
| 1182 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1183 | output_shape=result_tensor.shape, |
| 1184 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1185 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1186 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1187 | input_list=input_list, |
| 1188 | output_list=output_list, |
| 1189 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1190 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1191 | ): |
| 1192 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1193 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1194 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1195 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1196 | |
| 1197 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1198 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1199 | compliance = self.tensorComplianceMetaData( |
| 1200 | op, a.dtype, args_dict, result_tensor, error_name |
| 1201 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1202 | |
| 1203 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1204 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1205 | def build_reduce( |
| 1206 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1207 | ): |
| 1208 | assert len(inputs) == 1 |
| 1209 | a = inputs[0] |
| 1210 | axis = args_dict["axis"] |
| 1211 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1212 | |
| 1213 | # Invalidate Input/Output list for error if checks. |
| 1214 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1215 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1216 | pCount, cCount = op["operands"] |
| 1217 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1218 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1219 | self, error_name, input_list, output_list |
| 1220 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1221 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1222 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1223 | self.ser, |
| 1224 | validator_fcns, |
| 1225 | error_name, |
| 1226 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1227 | axis=axis, |
| 1228 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1229 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1230 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1231 | output_dtype=result_tensor.dtype, |
| 1232 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1233 | input_list=input_list, |
| 1234 | output_list=output_list, |
| 1235 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1236 | ): |
| 1237 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1238 | |
| 1239 | attr = ts.TosaSerializerAttribute() |
| 1240 | attr.AxisAttribute(axis) |
| 1241 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1242 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1243 | |
| 1244 | if op["op"] == Op.REDUCE_PRODUCT: |
| 1245 | # TODO: Add compliance support! |
| 1246 | compliance = None |
| 1247 | else: |
| 1248 | compliance = self.tensorComplianceMetaData( |
| 1249 | op, a.dtype, args_dict, result_tensor, error_name |
| 1250 | ) |
| 1251 | |
| 1252 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1253 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1254 | def build_clamp( |
| 1255 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1256 | ): |
| 1257 | assert len(inputs) == 1 |
| 1258 | a = inputs[0] |
| 1259 | |
| 1260 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1261 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1262 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1263 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1264 | if error_name == ErrorIf.MaxSmallerMin: |
| 1265 | # Make sure the numbers are different to invoke this error |
| 1266 | while v[0] == v[1]: |
| 1267 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1268 | max_val = min(v) |
| 1269 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1270 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1271 | max_val = max(v) |
| 1272 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1273 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1274 | # Invalidate Input/Output list for error if checks. |
| 1275 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1276 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1277 | pCount, cCount = op["operands"] |
| 1278 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1279 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1280 | self, error_name, input_list, output_list |
| 1281 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1282 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1283 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1284 | self.ser, |
| 1285 | validator_fcns, |
| 1286 | error_name, |
| 1287 | op=op, |
| 1288 | max_val=max_val, |
| 1289 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1290 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1291 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1292 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1293 | output_dtype=result_tensor.dtype, |
| 1294 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1295 | input_list=input_list, |
| 1296 | output_list=output_list, |
| 1297 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1298 | ): |
| 1299 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1300 | |
| 1301 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1302 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1303 | if a.dtype == DType.FP16: |
| 1304 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1305 | min_val = min_val.astype(np.float32) |
| 1306 | max_val = max_val.astype(np.float32) |
| 1307 | |
| 1308 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1309 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1310 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1311 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1312 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1313 | |
| 1314 | compliance = self.tensorComplianceMetaData( |
| 1315 | op, a.dtype, args_dict, result_tensor, error_name |
| 1316 | ) |
| 1317 | |
| 1318 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1319 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1320 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1321 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1322 | attr = ts.TosaSerializerAttribute() |
| 1323 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1324 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1325 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1326 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1327 | return result_tens |
| 1328 | |
| 1329 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1330 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1331 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1332 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1333 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1334 | return result_tens |
| 1335 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1336 | def build_activation( |
| 1337 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1338 | ): |
| 1339 | assert len(inputs) == 1 |
| 1340 | a = inputs[0] |
| 1341 | |
| 1342 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1343 | |
| 1344 | # Invalidate Input/Output list for error if checks. |
| 1345 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1346 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1347 | pCount, cCount = op["operands"] |
| 1348 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1349 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1350 | self, error_name, input_list, output_list |
| 1351 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1352 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1353 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1354 | self.ser, |
| 1355 | validator_fcns, |
| 1356 | error_name, |
| 1357 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1358 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1359 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1360 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1361 | output_dtype=result_tensor.dtype, |
| 1362 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1363 | input_list=input_list, |
| 1364 | output_list=output_list, |
| 1365 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1366 | ): |
| 1367 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1368 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1369 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1370 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1371 | compliance = self.tensorComplianceMetaData( |
| 1372 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1373 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1374 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1375 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1376 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1377 | def build_concat( |
| 1378 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1379 | ): |
| 1380 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1381 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1382 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1383 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1384 | result_tensor = OutputShaper.concatOp( |
| 1385 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1386 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1387 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1388 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1389 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1390 | input_tensor_names.append(tensor.name) |
| 1391 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1392 | # Invalidate Input/Output list for error if checks. |
| 1393 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1394 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1395 | pCount, cCount = op["operands"] |
| 1396 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1397 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1398 | self, error_name, input_list, output_list |
| 1399 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1400 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1401 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1402 | self.ser, |
| 1403 | validator_fcns, |
| 1404 | error_name, |
| 1405 | op=op, |
| 1406 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1407 | input_shape=inputs[0].shape, |
| 1408 | output_shape=result_tensor.shape, |
| 1409 | input_dtype=inputs[0].dtype, |
| 1410 | output_dtype=result_tensor.dtype, |
| 1411 | inputs=inputs, |
| 1412 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1413 | input_list=input_list, |
| 1414 | output_list=output_list, |
| 1415 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1416 | ): |
| 1417 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1418 | |
| 1419 | attr = ts.TosaSerializerAttribute() |
| 1420 | attr.AxisAttribute(axis) |
| 1421 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1422 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1423 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1424 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1425 | def build_pad( |
| 1426 | self, |
| 1427 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1428 | inputs, |
| 1429 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1430 | validator_fcns=None, |
| 1431 | error_name=None, |
| 1432 | qinfo=None, |
| 1433 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1434 | assert len(inputs) == 1 |
| 1435 | a = inputs[0] |
| 1436 | padding = args_dict["pad"] |
| 1437 | pad_const_int = args_dict["pad_const_int"] |
| 1438 | pad_const_float = args_dict["pad_const_fp"] |
| 1439 | |
| 1440 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1441 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1442 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1443 | attr.PadAttribute( |
| 1444 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1445 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1446 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1447 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1448 | input_list = [a.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1449 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1450 | pCount, cCount = op["operands"] |
| 1451 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1452 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1453 | self, error_name, input_list, output_list |
| 1454 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1455 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1456 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1457 | self.ser, |
| 1458 | validator_fcns, |
| 1459 | error_name, |
| 1460 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1461 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1462 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1463 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1464 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1465 | pad=padding, |
| 1466 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1467 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1468 | input_list=input_list, |
| 1469 | output_list=output_list, |
| 1470 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1471 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1472 | ): |
| 1473 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1474 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1475 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1476 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1477 | compliance = self.tensorComplianceMetaData( |
| 1478 | op, a.dtype, args_dict, result_tensor, error_name |
| 1479 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1480 | |
| 1481 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1482 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1483 | def build_dim( |
| 1484 | self, |
| 1485 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1486 | inputs, |
| 1487 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1488 | validator_fcns=None, |
| 1489 | error_name=None, |
| 1490 | qinfo=None, |
| 1491 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1492 | assert len(inputs) == 1 |
| 1493 | a = inputs[0] |
| 1494 | axis = args_dict["axis"] |
| 1495 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1496 | |
| 1497 | # Invalidate Input/Output list for error if checks. |
| 1498 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1499 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1500 | pCount, cCount = op["operands"] |
| 1501 | num_operands = pCount + cCount |
| 1502 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1503 | self, error_name, input_list, output_list |
| 1504 | ) |
| 1505 | |
| 1506 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1507 | self.ser, |
| 1508 | validator_fcns, |
| 1509 | error_name, |
| 1510 | op=op, |
| 1511 | axis=axis, |
| 1512 | input_shape=a.shape, |
| 1513 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1514 | output_shape=result_tensor.shape, |
| 1515 | output_dtype=result_tensor.dtype, |
| 1516 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1517 | input_list=input_list, |
| 1518 | output_list=output_list, |
| 1519 | num_operands=num_operands, |
| 1520 | ): |
| 1521 | return None |
| 1522 | |
| 1523 | attr = ts.TosaSerializerAttribute() |
| 1524 | attr.AxisAttribute(axis) |
| 1525 | |
| 1526 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1527 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1528 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1529 | def build_reshape( |
| 1530 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1531 | ): |
| 1532 | assert len(inputs) == 1 |
| 1533 | a = inputs[0] |
| 1534 | new_shape = args_dict["new_shape"] |
| 1535 | result_tensor = OutputShaper.reshapeOp( |
| 1536 | self.ser, self.rng, a, new_shape, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1537 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1538 | |
| 1539 | # Invalidate Input/Output list for error if checks. |
| 1540 | input_list = [a.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1541 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1542 | pCount, cCount = op["operands"] |
| 1543 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1544 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1545 | self, error_name, input_list, output_list |
| 1546 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1547 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1548 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1549 | self.ser, |
| 1550 | validator_fcns, |
| 1551 | error_name, |
| 1552 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1553 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1554 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1555 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1556 | output_dtype=result_tensor.dtype, |
| 1557 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1558 | input_list=input_list, |
| 1559 | output_list=output_list, |
| 1560 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1561 | ): |
| 1562 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1563 | |
| 1564 | attr = ts.TosaSerializerAttribute() |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1565 | attr.ReshapeAttribute(new_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1566 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1567 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1568 | |
| 1569 | compliance = self.tensorComplianceMetaData( |
| 1570 | op, a.dtype, args_dict, result_tensor, error_name |
| 1571 | ) |
| 1572 | |
| 1573 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1574 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1575 | def build_reverse( |
| 1576 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1577 | ): |
| 1578 | assert len(inputs) == 1 |
| 1579 | a = inputs[0] |
| 1580 | axis = args_dict["axis"] |
| 1581 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1582 | |
| 1583 | # Invalidate Input/Output list for error if checks. |
| 1584 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1585 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1586 | pCount, cCount = op["operands"] |
| 1587 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1588 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1589 | self, error_name, input_list, output_list |
| 1590 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1591 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1592 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1593 | self.ser, |
| 1594 | validator_fcns, |
| 1595 | error_name, |
| 1596 | op=op, |
| 1597 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1598 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1599 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1600 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1601 | output_dtype=result_tensor.dtype, |
| 1602 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1603 | input_list=input_list, |
| 1604 | output_list=output_list, |
| 1605 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1606 | ): |
| 1607 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1608 | |
| 1609 | attr = ts.TosaSerializerAttribute() |
| 1610 | attr.AxisAttribute(axis) |
| 1611 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1612 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1613 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1614 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1615 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1616 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1617 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1618 | attr = ts.TosaSerializerAttribute() |
| 1619 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1620 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1621 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1622 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1623 | output_list = [result_tens.name] |
| 1624 | pCount, cCount = op["operands"] |
| 1625 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1626 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1627 | self, error_name, input_list, output_list |
| 1628 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1629 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1630 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1631 | self.ser, |
| 1632 | validator_fcns, |
| 1633 | error_name, |
| 1634 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1635 | input_shape=a.shape, |
| 1636 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1637 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1638 | input_dtype=a.dtype, |
| 1639 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1640 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1641 | input_list=input_list, |
| 1642 | output_list=output_list, |
| 1643 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1644 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1645 | ): |
| 1646 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1647 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1648 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1649 | return result_tens |
| 1650 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1651 | def build_slice(self, op, a, start, size, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1652 | result_tens = OutputShaper.sliceOp( |
| 1653 | self.ser, self.rng, a, start, size, error_name |
| 1654 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1655 | |
| 1656 | # Invalidate Input/Output list for error if checks. |
| 1657 | input_list = [a.name] |
| 1658 | output_list = [result_tens.name] |
| 1659 | pCount, cCount = op["operands"] |
| 1660 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1661 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1662 | self, error_name, input_list, output_list |
| 1663 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1664 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1665 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1666 | self.ser, |
| 1667 | validator_fcns, |
| 1668 | error_name, |
| 1669 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1670 | input_shape=a.shape, |
| 1671 | output_shape=result_tens.shape, |
| 1672 | input_dtype=a.dtype, |
| 1673 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1674 | start=start, |
| 1675 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1676 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1677 | input_list=input_list, |
| 1678 | output_list=output_list, |
| 1679 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1680 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1681 | ): |
| 1682 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1683 | |
| 1684 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1685 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1686 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1687 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1688 | return result_tens |
| 1689 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1690 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1691 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1692 | |
| 1693 | # Invalidate Input/Output list for error if checks. |
| 1694 | input_list = [a.name] |
| 1695 | output_list = [result_tens.name] |
| 1696 | pCount, cCount = op["operands"] |
| 1697 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1698 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1699 | self, error_name, input_list, output_list |
| 1700 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1701 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1702 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1703 | self.ser, |
| 1704 | validator_fcns, |
| 1705 | error_name, |
| 1706 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1707 | input_shape=a.shape, |
| 1708 | output_shape=result_tens.shape, |
| 1709 | input_dtype=a.dtype, |
| 1710 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1711 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1712 | input_list=input_list, |
| 1713 | output_list=output_list, |
| 1714 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1715 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1716 | ): |
| 1717 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1718 | |
| 1719 | attr = ts.TosaSerializerAttribute() |
| 1720 | attr.TileAttribute(multiples) |
| 1721 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1722 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1723 | return result_tens |
| 1724 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1725 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1726 | |
| 1727 | # Create a new indicies tensor |
| 1728 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1729 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1730 | K = values.shape[1] # K |
| 1731 | W = self.randInt( |
| 1732 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1733 | ) # W |
| 1734 | indicies_arr = np.int32( |
| 1735 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1736 | ) # (N, W) |
| 1737 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1738 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1739 | result_tens = OutputShaper.gatherOp( |
| 1740 | self.ser, self.rng, values, indicies, error_name |
| 1741 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1742 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1743 | # Invalidate Input/Output list for error if checks. |
| 1744 | input_list = [values.name, indicies.name] |
| 1745 | output_list = [result_tens.name] |
| 1746 | pCount, cCount = op["operands"] |
| 1747 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1748 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1749 | self, error_name, input_list, output_list |
| 1750 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1751 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1752 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1753 | self.ser, |
| 1754 | validator_fcns, |
| 1755 | error_name, |
| 1756 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1757 | input_shape=values.shape, |
| 1758 | output_shape=result_tens.shape, |
| 1759 | input_dtype=values.dtype, |
| 1760 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1761 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1762 | input_list=input_list, |
| 1763 | output_list=output_list, |
| 1764 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1765 | ): |
| 1766 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1767 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1768 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1769 | |
| 1770 | return result_tens |
| 1771 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1772 | def build_scatter(self, op, values_in, input, validator_fcns=None, error_name=None): |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1773 | |
| 1774 | # Create a new indicies tensor |
| 1775 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1776 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1777 | K = values_in.shape[1] # K |
| 1778 | W = input.shape[1] # W |
| 1779 | indicies_arr = np.int32( |
| 1780 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1781 | ) # (N, W) |
| 1782 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1783 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1784 | result_tens = OutputShaper.scatterOp( |
| 1785 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1786 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1787 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1788 | # Invalidate Input/Output list for error if checks. |
| 1789 | input_list = [values_in.name, indicies.name, input.name] |
| 1790 | output_list = [result_tens.name] |
| 1791 | pCount, cCount = op["operands"] |
| 1792 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1793 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1794 | self, error_name, input_list, output_list |
| 1795 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1796 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1797 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1798 | self.ser, |
| 1799 | validator_fcns, |
| 1800 | error_name, |
| 1801 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1802 | input_shape=values_in.shape, |
| 1803 | output_shape=result_tens.shape, |
| 1804 | input_dtype=values_in.dtype, |
| 1805 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1806 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1807 | input_list=input_list, |
| 1808 | output_list=output_list, |
| 1809 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1810 | ): |
| 1811 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1812 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1813 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1814 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1815 | return result_tens |
| 1816 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1817 | def build_resize( |
| 1818 | self, |
| 1819 | op, |
| 1820 | input, |
| 1821 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1822 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1823 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1824 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1825 | input_dtype, |
| 1826 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1827 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1828 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1829 | ): |
| 1830 | result_tens = OutputShaper.resizeOp( |
| 1831 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1832 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1833 | input, |
| 1834 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1835 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1836 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1837 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1838 | input_dtype, |
| 1839 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1840 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1841 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1842 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1843 | # Invalidate Input/Output list for error if checks. |
| 1844 | input_list = [input.name] |
| 1845 | output_list = [result_tens.name] |
| 1846 | pCount, cCount = op["operands"] |
| 1847 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1848 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1849 | self, error_name, input_list, output_list |
| 1850 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1851 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1852 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1853 | self.ser, |
| 1854 | validator_fcns, |
| 1855 | error_name, |
| 1856 | op=op, |
| 1857 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1858 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1859 | input_dtype=input_dtype, |
| 1860 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1861 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1862 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1863 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1864 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1865 | input_list=input_list, |
| 1866 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1867 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1868 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1869 | ): |
| 1870 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1871 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1872 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1873 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1874 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1875 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1876 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1877 | return result_tens |
| 1878 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1879 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1880 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1881 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1882 | self.ser.addOperator( |
| 1883 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1884 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1885 | return result_tens |
| 1886 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1887 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1888 | self.ser.addOutputTensor(val) |
| 1889 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1890 | |
| 1891 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1892 | def build_cast( |
| 1893 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1894 | ): |
| 1895 | assert len(inputs) == 1 |
| 1896 | val = inputs[0] |
| 1897 | out_dtype = args_dict["out_type"] |
| 1898 | |
| 1899 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1900 | self.ser, self.rng, val, out_dtype, error_name |
| 1901 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1902 | |
| 1903 | # Invalidate Input/Output list for error if checks. |
| 1904 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1905 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1906 | pCount, cCount = op["operands"] |
| 1907 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1908 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1909 | self, error_name, input_list, output_list |
| 1910 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1911 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1912 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1913 | self.ser, |
| 1914 | validator_fcns, |
| 1915 | error_name, |
| 1916 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1917 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1918 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1919 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1920 | output_dtype=result_tensor.dtype, |
| 1921 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1922 | input_list=input_list, |
| 1923 | output_list=output_list, |
| 1924 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1925 | ): |
| 1926 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1927 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1928 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1929 | |
| 1930 | compliance = self.tensorComplianceMetaData( |
| 1931 | op, val.dtype, args_dict, result_tensor, error_name |
| 1932 | ) |
| 1933 | |
| 1934 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1935 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1936 | def build_rescale( |
| 1937 | self, |
| 1938 | op, |
| 1939 | val, |
| 1940 | out_dtype, |
| 1941 | scale32, |
| 1942 | double_round, |
| 1943 | per_channel, |
| 1944 | validator_fcns, |
| 1945 | error_name, |
| 1946 | ): |
| 1947 | result_tens = OutputShaper.typeConversionOp( |
| 1948 | self.ser, self.rng, val, out_dtype, error_name |
| 1949 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1950 | |
| 1951 | if per_channel: |
| 1952 | nc = val.shape[-1] |
| 1953 | else: |
| 1954 | nc = 1 |
| 1955 | |
| 1956 | in_type_width = self.typeWidth(val.dtype) |
| 1957 | out_type_width = self.typeWidth(out_dtype) |
| 1958 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1959 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1960 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1961 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1962 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1963 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1964 | in_type_width += 1 |
| 1965 | elif error_name in [ |
| 1966 | ErrorIf.InputZeroPointNotZero, |
| 1967 | ErrorIf.U16InputZeroPointNotValid, |
| 1968 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1969 | input_zp = self.randInt(-128, 128) |
| 1970 | if input_zp == 0: |
| 1971 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1972 | in_type_width += 1 |
| 1973 | elif val.dtype == DType.UINT16: |
| 1974 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1975 | input_zp = self.rng.choice([0, 32768]) |
| 1976 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1977 | else: |
| 1978 | input_zp = 0 |
| 1979 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1980 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1981 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1982 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1983 | elif out_dtype == DType.UINT8: |
| 1984 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1985 | out_type_width += 1 |
| 1986 | elif error_name in [ |
| 1987 | ErrorIf.OutputZeroPointNotZero, |
| 1988 | ErrorIf.U16OutputZeroPointNotValid, |
| 1989 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1990 | output_zp = self.randInt(-128, 128) |
| 1991 | if output_zp == 0: |
| 1992 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1993 | out_type_width += 1 |
| 1994 | elif out_dtype == DType.UINT16: |
| 1995 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1996 | output_zp = self.rng.choice([0, 32768]) |
| 1997 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1998 | else: |
| 1999 | output_zp = 0 |
| 2000 | |
| 2001 | # Calculate scale based on: |
| 2002 | # scale = a *(2^output_width)/(2^input_width)) |
| 2003 | |
| 2004 | a = np.float32(self.rng.random(size=[nc])) |
| 2005 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2006 | |
| 2007 | if scale32: |
| 2008 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2009 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2010 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2011 | else: |
| 2012 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2013 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2014 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2015 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2016 | |
| 2017 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2018 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2019 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2020 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2021 | |
| 2022 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2023 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2024 | scale_arr[i], scale32 |
| 2025 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2026 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2027 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2028 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2029 | # 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] | 2030 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2031 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2032 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2033 | assert val.placeholderFilename |
| 2034 | values = np.load( |
| 2035 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2036 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2037 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2038 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2039 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 2040 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2041 | if not np.all(np.array_equal(values, val_adj)): |
| 2042 | # Values changed so overwrite file with new values |
| 2043 | np.save( |
| 2044 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2045 | val_adj, |
| 2046 | False, |
| 2047 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2048 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2049 | # Invalidate Input/Output list for error if checks. |
| 2050 | input_list = [val.name] |
| 2051 | output_list = [result_tens.name] |
| 2052 | pCount, cCount = op["operands"] |
| 2053 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2054 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2055 | self, error_name, input_list, output_list |
| 2056 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2057 | |
| 2058 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2059 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2060 | self.ser, |
| 2061 | validator_fcns, |
| 2062 | error_name, |
| 2063 | op=op, |
| 2064 | input_dtype=val.dtype, |
| 2065 | output_dtype=out_dtype, |
| 2066 | input_shape=val.shape, |
| 2067 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2068 | scale32=scale32, |
| 2069 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2070 | input_list=input_list, |
| 2071 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2072 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2073 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2074 | ): |
| 2075 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2076 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2077 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2078 | attr.RescaleAttribute( |
| 2079 | input_zp, |
| 2080 | output_zp, |
| 2081 | multiplier_arr, |
| 2082 | shift_arr, |
| 2083 | scale32, |
| 2084 | double_round, |
| 2085 | per_channel, |
| 2086 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2087 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2088 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2089 | return result_tens |
| 2090 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2091 | def _get_condition_tensor(self, op, cond, error_name): |
| 2092 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2093 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2094 | else: |
| 2095 | cond_type = DType.BOOL |
| 2096 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2097 | choice = self.rng.choice([1, 2]) |
| 2098 | if choice == 1: |
| 2099 | cond_shape = [2] |
| 2100 | else: |
| 2101 | cond_shape = [1, 2] |
| 2102 | else: |
| 2103 | # Must be of size 1 (rank 0) |
| 2104 | cond_shape = [] |
| 2105 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2106 | return cond_tens |
| 2107 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2108 | def build_cond_if_const( |
| 2109 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2110 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2111 | # 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] | 2112 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2113 | # and fill them with const nodes for the body. |
| 2114 | |
| 2115 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2116 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2117 | |
| 2118 | # Make then/else tensors |
| 2119 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2120 | |
| 2121 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2122 | if error_name in [ |
| 2123 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2124 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2125 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2126 | incorrect_shape = deepcopy(then_tens.shape) |
| 2127 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2128 | incorrect_shape[i] += ( |
| 2129 | self.rng.choice([-3, -2, 2, 3]) |
| 2130 | if incorrect_shape[i] > 3 |
| 2131 | else self.rng.choice([1, 2, 4]) |
| 2132 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2133 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2134 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2135 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2136 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2137 | |
| 2138 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2139 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2140 | |
| 2141 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2142 | then_block = "THEN_BLOCK" |
| 2143 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2144 | attr = ts.TosaSerializerAttribute() |
| 2145 | attr.CondIfAttribute(then_block, else_block) |
| 2146 | |
| 2147 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2148 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2149 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2150 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2151 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2152 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2153 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2154 | else: |
| 2155 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2156 | self.ser.addOutputTensor(then_tens) |
| 2157 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2158 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2159 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2160 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2161 | else: |
| 2162 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2163 | self.ser.addOutputTensor(else_tens) |
| 2164 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2165 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2166 | self.ser, |
| 2167 | validator_fcns, |
| 2168 | error_name, |
| 2169 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2170 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2171 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2172 | ): |
| 2173 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2174 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2175 | return result_tens |
| 2176 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2177 | def build_cond_if_binary( |
| 2178 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2179 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2180 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2181 | # alternately add or subtract them based on the condition |
| 2182 | |
| 2183 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2184 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2185 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2186 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2187 | |
| 2188 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2189 | then_block = "THEN_BLOCK" |
| 2190 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2191 | attr = ts.TosaSerializerAttribute() |
| 2192 | attr.CondIfAttribute(then_block, else_block) |
| 2193 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2194 | if error_name in [ |
| 2195 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2196 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2197 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2198 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2199 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2200 | incorrect_shape = a.shape.copy() |
| 2201 | for i in range(len(incorrect_shape)): |
| 2202 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2203 | incorrect_block_input = deepcopy(a) |
| 2204 | incorrect_block_input.shape = incorrect_shape |
| 2205 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2206 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2207 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2208 | 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] | 2209 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2210 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2211 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2212 | then_op, else_op = Op.ADD, Op.SUB |
| 2213 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2214 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2215 | else: |
| 2216 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2217 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2218 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2219 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2220 | if ( |
| 2221 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2222 | and block == then_block |
| 2223 | ) or ( |
| 2224 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2225 | and block == else_block |
| 2226 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2227 | self.ser.addInputTensor(incorrect_block_input) |
| 2228 | self.ser.addInputTensor(b) |
| 2229 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2230 | elif ( |
| 2231 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2232 | and block == then_block |
| 2233 | ) or ( |
| 2234 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2235 | and block == else_block |
| 2236 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2237 | self.ser.addInputTensor(a) |
| 2238 | self.ser.addInputTensor(b) |
| 2239 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2240 | else: |
| 2241 | self.ser.addInputTensor(a) |
| 2242 | self.ser.addInputTensor(b) |
| 2243 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2244 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2245 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2246 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2247 | self.ser, |
| 2248 | validator_fcns, |
| 2249 | error_name, |
| 2250 | op=op, |
| 2251 | a=a, |
| 2252 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2253 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2254 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2255 | ): |
| 2256 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2257 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2258 | return result_tens |
| 2259 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2260 | 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] | 2261 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2262 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2263 | cond_block = "COND_BLOCK" |
| 2264 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2265 | |
| 2266 | attr = ts.TosaSerializerAttribute() |
| 2267 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2268 | |
| 2269 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2270 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2271 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2272 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2273 | |
| 2274 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2275 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2276 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2277 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2278 | incorrect_acc = deepcopy(acc) |
| 2279 | for i in range(len(incorrect_acc.shape)): |
| 2280 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2281 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2282 | else: |
| 2283 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2284 | |
| 2285 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2286 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2287 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2288 | [iter.name, a.name, acc.name], |
| 2289 | [iter_out.name, a_out.name, acc_out.name], |
| 2290 | attr, |
| 2291 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2292 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2293 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2294 | if error_name in [ |
| 2295 | ErrorIf.InputListCondGraphMismatch, |
| 2296 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2297 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2298 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2299 | incorrect_iter = deepcopy(iter) |
| 2300 | for i in range(len(incorrect_iter.shape)): |
| 2301 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2302 | if len(incorrect_iter.shape) == 0: |
| 2303 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2304 | |
| 2305 | incorrect_acc = deepcopy(acc) |
| 2306 | for i in range(len(incorrect_acc.shape)): |
| 2307 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2308 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2309 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2310 | self.ser.addBasicBlock(cond_block) |
| 2311 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2312 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2313 | self.ser.addInputTensor(incorrect_iter) |
| 2314 | self.ser.addInputTensor(a) |
| 2315 | self.ser.addInputTensor(incorrect_acc) |
| 2316 | else: |
| 2317 | self.ser.addInputTensor(iter) |
| 2318 | self.ser.addInputTensor(a) |
| 2319 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2320 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2321 | |
| 2322 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2323 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2324 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2325 | cond_type = DType.BOOL |
| 2326 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2327 | choice = self.rng.choice([1, 2]) |
| 2328 | if choice == 1: |
| 2329 | cond_shape = [3] |
| 2330 | else: |
| 2331 | cond_shape = [1, 2] |
| 2332 | else: |
| 2333 | cond_shape = [] |
| 2334 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2335 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2336 | 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] | 2337 | |
| 2338 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2339 | # 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] | 2340 | self.ser.addBasicBlock(body_block) |
| 2341 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2342 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2343 | self.ser.addInputTensor(incorrect_iter) |
| 2344 | self.ser.addInputTensor(a) |
| 2345 | self.ser.addInputTensor(incorrect_acc) |
| 2346 | else: |
| 2347 | self.ser.addInputTensor(iter) |
| 2348 | self.ser.addInputTensor(a) |
| 2349 | self.ser.addInputTensor(acc) |
| 2350 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2351 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2352 | |
| 2353 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2354 | iter_body_out = self.ser.addIntermediate( |
| 2355 | incorrect_iter.shape, incorrect_iter.dtype |
| 2356 | ) |
| 2357 | acc_body_out = self.ser.addIntermediate( |
| 2358 | incorrect_acc.shape, incorrect_acc.dtype |
| 2359 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2360 | else: |
| 2361 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2362 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2363 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2364 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2365 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2366 | self.ser.addOutputTensor(iter_body_out) |
| 2367 | self.ser.addOutputTensor(a) |
| 2368 | self.ser.addOutputTensor(acc_body_out) |
| 2369 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2370 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2371 | self.ser, |
| 2372 | validator_fcns, |
| 2373 | error_name, |
| 2374 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2375 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2376 | ): |
| 2377 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2378 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2379 | return acc_out |
| 2380 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2381 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2382 | self, |
| 2383 | op, |
| 2384 | val1, |
| 2385 | val2, |
| 2386 | inverse, |
| 2387 | validator_fcns=None, |
| 2388 | error_name=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2389 | ): |
| 2390 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2391 | |
| 2392 | input_names = [val1.name, val2.name] |
| 2393 | pCount, cCount = op["operands"] |
| 2394 | num_operands = pCount + cCount |
| 2395 | |
| 2396 | output_names = [res.name for res in results] |
| 2397 | output_shapes = [res.shape for res in results] |
| 2398 | output_dtypes = [res.dtype for res in results] |
| 2399 | |
| 2400 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2401 | self, error_name, input_names, output_names |
| 2402 | ) |
| 2403 | |
| 2404 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2405 | self.ser, |
| 2406 | validator_fcns, |
| 2407 | error_name, |
| 2408 | op=op, |
| 2409 | inverse=inverse, |
| 2410 | input1=val1, |
| 2411 | input2=val2, |
| 2412 | input_shape=val1.shape, |
| 2413 | input_dtype=val1.dtype, |
| 2414 | output_shape=output_shapes, |
| 2415 | output_dtype=output_dtypes, |
| 2416 | result_tensors=results, |
| 2417 | input_list=input_names, |
| 2418 | output_list=output_names, |
| 2419 | num_operands=num_operands, |
| 2420 | ): |
| 2421 | return None |
| 2422 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2423 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2424 | local_bound = False |
| 2425 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2426 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2427 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2428 | |
| 2429 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2430 | return results |
| 2431 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2432 | def build_rfft2d( |
| 2433 | self, |
| 2434 | op, |
| 2435 | val, |
| 2436 | validator_fcns=None, |
| 2437 | error_name=None, |
| 2438 | ): |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2439 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2440 | |
| 2441 | input_names = [val.name] |
| 2442 | pCount, cCount = op["operands"] |
| 2443 | num_operands = pCount + cCount |
| 2444 | |
| 2445 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2446 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2447 | output_dtypes = [res.dtype for res in results] |
| 2448 | |
| 2449 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2450 | self, error_name, input_names, output_names |
| 2451 | ) |
| 2452 | |
| 2453 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2454 | self.ser, |
| 2455 | validator_fcns, |
| 2456 | error_name, |
| 2457 | op=op, |
| 2458 | input_shape=val.shape, |
| 2459 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2460 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2461 | output_dtype=output_dtypes, |
| 2462 | result_tensors=results, |
| 2463 | input_list=input_names, |
| 2464 | output_list=output_names, |
| 2465 | num_operands=num_operands, |
| 2466 | ): |
| 2467 | return None |
| 2468 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2469 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2470 | local_bound = False |
| 2471 | |
| 2472 | attr = ts.TosaSerializerAttribute() |
| 2473 | attr.RFFTAttribute(local_bound) |
| 2474 | |
| 2475 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2476 | return results |
| 2477 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2478 | def create_filter_lists( |
| 2479 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2480 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2481 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2482 | default_test_rank_range = range(1, 5) |
| 2483 | if not shapeFilter: |
| 2484 | shapeFilter = [None] |
| 2485 | |
| 2486 | # Calculate the filters based on what is requested and what the operator allows |
| 2487 | rmin, rmax = op["rank"] |
| 2488 | if rankFilter is not None: |
| 2489 | cleanRankFilter = [] |
| 2490 | # Ensure rankFilter values are allowed by operator |
| 2491 | for rank in rankFilter: |
| 2492 | if rank >= rmin and rank <= rmax: |
| 2493 | cleanRankFilter.append(rank) |
| 2494 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2495 | # Ensure default behaviour is bounded by default range or by operator, |
| 2496 | # whichever is the smaller range of ranks. |
| 2497 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2498 | cleanRankFilter = ( |
| 2499 | opRankRange |
| 2500 | if len(opRankRange) <= len(default_test_rank_range) |
| 2501 | else default_test_rank_range |
| 2502 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2503 | else: |
| 2504 | cleanRankFilter = range(rmin, rmax + 1) |
| 2505 | |
| 2506 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2507 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2508 | if dtypeFilter is not None: |
| 2509 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2510 | # Create list of operator dtypes filtered by requested dtypes |
| 2511 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2512 | if dtype in dtypeFilter or ( |
| 2513 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2514 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2515 | cleanDtypeFilter.append(dtype) |
| 2516 | else: |
| 2517 | cleanDtypeFilter = dtypes |
| 2518 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2519 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2520 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2521 | "shapeFilter": shapeFilter, |
| 2522 | "rankFilter": cleanRankFilter, |
| 2523 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2524 | } |
| 2525 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2526 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2527 | if validator is not None: |
| 2528 | validator_info = validator(check=False, op=op) |
| 2529 | else: |
| 2530 | return None |
| 2531 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2532 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2533 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2534 | # Set parameters as required |
| 2535 | if error_arguments["rank"] is not None: |
| 2536 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2537 | else: |
| 2538 | rankFilter = cleanRankFilter |
| 2539 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2540 | if error_arguments["dtype"] is not None: |
| 2541 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2542 | else: |
| 2543 | dtypeFilter = cleanDtypeFilter |
| 2544 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2545 | if error_arguments["shape"] is not None: |
| 2546 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2547 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2548 | shapeFilter = shapeFilter[ |
| 2549 | :2 |
| 2550 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2551 | |
| 2552 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2553 | "shapeFilter": shapeFilter, |
| 2554 | "rankFilter": rankFilter, |
| 2555 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2556 | } |
| 2557 | return filterDict |
| 2558 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2559 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2560 | self, |
| 2561 | opName, |
| 2562 | shapeFilter=[None], |
| 2563 | rankFilter=None, |
| 2564 | dtypeFilter=None, |
| 2565 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2566 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2567 | |
| 2568 | try: |
| 2569 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2570 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2571 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2572 | |
| 2573 | # Initialize a new random number generator |
| 2574 | self.rng = np.random.default_rng(self.random_seed) |
| 2575 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2576 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2577 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2578 | # Test list consists of a tuple of: |
| 2579 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2580 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2581 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2582 | error_if_validators = op["error_if_validators"] |
| 2583 | else: |
| 2584 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2585 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2586 | for validator in error_if_validators: |
| 2587 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2588 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2589 | else: |
| 2590 | error_name = None |
| 2591 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2592 | filterDict = self.create_filter_lists( |
| 2593 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2594 | ) |
| 2595 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2596 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2597 | cleanRankFilter = filterDict["rankFilter"] |
| 2598 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2599 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2600 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2601 | |
| 2602 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2603 | for t in cleanDtypeFilter: |
| 2604 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2605 | # Filter out by rank |
| 2606 | if shape is not None and len(shape) != r: |
| 2607 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2608 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2609 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2610 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2611 | shapeStr = self.shapeStr(shapeList[0]) |
| 2612 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2613 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2614 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2615 | argList = [] |
| 2616 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2617 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2618 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2619 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2620 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2621 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2622 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2623 | if argStr: |
| 2624 | testStr = "{}_{}_{}_{}".format( |
| 2625 | opName, shapeStr, typeStr, argStr |
| 2626 | ) |
| 2627 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2628 | testStr = "{}_{}_{}".format( |
| 2629 | opName, shapeStr, typeStr |
| 2630 | ) |
| 2631 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2632 | if argStr: |
| 2633 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2634 | opName, error_name, shapeStr, typeStr, argStr |
| 2635 | ) |
| 2636 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2637 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2638 | opName, error_name, shapeStr, typeStr |
| 2639 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2640 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2641 | testList.append( |
| 2642 | (opName, testStr, t, error_name, shapeList, args) |
| 2643 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2644 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2645 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2646 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2647 | if "invalid_test_validators" in op: |
| 2648 | invalid_test_validators = op["invalid_test_validators"] |
| 2649 | clean_testList = [] |
| 2650 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2651 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2652 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2653 | if validator_fcn( |
| 2654 | opName=test[0], |
| 2655 | input_dtype=test[2], |
| 2656 | shapeList=test[4], |
| 2657 | args=test[5], |
| 2658 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2659 | remove_test = True |
| 2660 | if not remove_test: |
| 2661 | clean_testList.append(test) |
| 2662 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2663 | |
| 2664 | return testList |
| 2665 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2666 | def serializeTest( |
| 2667 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2668 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2669 | try: |
| 2670 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2671 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2672 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2673 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2674 | if self.args.verbose: |
| 2675 | print(f"Creating {testStr}") |
| 2676 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2677 | # Create a serializer |
| 2678 | self.createSerializer(opName, testStr) |
| 2679 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2680 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2681 | if "error_if_validators" in op: |
| 2682 | error_if_validators = op["error_if_validators"] |
| 2683 | else: |
| 2684 | error_if_validators = None |
| 2685 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2686 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2687 | num_operands = pCount + cCount |
| 2688 | |
| 2689 | if isinstance(dtype_or_dtypeList, list): |
| 2690 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2691 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2692 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2693 | else: |
| 2694 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2695 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2696 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2697 | assert ( |
| 2698 | len(shapeList) == num_operands |
| 2699 | ), "shapeList length {} must match number of operands {}".format( |
| 2700 | len(shapeList), num_operands |
| 2701 | ) |
| 2702 | assert ( |
| 2703 | len(dtypeList) == num_operands |
| 2704 | ), "dtypeList length {} must match number of operands {}".format( |
| 2705 | len(dtypeList), num_operands |
| 2706 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2707 | |
| 2708 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2709 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2710 | except KeyError: |
| 2711 | qgen = None |
| 2712 | |
| 2713 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2714 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2715 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2716 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2717 | else: |
| 2718 | qinfo = None |
| 2719 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2720 | # Extra meta data for the desc.json |
| 2721 | tensMeta = {} |
| 2722 | |
| 2723 | # Check we are using the new testArgs interface with an argsDict dictionary |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2724 | if isinstance(testArgs, dict): |
| 2725 | # New interface with args info in dictionary |
| 2726 | argsDict = testArgs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2727 | assert "dg_type" in argsDict |
| 2728 | tvgInfo = tvgen_fcn( |
| 2729 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2730 | ) |
| 2731 | if tvgInfo.dataGenDict: |
| 2732 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2733 | tens = tvgInfo.tensorList |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2734 | |
| 2735 | result = build_fcn( |
| 2736 | self, |
| 2737 | op, |
| 2738 | tens, |
| 2739 | argsDict, |
| 2740 | validator_fcns=error_if_validators, |
| 2741 | error_name=error_name, |
| 2742 | qinfo=qinfo, |
| 2743 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2744 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2745 | # Old interface with args info in a list |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2746 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2747 | |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2748 | try: |
| 2749 | if error_if_validators is None: |
| 2750 | if qinfo is not None: |
| 2751 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2752 | else: |
| 2753 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2754 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2755 | if qinfo is not None: |
| 2756 | result = build_fcn( |
| 2757 | self, |
| 2758 | op, |
| 2759 | *tens, |
| 2760 | *testArgs, |
| 2761 | validator_fcns=error_if_validators, |
| 2762 | error_name=error_name, |
| 2763 | qinfo=qinfo, |
| 2764 | ) |
| 2765 | else: |
| 2766 | result = build_fcn( |
| 2767 | self, |
| 2768 | op, |
| 2769 | *tens, |
| 2770 | *testArgs, |
| 2771 | validator_fcns=error_if_validators, |
| 2772 | error_name=error_name, |
| 2773 | ) |
| 2774 | except TypeError as e: |
| 2775 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
| 2776 | raise e |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2777 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2778 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2779 | # The test is valid, serialize it |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2780 | if isinstance(result, TosaTestGen.BuildInfo) and result.complianceDict: |
| 2781 | # Add the compliance meta data |
| 2782 | # NOTE: This currently expects only one result output |
| 2783 | tensMeta["compliance"] = { |
| 2784 | "version": "0.1", |
| 2785 | "tensors": {result.resultTensor.name: result.complianceDict}, |
| 2786 | } |
| 2787 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2788 | else: |
| 2789 | # The test is not valid |
| 2790 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2791 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2792 | def createDynamicOpLists(self): |
| 2793 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2794 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2795 | # Already created these lists (can occur when class is initialized more than once) |
| 2796 | return |
| 2797 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2798 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2799 | if not self.args.level8k: |
| 2800 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2801 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2802 | else: |
| 2803 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2804 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2805 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2806 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2807 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2808 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2809 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2810 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2811 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2812 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2813 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2814 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2815 | "depthwise_conv2d_TEMPLATE" |
| 2816 | ].copy() |
| 2817 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2818 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2819 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2820 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2821 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2822 | "transpose_conv2d_TEMPLATE" |
| 2823 | ].copy() |
| 2824 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2825 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2826 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2827 | for k in KERNELS_3D: |
| 2828 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2829 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2830 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2831 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2832 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2833 | # Delete any templates after having created any dynamic ops |
| 2834 | # This is a two-pass operation because it's bad practice to delete |
| 2835 | # keys from dictionaries while iterating |
| 2836 | keyList = [] |
| 2837 | for k in self.TOSA_OP_LIST: |
| 2838 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2839 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2840 | keyList.append(k) |
| 2841 | continue |
| 2842 | except KeyError: |
| 2843 | pass |
| 2844 | |
| 2845 | for k in keyList: |
| 2846 | del self.TOSA_OP_LIST[k] |
| 2847 | |
| 2848 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2849 | """Fill in default fields for ops if they aren't already specified. |
| 2850 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2851 | for op in self.TOSA_OP_LIST: |
| 2852 | |
| 2853 | # Required fields |
| 2854 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2855 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2856 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2857 | raise Exception( |
| 2858 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2859 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2860 | |
| 2861 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2862 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2863 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2864 | raise Exception( |
| 2865 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2866 | op |
| 2867 | ) |
| 2868 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2869 | |
| 2870 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2871 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2872 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2873 | raise Exception( |
| 2874 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2875 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2876 | |
| 2877 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2878 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2879 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2880 | raise Exception( |
| 2881 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2882 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2883 | |
| 2884 | # Put in default rank range, if missing |
| 2885 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2886 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2887 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2888 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2889 | |
| 2890 | # Tensor operator list |
| 2891 | # 'op': op name |
| 2892 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2893 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2894 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2895 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2896 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2897 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2898 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2899 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2900 | TYPE_INT_FP = [ |
| 2901 | DType.INT8, |
| 2902 | DType.INT16, |
| 2903 | DType.INT32, |
| 2904 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2905 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2906 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2907 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2908 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2909 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2910 | TYPE_FI32 = [ |
| 2911 | DType.FP32, |
| 2912 | DType.FP16, |
| 2913 | DType.BF16, |
| 2914 | DType.INT32, |
| 2915 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2916 | TYPE_FIB = [ |
| 2917 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2918 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2919 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2920 | DType.INT8, |
| 2921 | DType.INT16, |
| 2922 | DType.INT32, |
| 2923 | DType.BOOL, |
| 2924 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2925 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2926 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2927 | 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] | 2928 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2929 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2930 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2931 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2932 | [DType.INT8, DType.INT8, DType.INT32], |
| 2933 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2934 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2935 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2936 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2937 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2938 | ] |
| 2939 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2940 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2941 | |
| 2942 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2943 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2944 | "argmax": { |
| 2945 | "op": Op.ARGMAX, |
| 2946 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 2947 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2948 | "build_fcn": ( |
| 2949 | build_argmax, |
| 2950 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 2951 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2952 | TosaArgGen.agAxis, |
| 2953 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2954 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2955 | "error_if_validators": ( |
| 2956 | TosaErrorValidator.evAxisSmallerZero, |
| 2957 | TosaErrorValidator.evAxisLargerRank, |
| 2958 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2959 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2960 | TosaErrorValidator.evWrongRank, |
| 2961 | TosaErrorValidator.evWrongInputType, |
| 2962 | TosaErrorValidator.evWrongOutputType, |
| 2963 | TosaErrorValidator.evWrongInputList, |
| 2964 | TosaErrorValidator.evWrongOutputList, |
| 2965 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 2966 | "data_gen": { |
| 2967 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 2968 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2969 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2970 | "avg_pool2d": { |
| 2971 | "op": Op.AVG_POOL2D, |
| 2972 | "operands": (1, 0), |
| 2973 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2974 | "build_fcn": ( |
| 2975 | build_pool2d, |
| 2976 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2977 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2978 | TosaArgGen.agPooling, |
| 2979 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2980 | "qgen": TosaQuantGen.qgUnary, |
| 2981 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2982 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2983 | "error_if_validators": ( |
| 2984 | TosaErrorValidator.evKernelSmallerOne, |
| 2985 | TosaErrorValidator.evStrideSmallerOne, |
| 2986 | TosaErrorValidator.evPadSmallerZero, |
| 2987 | TosaErrorValidator.evWrongRank, |
| 2988 | TosaErrorValidator.evWrongInputType, |
| 2989 | TosaErrorValidator.evWrongOutputType, |
| 2990 | TosaErrorValidator.evWrongInputList, |
| 2991 | TosaErrorValidator.evWrongOutputList, |
| 2992 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2993 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2994 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2995 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2996 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2997 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 2998 | "data_gen": { |
| 2999 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3000 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3001 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3002 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3003 | "conv2d_TEMPLATE": { |
| 3004 | "op": Op.CONV2D, |
| 3005 | "operands": (1, 2), |
| 3006 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3007 | "build_fcn": ( |
| 3008 | build_conv2d, |
| 3009 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3010 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3011 | TosaArgGen.agConv, |
| 3012 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3013 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3014 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3015 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3016 | "error_if_validators": ( |
| 3017 | TosaErrorValidator.evWrongInputType, |
| 3018 | TosaErrorValidator.evWrongOutputType, |
| 3019 | TosaErrorValidator.evWrongInputList, |
| 3020 | TosaErrorValidator.evWrongOutputList, |
| 3021 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3022 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3023 | TosaErrorValidator.evPadSmallerZero, |
| 3024 | TosaErrorValidator.evStrideSmallerOne, |
| 3025 | TosaErrorValidator.evDilationSmallerOne, |
| 3026 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3027 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3028 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3029 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3030 | "data_gen": { |
| 3031 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3032 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3033 | "template": True, |
| 3034 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3035 | # Templated operator. Filled in by createDynamicOpLists |
| 3036 | "conv3d_TEMPLATE": { |
| 3037 | "op": Op.CONV3D, |
| 3038 | "operands": (1, 2), |
| 3039 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3040 | "build_fcn": ( |
| 3041 | build_conv3d, |
| 3042 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3043 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3044 | TosaArgGen.agConv, |
| 3045 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3046 | "qgen": TosaQuantGen.qgConv, |
| 3047 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3048 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3049 | "error_if_validators": ( |
| 3050 | TosaErrorValidator.evWrongInputType, |
| 3051 | TosaErrorValidator.evWrongOutputType, |
| 3052 | TosaErrorValidator.evWrongInputList, |
| 3053 | TosaErrorValidator.evWrongOutputList, |
| 3054 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3055 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3056 | TosaErrorValidator.evPadSmallerZero, |
| 3057 | TosaErrorValidator.evStrideSmallerOne, |
| 3058 | TosaErrorValidator.evDilationSmallerOne, |
| 3059 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3060 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3061 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3062 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3063 | "template": True, |
| 3064 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3065 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3066 | "depthwise_conv2d_TEMPLATE": { |
| 3067 | "op": Op.DEPTHWISE_CONV2D, |
| 3068 | "operands": (1, 2), |
| 3069 | "filter": [1, 1], |
| 3070 | "rank": (4, 4), |
| 3071 | "build_fcn": ( |
| 3072 | build_depthwise_conv2d, |
| 3073 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3074 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3075 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3076 | ), |
| 3077 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3078 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3079 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3080 | "error_if_validators": ( |
| 3081 | TosaErrorValidator.evWrongInputType, |
| 3082 | TosaErrorValidator.evWrongOutputType, |
| 3083 | TosaErrorValidator.evWrongInputList, |
| 3084 | TosaErrorValidator.evWrongOutputList, |
| 3085 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3086 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3087 | TosaErrorValidator.evPadSmallerZero, |
| 3088 | TosaErrorValidator.evStrideSmallerOne, |
| 3089 | TosaErrorValidator.evDilationSmallerOne, |
| 3090 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3091 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3092 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3093 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3094 | "template": True, |
| 3095 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3096 | "fully_connected": { |
| 3097 | "op": Op.FULLY_CONNECTED, |
| 3098 | "operands": (1, 2), |
| 3099 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3100 | "build_fcn": ( |
| 3101 | build_fully_connected, |
| 3102 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3103 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3104 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3105 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3106 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3107 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3108 | "error_if_validators": ( |
| 3109 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3110 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3111 | TosaErrorValidator.evWrongRank, |
| 3112 | TosaErrorValidator.evWrongInputType, |
| 3113 | TosaErrorValidator.evWrongOutputType, |
| 3114 | TosaErrorValidator.evWrongInputList, |
| 3115 | TosaErrorValidator.evWrongOutputList, |
| 3116 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3117 | "data_gen": { |
| 3118 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3119 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3120 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3121 | "matmul": { |
| 3122 | "op": Op.MATMUL, |
| 3123 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3124 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3125 | "build_fcn": ( |
| 3126 | build_matmul, |
| 3127 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3128 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3129 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3130 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3131 | "qgen": TosaQuantGen.qgMatmul, |
| 3132 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3133 | "error_if_validators": ( |
| 3134 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3135 | TosaErrorValidator.evWrongRank, |
| 3136 | TosaErrorValidator.evWrongInputType, |
| 3137 | TosaErrorValidator.evWrongOutputType, |
| 3138 | TosaErrorValidator.evWrongInputList, |
| 3139 | TosaErrorValidator.evWrongOutputList, |
| 3140 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3141 | "data_gen": { |
| 3142 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3143 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3144 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3145 | "max_pool2d": { |
| 3146 | "op": Op.MAX_POOL2D, |
| 3147 | "operands": (1, 0), |
| 3148 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3149 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3150 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3151 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3152 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3153 | TosaArgGen.agPooling, |
| 3154 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3155 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3156 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3157 | "error_if_validators": ( |
| 3158 | TosaErrorValidator.evKernelSmallerOne, |
| 3159 | TosaErrorValidator.evStrideSmallerOne, |
| 3160 | TosaErrorValidator.evPadSmallerZero, |
| 3161 | TosaErrorValidator.evWrongRank, |
| 3162 | TosaErrorValidator.evWrongInputType, |
| 3163 | TosaErrorValidator.evWrongOutputType, |
| 3164 | TosaErrorValidator.evWrongInputList, |
| 3165 | TosaErrorValidator.evWrongOutputList, |
| 3166 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3167 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3168 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3169 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3170 | "data_gen": { |
| 3171 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3172 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3173 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3174 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3175 | "transpose_conv2d_TEMPLATE": { |
| 3176 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3177 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3178 | "rank": (4, 4), |
| 3179 | "build_fcn": ( |
| 3180 | build_transpose_conv2d, |
| 3181 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3182 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3183 | TosaArgGen.agTransposeConv2D, |
| 3184 | ), |
| 3185 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3186 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3187 | "invalid_test_validators": ( |
| 3188 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3189 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3190 | ), |
| 3191 | "error_if_validators": ( |
| 3192 | TosaErrorValidator.evWrongInputType, |
| 3193 | TosaErrorValidator.evWrongOutputType, |
| 3194 | TosaErrorValidator.evWrongInputList, |
| 3195 | TosaErrorValidator.evWrongOutputList, |
| 3196 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3197 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3198 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3199 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3200 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3201 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3202 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3203 | "template": True, |
| 3204 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3205 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3206 | "clamp": { |
| 3207 | "op": Op.CLAMP, |
| 3208 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3209 | "build_fcn": ( |
| 3210 | build_clamp, |
| 3211 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3212 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3213 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3214 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3215 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3216 | "error_if_validators": ( |
| 3217 | TosaErrorValidator.evMaxSmallerMin, |
| 3218 | TosaErrorValidator.evWrongInputType, |
| 3219 | TosaErrorValidator.evWrongOutputType, |
| 3220 | TosaErrorValidator.evWrongInputList, |
| 3221 | TosaErrorValidator.evWrongOutputList, |
| 3222 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3223 | "data_gen": { |
| 3224 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3225 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3226 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3227 | "sigmoid": { |
| 3228 | "op": Op.SIGMOID, |
| 3229 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3230 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3231 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3232 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3233 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3234 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3235 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3236 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3237 | "error_if_validators": ( |
| 3238 | TosaErrorValidator.evWrongInputType, |
| 3239 | TosaErrorValidator.evWrongOutputType, |
| 3240 | TosaErrorValidator.evWrongInputList, |
| 3241 | TosaErrorValidator.evWrongOutputList, |
| 3242 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3243 | "data_gen": { |
| 3244 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3245 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3246 | }, |
| 3247 | "tanh": { |
| 3248 | "op": Op.TANH, |
| 3249 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3250 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3251 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3252 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3253 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3254 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3255 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3256 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3257 | "error_if_validators": ( |
| 3258 | TosaErrorValidator.evWrongInputType, |
| 3259 | TosaErrorValidator.evWrongOutputType, |
| 3260 | TosaErrorValidator.evWrongInputList, |
| 3261 | TosaErrorValidator.evWrongOutputList, |
| 3262 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3263 | "data_gen": { |
| 3264 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3265 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3266 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3267 | "erf": { |
| 3268 | "op": Op.ERF, |
| 3269 | "operands": (1, 0), |
| 3270 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3271 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3272 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3273 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3274 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3275 | ), |
| 3276 | "types": TYPE_FP, |
| 3277 | "error_if_validators": ( |
| 3278 | TosaErrorValidator.evWrongInputType, |
| 3279 | TosaErrorValidator.evWrongOutputType, |
| 3280 | TosaErrorValidator.evWrongInputList, |
| 3281 | TosaErrorValidator.evWrongOutputList, |
| 3282 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3283 | "data_gen": { |
| 3284 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3285 | }, |
| 3286 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3287 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3288 | # Elementwise Binary Operators |
| 3289 | "add": { |
| 3290 | "op": Op.ADD, |
| 3291 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3292 | "build_fcn": ( |
| 3293 | build_binary_broadcast, |
| 3294 | TosaTensorGen.tgBroadcastFuzz, |
| 3295 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3296 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3297 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3298 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3299 | "error_if_validators": ( |
| 3300 | TosaErrorValidator.evRankMismatch, |
| 3301 | TosaErrorValidator.evWrongInputType, |
| 3302 | TosaErrorValidator.evWrongOutputType, |
| 3303 | TosaErrorValidator.evWrongInputList, |
| 3304 | TosaErrorValidator.evWrongOutputList, |
| 3305 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3306 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3307 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3308 | "data_gen": { |
| 3309 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3310 | }, |
| 3311 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3312 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3313 | "arithmetic_right_shift": { |
| 3314 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3315 | "operands": (2, 0), |
| 3316 | "build_fcn": ( |
| 3317 | build_arithmetic_right_shift, |
| 3318 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3319 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3320 | TosaArgGen.agArithmeticRightShift, |
| 3321 | ), |
| 3322 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3323 | "error_if_validators": ( |
| 3324 | TosaErrorValidator.evRankMismatch, |
| 3325 | TosaErrorValidator.evWrongInputType, |
| 3326 | TosaErrorValidator.evWrongOutputType, |
| 3327 | TosaErrorValidator.evWrongInputList, |
| 3328 | TosaErrorValidator.evWrongOutputList, |
| 3329 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3330 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3331 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3332 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3333 | "bitwise_and": { |
| 3334 | "op": Op.BITWISE_AND, |
| 3335 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3336 | "build_fcn": ( |
| 3337 | build_binary_broadcast, |
| 3338 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3339 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3340 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3341 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3342 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3343 | "error_if_validators": ( |
| 3344 | TosaErrorValidator.evRankMismatch, |
| 3345 | TosaErrorValidator.evWrongInputType, |
| 3346 | TosaErrorValidator.evWrongOutputType, |
| 3347 | TosaErrorValidator.evWrongInputList, |
| 3348 | TosaErrorValidator.evWrongOutputList, |
| 3349 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3350 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 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 | "bitwise_or": { |
| 3354 | "op": Op.BITWISE_OR, |
| 3355 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3356 | "build_fcn": ( |
| 3357 | build_binary_broadcast, |
| 3358 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3359 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3360 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3361 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3362 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3363 | "error_if_validators": ( |
| 3364 | TosaErrorValidator.evRankMismatch, |
| 3365 | TosaErrorValidator.evWrongInputType, |
| 3366 | TosaErrorValidator.evWrongOutputType, |
| 3367 | TosaErrorValidator.evWrongInputList, |
| 3368 | TosaErrorValidator.evWrongOutputList, |
| 3369 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3370 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3371 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3372 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3373 | "bitwise_xor": { |
| 3374 | "op": Op.BITWISE_XOR, |
| 3375 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3376 | "build_fcn": ( |
| 3377 | build_binary_broadcast, |
| 3378 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3379 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3380 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3381 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3382 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3383 | "error_if_validators": ( |
| 3384 | TosaErrorValidator.evRankMismatch, |
| 3385 | TosaErrorValidator.evWrongInputType, |
| 3386 | TosaErrorValidator.evWrongOutputType, |
| 3387 | TosaErrorValidator.evWrongInputList, |
| 3388 | TosaErrorValidator.evWrongOutputList, |
| 3389 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3390 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3391 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3392 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3393 | "intdiv": { |
| 3394 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3395 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3396 | "build_fcn": ( |
| 3397 | build_binary_broadcast, |
| 3398 | TosaTensorGen.tgBroadcastFuzz, |
| 3399 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3400 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3401 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3402 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3403 | "error_if_validators": ( |
| 3404 | TosaErrorValidator.evRankMismatch, |
| 3405 | TosaErrorValidator.evWrongInputType, |
| 3406 | TosaErrorValidator.evWrongOutputType, |
| 3407 | TosaErrorValidator.evWrongInputList, |
| 3408 | TosaErrorValidator.evWrongOutputList, |
| 3409 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3410 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3411 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3412 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3413 | "logical_and": { |
| 3414 | "op": Op.LOGICAL_AND, |
| 3415 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3416 | "build_fcn": ( |
| 3417 | build_binary_broadcast, |
| 3418 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3419 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3420 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3421 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3422 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3423 | "error_if_validators": ( |
| 3424 | TosaErrorValidator.evRankMismatch, |
| 3425 | TosaErrorValidator.evWrongInputType, |
| 3426 | TosaErrorValidator.evWrongOutputType, |
| 3427 | TosaErrorValidator.evWrongInputList, |
| 3428 | TosaErrorValidator.evWrongOutputList, |
| 3429 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3430 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3431 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3432 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3433 | "logical_left_shift": { |
| 3434 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3435 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3436 | "build_fcn": ( |
| 3437 | build_binary_broadcast, |
| 3438 | TosaTensorGen.tgBroadcastFuzz, |
| 3439 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3440 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3441 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3442 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3443 | "error_if_validators": ( |
| 3444 | TosaErrorValidator.evRankMismatch, |
| 3445 | TosaErrorValidator.evWrongInputType, |
| 3446 | TosaErrorValidator.evWrongOutputType, |
| 3447 | TosaErrorValidator.evWrongInputList, |
| 3448 | TosaErrorValidator.evWrongOutputList, |
| 3449 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3450 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3451 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3452 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3453 | "logical_right_shift": { |
| 3454 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3455 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3456 | "build_fcn": ( |
| 3457 | build_binary_broadcast, |
| 3458 | TosaTensorGen.tgBroadcastFuzz, |
| 3459 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3460 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3461 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3462 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3463 | "error_if_validators": ( |
| 3464 | TosaErrorValidator.evRankMismatch, |
| 3465 | TosaErrorValidator.evWrongInputType, |
| 3466 | TosaErrorValidator.evWrongOutputType, |
| 3467 | TosaErrorValidator.evWrongInputList, |
| 3468 | TosaErrorValidator.evWrongOutputList, |
| 3469 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3470 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3471 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3472 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3473 | "logical_or": { |
| 3474 | "op": Op.LOGICAL_OR, |
| 3475 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3476 | "build_fcn": ( |
| 3477 | build_binary_broadcast, |
| 3478 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3479 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3480 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3481 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3482 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3483 | "error_if_validators": ( |
| 3484 | TosaErrorValidator.evRankMismatch, |
| 3485 | TosaErrorValidator.evWrongInputType, |
| 3486 | TosaErrorValidator.evWrongOutputType, |
| 3487 | TosaErrorValidator.evWrongInputList, |
| 3488 | TosaErrorValidator.evWrongOutputList, |
| 3489 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3490 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3491 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3492 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3493 | "logical_xor": { |
| 3494 | "op": Op.LOGICAL_XOR, |
| 3495 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3496 | "build_fcn": ( |
| 3497 | build_binary_broadcast, |
| 3498 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3499 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3500 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3501 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3502 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3503 | "error_if_validators": ( |
| 3504 | TosaErrorValidator.evRankMismatch, |
| 3505 | TosaErrorValidator.evWrongInputType, |
| 3506 | TosaErrorValidator.evWrongOutputType, |
| 3507 | TosaErrorValidator.evWrongInputList, |
| 3508 | TosaErrorValidator.evWrongOutputList, |
| 3509 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3510 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3511 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3512 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3513 | "maximum": { |
| 3514 | "op": Op.MAXIMUM, |
| 3515 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3516 | "build_fcn": ( |
| 3517 | build_binary_broadcast, |
| 3518 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3519 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3520 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3521 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3522 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3523 | "error_if_validators": ( |
| 3524 | TosaErrorValidator.evRankMismatch, |
| 3525 | TosaErrorValidator.evWrongInputType, |
| 3526 | TosaErrorValidator.evWrongOutputType, |
| 3527 | TosaErrorValidator.evWrongInputList, |
| 3528 | TosaErrorValidator.evWrongOutputList, |
| 3529 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3530 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3531 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3532 | "data_gen": { |
| 3533 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3534 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3535 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3536 | "minimum": { |
| 3537 | "op": Op.MINIMUM, |
| 3538 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3539 | "build_fcn": ( |
| 3540 | build_binary_broadcast, |
| 3541 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3542 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3543 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3544 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3545 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3546 | "error_if_validators": ( |
| 3547 | TosaErrorValidator.evRankMismatch, |
| 3548 | TosaErrorValidator.evWrongInputType, |
| 3549 | TosaErrorValidator.evWrongOutputType, |
| 3550 | TosaErrorValidator.evWrongInputList, |
| 3551 | TosaErrorValidator.evWrongOutputList, |
| 3552 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3553 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3554 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3555 | "data_gen": { |
| 3556 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3557 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3558 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3559 | "mul": { |
| 3560 | "op": Op.MUL, |
| 3561 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3562 | "build_fcn": ( |
| 3563 | build_mul, |
| 3564 | TosaTensorGen.tgBroadcastFuzz, |
| 3565 | TosaTensorValuesGen.tvgMul, |
| 3566 | TosaArgGen.agMul, |
| 3567 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3568 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3569 | "error_if_validators": ( |
| 3570 | TosaErrorValidator.evWrongInputType, |
| 3571 | TosaErrorValidator.evWrongOutputType, |
| 3572 | TosaErrorValidator.evWrongInputList, |
| 3573 | TosaErrorValidator.evWrongOutputList, |
| 3574 | TosaErrorValidator.evRankMismatch, |
| 3575 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3576 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3577 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3578 | "data_gen": { |
| 3579 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3580 | }, |
| 3581 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3582 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3583 | "pow": { |
| 3584 | "op": Op.POW, |
| 3585 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3586 | "build_fcn": ( |
| 3587 | build_binary_broadcast, |
| 3588 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3589 | TosaTensorValuesGen.tvgPow, |
| 3590 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3591 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3592 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3593 | "error_if_validators": ( |
| 3594 | TosaErrorValidator.evRankMismatch, |
| 3595 | TosaErrorValidator.evWrongInputType, |
| 3596 | TosaErrorValidator.evWrongOutputType, |
| 3597 | TosaErrorValidator.evWrongInputList, |
| 3598 | TosaErrorValidator.evWrongOutputList, |
| 3599 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3600 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3601 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3602 | "data_gen": { |
| 3603 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3604 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3605 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3606 | "sub": { |
| 3607 | "op": Op.SUB, |
| 3608 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3609 | "build_fcn": ( |
| 3610 | build_binary_broadcast, |
| 3611 | TosaTensorGen.tgBroadcastFuzz, |
| 3612 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3613 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3614 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3615 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3616 | "error_if_validators": ( |
| 3617 | TosaErrorValidator.evRankMismatch, |
| 3618 | TosaErrorValidator.evWrongInputType, |
| 3619 | TosaErrorValidator.evWrongOutputType, |
| 3620 | TosaErrorValidator.evWrongInputList, |
| 3621 | TosaErrorValidator.evWrongOutputList, |
| 3622 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3623 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3624 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3625 | "data_gen": { |
| 3626 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3627 | }, |
| 3628 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3629 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3630 | "table": { |
| 3631 | "op": Op.TABLE, |
| 3632 | # Use the automatic generation functions to create the input array |
| 3633 | # but create the table tensor in the build function, as it may be |
| 3634 | # a different type from the input |
| 3635 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3636 | "build_fcn": ( |
| 3637 | build_table, |
| 3638 | TosaTensorGen.tgBasic, |
| 3639 | TosaTensorValuesGen.tvgDefault, |
| 3640 | TosaArgGen.agTable, |
| 3641 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3642 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3643 | "error_if_validators": ( |
| 3644 | TosaErrorValidator.evWrongInputType, |
| 3645 | TosaErrorValidator.evWrongOutputType, |
| 3646 | TosaErrorValidator.evWrongInputList, |
| 3647 | TosaErrorValidator.evWrongOutputList, |
| 3648 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3649 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3650 | # Elementwise Unary operators |
| 3651 | "abs": { |
| 3652 | "op": Op.ABS, |
| 3653 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3654 | "build_fcn": ( |
| 3655 | build_unary, |
| 3656 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +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_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3661 | "error_if_validators": ( |
| 3662 | TosaErrorValidator.evWrongInputType, |
| 3663 | TosaErrorValidator.evWrongOutputType, |
| 3664 | TosaErrorValidator.evWrongInputList, |
| 3665 | TosaErrorValidator.evWrongOutputList, |
| 3666 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3667 | "data_gen": { |
| 3668 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 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 | "bitwise_not": { |
| 3672 | "op": Op.BITWISE_NOT, |
| 3673 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3674 | "build_fcn": ( |
| 3675 | build_unary, |
| 3676 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3677 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 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.evWrongInputType, |
| 3683 | TosaErrorValidator.evWrongOutputType, |
| 3684 | TosaErrorValidator.evWrongInputList, |
| 3685 | TosaErrorValidator.evWrongOutputList, |
| 3686 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3687 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3688 | "ceil": { |
| 3689 | "op": Op.CEIL, |
| 3690 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3691 | "build_fcn": ( |
| 3692 | build_unary, |
| 3693 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3694 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3695 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3696 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3697 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3698 | "error_if_validators": ( |
| 3699 | TosaErrorValidator.evWrongInputType, |
| 3700 | TosaErrorValidator.evWrongOutputType, |
| 3701 | TosaErrorValidator.evWrongInputList, |
| 3702 | TosaErrorValidator.evWrongOutputList, |
| 3703 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3704 | "data_gen": { |
| 3705 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3706 | }, |
| 3707 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3708 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3709 | "clz": { |
| 3710 | "op": Op.CLZ, |
| 3711 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3712 | "build_fcn": ( |
| 3713 | build_unary, |
| 3714 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3715 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3716 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3717 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3718 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3719 | "error_if_validators": ( |
| 3720 | TosaErrorValidator.evWrongInputType, |
| 3721 | TosaErrorValidator.evWrongOutputType, |
| 3722 | TosaErrorValidator.evWrongInputList, |
| 3723 | TosaErrorValidator.evWrongOutputList, |
| 3724 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3725 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3726 | "exp": { |
| 3727 | "op": Op.EXP, |
| 3728 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3729 | "build_fcn": ( |
| 3730 | build_unary, |
| 3731 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3732 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3733 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3734 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3735 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3736 | "error_if_validators": ( |
| 3737 | TosaErrorValidator.evWrongInputType, |
| 3738 | TosaErrorValidator.evWrongOutputType, |
| 3739 | TosaErrorValidator.evWrongInputList, |
| 3740 | TosaErrorValidator.evWrongOutputList, |
| 3741 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3742 | "data_gen": { |
| 3743 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3744 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3745 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3746 | "floor": { |
| 3747 | "op": Op.FLOOR, |
| 3748 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3749 | "build_fcn": ( |
| 3750 | build_unary, |
| 3751 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3752 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3753 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3754 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3755 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3756 | "error_if_validators": ( |
| 3757 | TosaErrorValidator.evWrongInputType, |
| 3758 | TosaErrorValidator.evWrongOutputType, |
| 3759 | TosaErrorValidator.evWrongInputList, |
| 3760 | TosaErrorValidator.evWrongOutputList, |
| 3761 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3762 | "data_gen": { |
| 3763 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3764 | }, |
| 3765 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3766 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3767 | "log": { |
| 3768 | "op": Op.LOG, |
| 3769 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3770 | "build_fcn": ( |
| 3771 | build_unary, |
| 3772 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3773 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3774 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3775 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3776 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3777 | "error_if_validators": ( |
| 3778 | TosaErrorValidator.evWrongInputType, |
| 3779 | TosaErrorValidator.evWrongOutputType, |
| 3780 | TosaErrorValidator.evWrongInputList, |
| 3781 | TosaErrorValidator.evWrongOutputList, |
| 3782 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3783 | "data_gen": { |
| 3784 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3785 | }, |
| 3786 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3787 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3788 | "logical_not": { |
| 3789 | "op": Op.LOGICAL_NOT, |
| 3790 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3791 | "build_fcn": ( |
| 3792 | build_unary, |
| 3793 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3794 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3795 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3796 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3797 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3798 | "error_if_validators": ( |
| 3799 | TosaErrorValidator.evWrongInputType, |
| 3800 | TosaErrorValidator.evWrongOutputType, |
| 3801 | TosaErrorValidator.evWrongInputList, |
| 3802 | TosaErrorValidator.evWrongOutputList, |
| 3803 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3804 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3805 | "negate": { |
| 3806 | "op": Op.NEGATE, |
| 3807 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3808 | "build_fcn": ( |
| 3809 | build_unary, |
| 3810 | TosaTensorGen.tgBasic, |
| 3811 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3812 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3813 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3814 | "qgen": TosaQuantGen.qgUnary, |
| 3815 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3816 | "error_if_validators": ( |
| 3817 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3818 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3819 | TosaErrorValidator.evWrongInputType, |
| 3820 | TosaErrorValidator.evWrongOutputType, |
| 3821 | TosaErrorValidator.evWrongInputList, |
| 3822 | TosaErrorValidator.evWrongOutputList, |
| 3823 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3824 | "data_gen": { |
| 3825 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3826 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3827 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3828 | "reciprocal": { |
| 3829 | "op": Op.RECIPROCAL, |
| 3830 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3831 | "build_fcn": ( |
| 3832 | build_unary, |
| 3833 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3834 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3835 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3836 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3837 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3838 | "error_if_validators": ( |
| 3839 | TosaErrorValidator.evWrongInputType, |
| 3840 | TosaErrorValidator.evWrongOutputType, |
| 3841 | TosaErrorValidator.evWrongInputList, |
| 3842 | TosaErrorValidator.evWrongOutputList, |
| 3843 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3844 | "data_gen": { |
| 3845 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3846 | }, |
| 3847 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3848 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3849 | "rsqrt": { |
| 3850 | "op": Op.RSQRT, |
| 3851 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3852 | "build_fcn": ( |
| 3853 | build_unary, |
| 3854 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3855 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3856 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3857 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3858 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3859 | "error_if_validators": ( |
| 3860 | TosaErrorValidator.evWrongInputType, |
| 3861 | TosaErrorValidator.evWrongOutputType, |
| 3862 | TosaErrorValidator.evWrongInputList, |
| 3863 | TosaErrorValidator.evWrongOutputList, |
| 3864 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3865 | "data_gen": { |
| 3866 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3867 | }, |
| 3868 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3869 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3870 | # Elementwise Ternary operators |
| 3871 | "select": { |
| 3872 | "op": Op.SELECT, |
| 3873 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3874 | "build_fcn": ( |
| 3875 | build_select, |
| 3876 | TosaTensorGen.tgBroadcastFuzz, |
| 3877 | TosaTensorValuesGen.tvgSelect, |
| 3878 | None, |
| 3879 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3880 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3881 | "error_if_validators": ( |
| 3882 | TosaErrorValidator.evRankMismatch, |
| 3883 | TosaErrorValidator.evWrongInputType, |
| 3884 | TosaErrorValidator.evWrongOutputType, |
| 3885 | TosaErrorValidator.evWrongInputList, |
| 3886 | TosaErrorValidator.evWrongOutputList, |
| 3887 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3888 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3889 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3890 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3891 | # Comparison operators |
| 3892 | "equal": { |
| 3893 | "op": Op.EQUAL, |
| 3894 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3895 | "build_fcn": ( |
| 3896 | build_comparison, |
| 3897 | TosaTensorGen.tgBroadcastFuzz, |
| 3898 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3899 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3900 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3901 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3902 | "error_if_validators": ( |
| 3903 | TosaErrorValidator.evRankMismatch, |
| 3904 | TosaErrorValidator.evWrongInputType, |
| 3905 | TosaErrorValidator.evWrongOutputType, |
| 3906 | TosaErrorValidator.evWrongInputList, |
| 3907 | TosaErrorValidator.evWrongOutputList, |
| 3908 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3909 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3910 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3911 | "data_gen": { |
| 3912 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3913 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3914 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3915 | "greater_equal": { |
| 3916 | "op": Op.GREATER_EQUAL, |
| 3917 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3918 | "build_fcn": ( |
| 3919 | build_comparison, |
| 3920 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3921 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3922 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3923 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3924 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3925 | "error_if_validators": ( |
| 3926 | TosaErrorValidator.evRankMismatch, |
| 3927 | TosaErrorValidator.evWrongInputType, |
| 3928 | TosaErrorValidator.evWrongOutputType, |
| 3929 | TosaErrorValidator.evWrongInputList, |
| 3930 | TosaErrorValidator.evWrongOutputList, |
| 3931 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3932 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3933 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3934 | "data_gen": { |
| 3935 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3936 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3937 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3938 | "greater": { |
| 3939 | "op": Op.GREATER, |
| 3940 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3941 | "build_fcn": ( |
| 3942 | build_comparison, |
| 3943 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3944 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3945 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3946 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3947 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3948 | "error_if_validators": ( |
| 3949 | TosaErrorValidator.evRankMismatch, |
| 3950 | TosaErrorValidator.evWrongInputType, |
| 3951 | TosaErrorValidator.evWrongOutputType, |
| 3952 | TosaErrorValidator.evWrongInputList, |
| 3953 | TosaErrorValidator.evWrongOutputList, |
| 3954 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3955 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3956 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 3957 | "data_gen": { |
| 3958 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3959 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3960 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3961 | # Reduction operators |
| 3962 | "reduce_all": { |
| 3963 | "op": Op.REDUCE_ALL, |
| 3964 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3965 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3966 | "build_fcn": ( |
| 3967 | build_reduce, |
| 3968 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3969 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3970 | TosaArgGen.agAxis, |
| 3971 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3972 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3973 | "error_if_validators": ( |
| 3974 | TosaErrorValidator.evAxisLargerRank, |
| 3975 | TosaErrorValidator.evAxisSmallerZero, |
| 3976 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3977 | TosaErrorValidator.evWrongInputType, |
| 3978 | TosaErrorValidator.evWrongOutputType, |
| 3979 | TosaErrorValidator.evWrongRank, |
| 3980 | TosaErrorValidator.evWrongInputList, |
| 3981 | TosaErrorValidator.evWrongOutputList, |
| 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 | "reduce_any": { |
| 3985 | "op": Op.REDUCE_ANY, |
| 3986 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3987 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3988 | "build_fcn": ( |
| 3989 | build_reduce, |
| 3990 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3991 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3992 | TosaArgGen.agAxis, |
| 3993 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3994 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3995 | "error_if_validators": ( |
| 3996 | TosaErrorValidator.evAxisLargerRank, |
| 3997 | TosaErrorValidator.evAxisSmallerZero, |
| 3998 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3999 | TosaErrorValidator.evWrongInputType, |
| 4000 | TosaErrorValidator.evWrongOutputType, |
| 4001 | TosaErrorValidator.evWrongRank, |
| 4002 | TosaErrorValidator.evWrongInputList, |
| 4003 | TosaErrorValidator.evWrongOutputList, |
| 4004 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4005 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4006 | "reduce_max": { |
| 4007 | "op": Op.REDUCE_MAX, |
| 4008 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4009 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4010 | "build_fcn": ( |
| 4011 | build_reduce, |
| 4012 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4013 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4014 | TosaArgGen.agAxis, |
| 4015 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4016 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4017 | "error_if_validators": ( |
| 4018 | TosaErrorValidator.evAxisLargerRank, |
| 4019 | TosaErrorValidator.evAxisSmallerZero, |
| 4020 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4021 | TosaErrorValidator.evWrongInputType, |
| 4022 | TosaErrorValidator.evWrongOutputType, |
| 4023 | TosaErrorValidator.evWrongRank, |
| 4024 | TosaErrorValidator.evWrongInputList, |
| 4025 | TosaErrorValidator.evWrongOutputList, |
| 4026 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4027 | "data_gen": { |
| 4028 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4029 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4030 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4031 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4032 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4033 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4034 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4035 | "build_fcn": ( |
| 4036 | build_reduce, |
| 4037 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4038 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4039 | TosaArgGen.agAxis, |
| 4040 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4041 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4042 | "error_if_validators": ( |
| 4043 | TosaErrorValidator.evAxisLargerRank, |
| 4044 | TosaErrorValidator.evAxisSmallerZero, |
| 4045 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4046 | TosaErrorValidator.evWrongInputType, |
| 4047 | TosaErrorValidator.evWrongOutputType, |
| 4048 | TosaErrorValidator.evWrongRank, |
| 4049 | TosaErrorValidator.evWrongInputList, |
| 4050 | TosaErrorValidator.evWrongOutputList, |
| 4051 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4052 | "data_gen": { |
| 4053 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4054 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4055 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4056 | "reduce_product": { |
| 4057 | "op": Op.REDUCE_PRODUCT, |
| 4058 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4059 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4060 | "build_fcn": ( |
| 4061 | build_reduce, |
| 4062 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4063 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4064 | TosaArgGen.agAxis, |
| 4065 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4066 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4067 | "error_if_validators": ( |
| 4068 | TosaErrorValidator.evAxisLargerRank, |
| 4069 | TosaErrorValidator.evAxisSmallerZero, |
| 4070 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4071 | TosaErrorValidator.evWrongInputType, |
| 4072 | TosaErrorValidator.evWrongOutputType, |
| 4073 | TosaErrorValidator.evWrongRank, |
| 4074 | TosaErrorValidator.evWrongInputList, |
| 4075 | TosaErrorValidator.evWrongOutputList, |
| 4076 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4077 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4078 | "reduce_sum": { |
| 4079 | "op": Op.REDUCE_SUM, |
| 4080 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4081 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4082 | "build_fcn": ( |
| 4083 | build_reduce, |
| 4084 | TosaTensorGen.tgBasic, |
| 4085 | TosaTensorValuesGen.tvgReduceSum, |
| 4086 | TosaArgGen.agAxis, |
| 4087 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4088 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4089 | "error_if_validators": ( |
| 4090 | TosaErrorValidator.evAxisLargerRank, |
| 4091 | TosaErrorValidator.evAxisSmallerZero, |
| 4092 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4093 | TosaErrorValidator.evWrongInputType, |
| 4094 | TosaErrorValidator.evWrongOutputType, |
| 4095 | TosaErrorValidator.evWrongRank, |
| 4096 | TosaErrorValidator.evWrongInputList, |
| 4097 | TosaErrorValidator.evWrongOutputList, |
| 4098 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4099 | "data_gen": { |
| 4100 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4101 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4102 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4103 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4104 | "concat": { |
| 4105 | "op": Op.CONCAT, |
| 4106 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4107 | "build_fcn": ( |
| 4108 | build_concat, |
| 4109 | TosaTensorGen.tgConcat, |
| 4110 | TosaTensorValuesGen.tvgConcat, |
| 4111 | TosaArgGen.agAxis, |
| 4112 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4113 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4114 | "error_if_validators": ( |
| 4115 | TosaErrorValidator.evAxisLargerRank, |
| 4116 | TosaErrorValidator.evAxisSmallerZero, |
| 4117 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4118 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4119 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4120 | TosaErrorValidator.evWrongInputType, |
| 4121 | TosaErrorValidator.evWrongOutputType, |
| 4122 | TosaErrorValidator.evWrongOutputList, |
| 4123 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4124 | }, |
| 4125 | "pad": { |
| 4126 | "op": Op.PAD, |
| 4127 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4128 | "build_fcn": ( |
| 4129 | build_pad, |
| 4130 | TosaTensorGen.tgBasic, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4131 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4132 | TosaArgGen.agPad, |
| 4133 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4134 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4135 | "error_if_validators": ( |
| 4136 | TosaErrorValidator.evWrongInputType, |
| 4137 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4138 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4139 | TosaErrorValidator.evWrongOutputType, |
| 4140 | TosaErrorValidator.evWrongInputList, |
| 4141 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4142 | TosaErrorValidator.evRankMismatch, |
| 4143 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4144 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4145 | "data_gen": { |
| 4146 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4147 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4148 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4149 | "dim": { |
| 4150 | "op": Op.DIM, |
| 4151 | "operands": (1, 0), |
| 4152 | "build_fcn": ( |
| 4153 | build_dim, |
| 4154 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4155 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4156 | TosaArgGen.agAxis, |
| 4157 | ), |
| 4158 | "types": TYPE_FIB, |
| 4159 | "error_if_validators": ( |
| 4160 | TosaErrorValidator.evAxisLargerRank, |
| 4161 | TosaErrorValidator.evAxisSmallerZero, |
| 4162 | TosaErrorValidator.evWrongInputType, |
| 4163 | TosaErrorValidator.evWrongInputList, |
| 4164 | TosaErrorValidator.evWrongOutputList, |
| 4165 | TosaErrorValidator.evWrongRank, |
| 4166 | ), |
| 4167 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4168 | "reshape": { |
| 4169 | "op": Op.RESHAPE, |
| 4170 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4171 | "build_fcn": ( |
| 4172 | build_reshape, |
| 4173 | TosaTensorGen.tgBasic, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4174 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4175 | TosaArgGen.agReshape, |
| 4176 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4177 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4178 | "error_if_validators": ( |
| 4179 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4180 | TosaErrorValidator.evWrongInputType, |
| 4181 | TosaErrorValidator.evWrongOutputType, |
| 4182 | TosaErrorValidator.evWrongInputList, |
| 4183 | TosaErrorValidator.evWrongOutputList, |
Jerry Ge | 264f7fa | 2023-04-21 22:49:57 +0000 | [diff] [blame] | 4184 | TosaErrorValidator.evReshapeOutputSizeMultiInference, |
| 4185 | TosaErrorValidator.evReshapeOutputSizeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4186 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4187 | "data_gen": { |
| 4188 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4189 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4190 | }, |
| 4191 | "reverse": { |
| 4192 | "op": Op.REVERSE, |
| 4193 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4194 | "build_fcn": ( |
| 4195 | build_reverse, |
| 4196 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4197 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4198 | TosaArgGen.agAxis, |
| 4199 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4200 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4201 | "error_if_validators": ( |
| 4202 | TosaErrorValidator.evAxisSmallerZero, |
| 4203 | TosaErrorValidator.evAxisLargerRank, |
| 4204 | TosaErrorValidator.evWrongInputType, |
| 4205 | TosaErrorValidator.evWrongOutputType, |
| 4206 | TosaErrorValidator.evWrongInputList, |
| 4207 | TosaErrorValidator.evWrongOutputList, |
| 4208 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4209 | }, |
| 4210 | "slice": { |
| 4211 | "op": Op.SLICE, |
| 4212 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4213 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4214 | "build_fcn": ( |
| 4215 | build_slice, |
| 4216 | TosaTensorGen.tgBasic, |
| 4217 | TosaTensorValuesGen.tvgDefault, |
| 4218 | TosaArgGen.agSlice, |
| 4219 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4220 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4221 | "error_if_validators": ( |
| 4222 | TosaErrorValidator.evStartSmallerZero, |
| 4223 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 4224 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4225 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4226 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4227 | TosaErrorValidator.evWrongRank, |
| 4228 | TosaErrorValidator.evWrongInputType, |
| 4229 | TosaErrorValidator.evWrongOutputType, |
| 4230 | TosaErrorValidator.evWrongInputList, |
| 4231 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4232 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4233 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4234 | }, |
| 4235 | "tile": { |
| 4236 | "op": Op.TILE, |
| 4237 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4238 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4239 | "build_fcn": ( |
| 4240 | build_tile, |
| 4241 | TosaTensorGen.tgBasic, |
| 4242 | TosaTensorValuesGen.tvgDefault, |
| 4243 | TosaArgGen.agTile, |
| 4244 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4245 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4246 | "error_if_validators": ( |
| 4247 | TosaErrorValidator.evWrongInputType, |
| 4248 | TosaErrorValidator.evWrongOutputType, |
| 4249 | TosaErrorValidator.evWrongInputList, |
| 4250 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4251 | TosaErrorValidator.evRankMismatch, |
| 4252 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4253 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4254 | }, |
| 4255 | "transpose": { |
| 4256 | "op": Op.TRANSPOSE, |
| 4257 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4258 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4259 | "build_fcn": ( |
| 4260 | build_transpose, |
| 4261 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4262 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4263 | TosaArgGen.agTranspose, |
| 4264 | ), |
| 4265 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4266 | "error_if_validators": ( |
| 4267 | TosaErrorValidator.evIndexOutsideBounds, |
| 4268 | TosaErrorValidator.evIndexUsedTwice, |
| 4269 | TosaErrorValidator.evWrongInputType, |
| 4270 | TosaErrorValidator.evWrongOutputType, |
| 4271 | TosaErrorValidator.evWrongInputList, |
| 4272 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4273 | TosaErrorValidator.evWrongRank, |
| 4274 | TosaErrorValidator.evRankMismatch, |
| 4275 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4276 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4277 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4278 | # Data nodes |
| 4279 | "const": { |
| 4280 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4281 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4282 | "build_fcn": ( |
| 4283 | build_const, |
| 4284 | TosaTensorGen.tgBasic, |
| 4285 | TosaTensorValuesGen.tvgDefault, |
| 4286 | None, |
| 4287 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4288 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4289 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4290 | "identity": { |
| 4291 | "op": Op.IDENTITY, |
| 4292 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4293 | "build_fcn": ( |
| 4294 | build_unary, |
| 4295 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4296 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4297 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4298 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4299 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4300 | "data_gen": { |
| 4301 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4302 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4303 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4304 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4305 | "gather": { |
| 4306 | "op": Op.GATHER, |
| 4307 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 4308 | "operands": (1, 0), |
| 4309 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4310 | "build_fcn": ( |
| 4311 | build_gather, |
| 4312 | TosaTensorGen.tgBasic, |
| 4313 | TosaTensorValuesGen.tvgDefault, |
| 4314 | None, |
| 4315 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4316 | "types": ( |
| 4317 | DType.INT8, |
| 4318 | DType.INT16, |
| 4319 | DType.INT32, |
| 4320 | DType.FP16, |
| 4321 | DType.BF16, |
| 4322 | DType.FP32, |
| 4323 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4324 | "error_if_validators": ( |
| 4325 | TosaErrorValidator.evWrongInputType, |
| 4326 | TosaErrorValidator.evWrongOutputType, |
| 4327 | TosaErrorValidator.evWrongInputList, |
| 4328 | TosaErrorValidator.evWrongOutputList, |
| 4329 | TosaErrorValidator.evWrongRank, |
| 4330 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4331 | }, |
| 4332 | "scatter": { |
| 4333 | "op": Op.SCATTER, |
| 4334 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4335 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4336 | "operands": (2, 0), |
| 4337 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4338 | "build_fcn": ( |
| 4339 | build_scatter, |
| 4340 | TosaTensorGen.tgScatter, |
| 4341 | TosaTensorValuesGen.tvgDefault, |
| 4342 | None, |
| 4343 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4344 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4345 | "error_if_validators": ( |
| 4346 | TosaErrorValidator.evWrongInputType, |
| 4347 | TosaErrorValidator.evWrongOutputType, |
| 4348 | TosaErrorValidator.evWrongInputList, |
| 4349 | TosaErrorValidator.evWrongOutputList, |
| 4350 | TosaErrorValidator.evWrongRank, |
| 4351 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4352 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4353 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4354 | "resize": { |
| 4355 | "op": Op.RESIZE, |
| 4356 | "operands": (1, 0), |
| 4357 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4358 | "build_fcn": ( |
| 4359 | build_resize, |
| 4360 | TosaTensorGen.tgNHWC, |
| 4361 | TosaTensorValuesGen.tvgDefault, |
| 4362 | TosaArgGen.agResize, |
| 4363 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4364 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4365 | "invalid_test_validators": ( |
| 4366 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4367 | ), |
| 4368 | "error_if_validators": ( |
| 4369 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4370 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4371 | TosaErrorValidator.evScaleNLargerMax, |
| 4372 | TosaErrorValidator.evScaleDLargerMax, |
| 4373 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4374 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4375 | TosaErrorValidator.evBorderSmallerMin, |
| 4376 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4377 | TosaErrorValidator.evWrongInputType, |
| 4378 | TosaErrorValidator.evWrongOutputType, |
| 4379 | TosaErrorValidator.evWrongRank, |
| 4380 | TosaErrorValidator.evWrongInputList, |
| 4381 | TosaErrorValidator.evWrongOutputList, |
| 4382 | TosaErrorValidator.evBatchMismatch, |
| 4383 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4384 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4385 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4386 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4387 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4388 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4389 | "cast": { |
| 4390 | "op": Op.CAST, |
| 4391 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4392 | "build_fcn": ( |
| 4393 | build_cast, |
| 4394 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4395 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4396 | TosaArgGen.agCast, |
| 4397 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4398 | "types": ( |
| 4399 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4400 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4401 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4402 | DType.INT8, |
| 4403 | DType.INT16, |
| 4404 | DType.INT32, |
| 4405 | DType.BOOL, |
| 4406 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4407 | "error_if_validators": ( |
| 4408 | TosaErrorValidator.evWrongInputType, |
| 4409 | TosaErrorValidator.evWrongOutputType, |
| 4410 | TosaErrorValidator.evWrongInputList, |
| 4411 | TosaErrorValidator.evWrongOutputList, |
| 4412 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4413 | "data_gen": { |
| 4414 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4415 | }, |
| 4416 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4417 | }, |
| 4418 | "rescale": { |
| 4419 | "op": Op.RESCALE, |
| 4420 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4421 | "build_fcn": ( |
| 4422 | build_rescale, |
| 4423 | TosaTensorGen.tgBasic, |
| 4424 | TosaTensorValuesGen.tvgDefault, |
| 4425 | TosaArgGen.agRescale, |
| 4426 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4427 | "types": [ |
| 4428 | DType.UINT8, |
| 4429 | DType.INT8, |
| 4430 | DType.INT16, |
| 4431 | DType.INT32, |
| 4432 | DType.INT48, |
| 4433 | DType.UINT16, |
| 4434 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4435 | "error_if_validators": ( |
| 4436 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4437 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4438 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4439 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4440 | TosaErrorValidator.evScaleTrue, |
| 4441 | TosaErrorValidator.evScaleNotTrue, |
| 4442 | TosaErrorValidator.evWrongInputType, |
| 4443 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4444 | TosaErrorValidator.evWrongInputList, |
| 4445 | TosaErrorValidator.evWrongOutputList, |
| 4446 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4447 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4448 | # Custom |
| 4449 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4450 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4451 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4452 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4453 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4454 | "cond_if_const": { |
| 4455 | "op": Op.COND_IF, |
| 4456 | "operands": (0, 2), |
| 4457 | "build_fcn": ( |
| 4458 | build_cond_if_const, |
| 4459 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4460 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4461 | TosaArgGen.agCondIf, |
| 4462 | ), |
| 4463 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4464 | "error_if_validators": ( |
| 4465 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4466 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4467 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4468 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4469 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4470 | }, |
| 4471 | "cond_if_binary": { |
| 4472 | "op": Op.COND_IF, |
| 4473 | "operands": (2, 0), |
| 4474 | "build_fcn": ( |
| 4475 | build_cond_if_binary, |
| 4476 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4477 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4478 | TosaArgGen.agCondIf, |
| 4479 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4480 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4481 | "error_if_validators": ( |
| 4482 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4483 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4484 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4485 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4486 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4487 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4488 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4489 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4490 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4491 | "while_loop": { |
| 4492 | "op": Op.WHILE_LOOP, |
| 4493 | "operands": (0, 1), |
| 4494 | "build_fcn": ( |
| 4495 | build_while_loop, |
| 4496 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4497 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4498 | TosaArgGen.agWhileLoop, |
| 4499 | ), |
| 4500 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4501 | "error_if_validators": ( |
| 4502 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4503 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4504 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4505 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4506 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4507 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4508 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4509 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4510 | "fft2d": { |
| 4511 | "op": Op.FFT2D, |
| 4512 | "operands": (2, 0), |
| 4513 | "rank": (3, 3), |
| 4514 | "build_fcn": ( |
| 4515 | build_fft2d, |
| 4516 | TosaTensorGen.tgFFT2d, |
| 4517 | TosaTensorValuesGen.tvgDefault, |
| 4518 | TosaArgGen.agFFT2d, |
| 4519 | ), |
| 4520 | "types": [DType.FP32], |
| 4521 | "error_if_validators": ( |
| 4522 | TosaErrorValidator.evWrongInputType, |
| 4523 | TosaErrorValidator.evWrongOutputType, |
| 4524 | TosaErrorValidator.evWrongInputList, |
| 4525 | TosaErrorValidator.evWrongOutputList, |
| 4526 | TosaErrorValidator.evWrongRank, |
| 4527 | TosaErrorValidator.evBatchMismatch, |
| 4528 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4529 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4530 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4531 | ), |
| 4532 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4533 | "rfft2d": { |
| 4534 | "op": Op.RFFT2D, |
| 4535 | "operands": (1, 0), |
| 4536 | "rank": (3, 3), |
| 4537 | "build_fcn": ( |
| 4538 | build_rfft2d, |
| 4539 | TosaTensorGen.tgRFFT2d, |
| 4540 | TosaTensorValuesGen.tvgDefault, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4541 | None, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4542 | ), |
| 4543 | "types": [DType.FP32], |
| 4544 | "error_if_validators": ( |
| 4545 | TosaErrorValidator.evWrongInputType, |
| 4546 | TosaErrorValidator.evWrongOutputType, |
| 4547 | TosaErrorValidator.evWrongInputList, |
| 4548 | TosaErrorValidator.evWrongOutputList, |
| 4549 | TosaErrorValidator.evWrongRank, |
| 4550 | TosaErrorValidator.evBatchMismatch, |
| 4551 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4552 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4553 | ), |
| 4554 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4555 | } |
| 4556 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4557 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4558 | class OutputShaper: |
| 4559 | # Methods in this class compute the expected output shape and datatype |
| 4560 | # for common classes of operations |
| 4561 | def __init__(self): |
| 4562 | pass |
| 4563 | |
| 4564 | # These methods return arguments that can be used for |
| 4565 | # creating a new output tensor |
| 4566 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4567 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4568 | if error_name != ErrorIf.RankMismatch: |
| 4569 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4570 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4571 | |
| 4572 | shape = [] |
| 4573 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4574 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4575 | shape.append(b.shape[i]) |
| 4576 | else: |
| 4577 | shape.append(a.shape[i]) |
| 4578 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4579 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4580 | if error_name == ErrorIf.DimensionMismatch: |
| 4581 | shape[fuzz_idx] += 1 |
| 4582 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4583 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4584 | all_dtypes = [ |
| 4585 | DType.INT8, |
| 4586 | DType.INT16, |
| 4587 | DType.INT32, |
| 4588 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4589 | DType.FP16, |
| 4590 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4591 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4592 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4593 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4594 | outputDType = rng.choice(wrong_dtypes) |
| 4595 | else: |
| 4596 | outputDType = a.dtype |
| 4597 | |
| 4598 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4599 | |
| 4600 | @staticmethod |
| 4601 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4602 | assert len(a.shape) == len(b.shape) |
| 4603 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4604 | |
| 4605 | shape = [] |
| 4606 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4607 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4608 | shape.append(a.shape[i]) |
| 4609 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4610 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4611 | |
| 4612 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4613 | def unaryOp(ser, rng, a, error_name=None): |
| 4614 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4615 | all_dtypes = [ |
| 4616 | DType.INT8, |
| 4617 | DType.INT16, |
| 4618 | DType.INT32, |
| 4619 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4620 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4621 | DType.FP16, |
| 4622 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4623 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4624 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4625 | outputDType = rng.choice(wrong_dtypes) |
| 4626 | else: |
| 4627 | outputDType = a.dtype |
| 4628 | |
| 4629 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4630 | |
| 4631 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4632 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4633 | if error_name != ErrorIf.RankMismatch: |
| 4634 | 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] | 4635 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4636 | |
| 4637 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4638 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4639 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4640 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4641 | else: |
| 4642 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4643 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4644 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4645 | if error_name == ErrorIf.DimensionMismatch: |
| 4646 | shape[fuzz_idx] += 1 |
| 4647 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4648 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4649 | all_dtypes = [ |
| 4650 | DType.INT8, |
| 4651 | DType.INT16, |
| 4652 | DType.INT32, |
| 4653 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4654 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4655 | DType.FP16, |
| 4656 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4657 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4658 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4659 | outputDType = rng.choice(wrong_dtypes) |
| 4660 | else: |
| 4661 | outputDType = a.dtype |
| 4662 | |
| 4663 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4664 | |
| 4665 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4666 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4667 | if error_name != ErrorIf.RankMismatch: |
| 4668 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4669 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4670 | |
| 4671 | # Do broadcast |
| 4672 | shape = [] |
| 4673 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4674 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4675 | shape.append(b.shape[i]) |
| 4676 | else: |
| 4677 | shape.append(a.shape[i]) |
| 4678 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4679 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4680 | if error_name == ErrorIf.DimensionMismatch: |
| 4681 | shape[fuzz_idx] += 1 |
| 4682 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4683 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4684 | wrong_dtypes = [ |
| 4685 | DType.INT8, |
| 4686 | DType.INT16, |
| 4687 | DType.INT32, |
| 4688 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4689 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4690 | DType.FP16, |
| 4691 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4692 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4693 | outputDType = rng.choice(wrong_dtypes) |
| 4694 | else: |
| 4695 | outputDType = DType.BOOL |
| 4696 | |
| 4697 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4698 | |
| 4699 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4700 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4701 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4702 | if error_name not in [ |
| 4703 | ErrorIf.AxisSmallerZero, |
| 4704 | ErrorIf.AxisLargerRank, |
| 4705 | ErrorIf.ShapeOfAxisNotOne, |
| 4706 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4707 | shape[axis] = 1 |
| 4708 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4709 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4710 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4711 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4712 | all_dtypes = [ |
| 4713 | DType.INT8, |
| 4714 | DType.INT16, |
| 4715 | DType.INT32, |
| 4716 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4717 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4718 | DType.FP16, |
| 4719 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4720 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4721 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4722 | outputDType = rng.choice(wrong_dtypes) |
| 4723 | else: |
| 4724 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4725 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4726 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4727 | |
| 4728 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4729 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4730 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4731 | |
| 4732 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4733 | del shape[axis] |
| 4734 | |
| 4735 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4736 | remove = rng.choice([True, False]) |
| 4737 | if remove and len(shape) > 1: |
| 4738 | del shape[0] |
| 4739 | else: |
| 4740 | shape.append(1) |
| 4741 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4742 | for i in range(len(shape)): |
| 4743 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4744 | |
| 4745 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4746 | all_dtypes = [ |
| 4747 | DType.INT8, |
| 4748 | DType.INT16, |
| 4749 | DType.INT32, |
| 4750 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4751 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4752 | DType.FP16, |
| 4753 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4754 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4755 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4756 | outputDType = rng.choice(wrong_dtypes) |
| 4757 | else: |
| 4758 | outputDType = DType.INT32 |
| 4759 | |
| 4760 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4761 | |
| 4762 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4763 | def conv2dOp( |
| 4764 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4765 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4766 | |
| 4767 | # IFM: NHWC |
| 4768 | # Filter: OHWI |
| 4769 | # OFM: NHWC |
| 4770 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4771 | h = ( |
| 4772 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4773 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4774 | + padding[0] |
| 4775 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4776 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4777 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4778 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4779 | w = ( |
| 4780 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4781 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4782 | + padding[2] |
| 4783 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4784 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4785 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4786 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4787 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4788 | choices = [1, 2, 3] |
| 4789 | change = rng.choice(choices) |
| 4790 | # increment in multiples of stride to not hit non-integer error case |
| 4791 | if change in [1, 3]: |
| 4792 | h = h + (rng.choice(choices) * strides[0]) |
| 4793 | if change in [2, 3]: |
| 4794 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4795 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4796 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4797 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4798 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4799 | # Pick some potentially correct output dtype if input type is incorrect |
| 4800 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4801 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4802 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4803 | |
| 4804 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4805 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4806 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4807 | else: |
| 4808 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4809 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4810 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4811 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4812 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4813 | |
| 4814 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4815 | def conv3dOp( |
| 4816 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4817 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4818 | |
| 4819 | # IFM: NDHWC |
| 4820 | # Filter: ODHWI |
| 4821 | # OFM: NDHWC |
| 4822 | |
| 4823 | d = ( |
| 4824 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4825 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4826 | + padding[0] |
| 4827 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4828 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4829 | ) // strides[0] + 1 |
| 4830 | |
| 4831 | h = ( |
| 4832 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4833 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4834 | + padding[2] |
| 4835 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4836 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4837 | ) // strides[1] + 1 |
| 4838 | |
| 4839 | w = ( |
| 4840 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4841 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4842 | + padding[4] |
| 4843 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4844 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4845 | ) // strides[2] + 1 |
| 4846 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4847 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4848 | choices = [1, 2, 3, 4] |
| 4849 | change = rng.choice(choices) |
| 4850 | # increment in multiples of stride to not hit non-integer error case |
| 4851 | if change in [1, 4]: |
| 4852 | d = d + (rng.choice(choices) * strides[0]) |
| 4853 | if change in [2, 4]: |
| 4854 | h = h + (rng.choice(choices) * strides[1]) |
| 4855 | if change in [3, 4]: |
| 4856 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4857 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4858 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4859 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4860 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4861 | # Pick some potentially correct output dtype if input type is incorrect |
| 4862 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4863 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4864 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4865 | |
| 4866 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4867 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4868 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4869 | else: |
| 4870 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4871 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4872 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4873 | |
| 4874 | return ser.addOutput(ofm_shape, out_dtype) |
| 4875 | |
| 4876 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4877 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4878 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4879 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4880 | # IFM: NHWC |
| 4881 | # Filter: HWCM |
| 4882 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4883 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4884 | h = ( |
| 4885 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4886 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4887 | + padding[0] |
| 4888 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4889 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4890 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4891 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4892 | w = ( |
| 4893 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4894 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4895 | + padding[2] |
| 4896 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4897 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4898 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4899 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4900 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4901 | choices = [1, 2, 3] |
| 4902 | change = rng.choice(choices) |
| 4903 | # increment in multiples of stride to not hit non-integer error case |
| 4904 | if change in [1, 3]: |
| 4905 | h = h + (rng.choice(choices) * strides[0]) |
| 4906 | if change in [2, 3]: |
| 4907 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4908 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4909 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4910 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4911 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4912 | # Pick some potentially correct output dtype if input type is incorrect |
| 4913 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4914 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4915 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4916 | |
| 4917 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4918 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4919 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4920 | else: |
| 4921 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4922 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4923 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4924 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4925 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4926 | |
| 4927 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4928 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4929 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4930 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4931 | # 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] | 4932 | h = 1 |
| 4933 | w = 1 |
| 4934 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4935 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4936 | 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] | 4937 | |
| 4938 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4939 | choices = [1, 2, 3] |
| 4940 | change = rng.choice(choices) |
| 4941 | # increment in multiples of stride to not hit non-integer error case |
| 4942 | if change in [1, 3]: |
| 4943 | h = h + (rng.choice(choices) * stride[0]) |
| 4944 | if change in [2, 3]: |
| 4945 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4946 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4947 | |
| 4948 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4949 | all_dtypes = [ |
| 4950 | DType.INT8, |
| 4951 | DType.INT16, |
| 4952 | DType.INT32, |
| 4953 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4954 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4955 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4956 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4957 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4958 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4959 | outputDType = rng.choice(wrong_dtypes) |
| 4960 | else: |
| 4961 | outputDType = ifm.dtype |
| 4962 | |
| 4963 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4964 | |
| 4965 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4966 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4967 | # input: N, IC |
| 4968 | # filter: OC, IC |
| 4969 | # output: N, OC |
| 4970 | |
| 4971 | output_shape = [input.shape[0], filter.shape[0]] |
| 4972 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4973 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4974 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4975 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4976 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4977 | |
| 4978 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4979 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4980 | # a: N, H, C |
| 4981 | # b: N, C, W |
| 4982 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4983 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4984 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4985 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4986 | if error_name == ErrorIf.WrongOutputType: |
| 4987 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4988 | incorrect_types = ( |
| 4989 | DType.INT4, |
| 4990 | DType.INT8, |
| 4991 | DType.INT16, |
| 4992 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4993 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4994 | DType.FP16, |
| 4995 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4996 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4997 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4998 | incorrect_types = ( |
| 4999 | DType.INT4, |
| 5000 | DType.INT8, |
| 5001 | DType.INT16, |
| 5002 | DType.INT32, |
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 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5007 | elif ( |
| 5008 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5009 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5010 | incorrect_types = ( |
| 5011 | DType.INT4, |
| 5012 | DType.INT8, |
| 5013 | DType.INT16, |
| 5014 | DType.INT32, |
| 5015 | DType.INT48, |
| 5016 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5017 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5018 | elif error_name == ErrorIf.WrongInputType: |
| 5019 | # Pick some potentially correct output dtype if input type is incorrect |
| 5020 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5021 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5022 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5023 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5024 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5025 | |
| 5026 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5027 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5028 | input1 = inputs[0] |
| 5029 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5030 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5031 | # 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] | 5032 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5033 | if not ( |
| 5034 | # unable to concat tensors of different ranks |
| 5035 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5036 | # unable to concat tensors along an invalid axis |
| 5037 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5038 | ): |
| 5039 | for tensor in remaining_inputs: |
| 5040 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5041 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5042 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5043 | output_shape[axis] += rng.integers(5, 10) |
| 5044 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5045 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5046 | all_dtypes = { |
| 5047 | DType.INT8, |
| 5048 | DType.INT16, |
| 5049 | DType.INT32, |
| 5050 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5051 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5052 | DType.FP16, |
| 5053 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5054 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5055 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5056 | outputDType = rng.choice(wrong_dtypes) |
| 5057 | else: |
| 5058 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5059 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5060 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5061 | |
| 5062 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5063 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5064 | |
| 5065 | output_shape = a.shape.copy() |
| 5066 | |
| 5067 | for i in range(len(output_shape)): |
| 5068 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5069 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5070 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5071 | bad_dim = rng.choice(range(len(output_shape))) |
| 5072 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5073 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5074 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5075 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5076 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5077 | all_dtypes = [ |
| 5078 | DType.INT8, |
| 5079 | DType.INT16, |
| 5080 | DType.INT32, |
| 5081 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5082 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5083 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5084 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5085 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5086 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5087 | outputDType = rng.choice(wrong_dtypes) |
| 5088 | else: |
| 5089 | outputDType = a.dtype |
| 5090 | |
| 5091 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5092 | |
| 5093 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5094 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 7935972 | 2023-08-31 18:17:38 +0000 | [diff] [blame] | 5095 | output_shape = [] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5096 | |
| 5097 | if error_name == ErrorIf.WrongOutputType: |
| 5098 | all_dtypes = [ |
| 5099 | DType.INT8, |
| 5100 | DType.INT16, |
| 5101 | DType.INT32, |
| 5102 | DType.INT48, |
| 5103 | DType.FP32, |
| 5104 | DType.FP16, |
| 5105 | DType.BF16, |
| 5106 | ] |
| 5107 | wrong_dtypes = list(set(all_dtypes)) |
| 5108 | outputDType = rng.choice(wrong_dtypes) |
| 5109 | else: |
| 5110 | outputDType = DType.SHAPE |
| 5111 | |
| 5112 | return ser.addOutput(output_shape, outputDType) |
| 5113 | |
| 5114 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5115 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5116 | output_shape = shape.copy() |
| 5117 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5118 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5119 | for i in range(len(output_shape)): |
| 5120 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5121 | |
| 5122 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5123 | all_dtypes = [ |
| 5124 | DType.INT8, |
| 5125 | DType.INT16, |
| 5126 | DType.INT32, |
| 5127 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5128 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5129 | DType.FP16, |
| 5130 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5131 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5132 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5133 | outputDType = rng.choice(wrong_dtypes) |
| 5134 | else: |
| 5135 | outputDType = a.dtype |
| 5136 | |
| 5137 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5138 | |
| 5139 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5140 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5141 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5142 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5143 | all_dtypes = [ |
| 5144 | DType.INT8, |
| 5145 | DType.INT16, |
| 5146 | DType.INT32, |
| 5147 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5148 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5149 | DType.FP16, |
| 5150 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5151 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5152 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5153 | outputDType = rng.choice(wrong_dtypes) |
| 5154 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5155 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5156 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5157 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5158 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5159 | for index in range(len(output_shape)): |
| 5160 | if output_shape[index] <= 2: |
| 5161 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5162 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5163 | output_shape[index] = output_shape[index] + rng.choice( |
| 5164 | [-2, -1, 1, 2] |
| 5165 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5166 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5167 | output_shape = input.shape.copy() |
| 5168 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5169 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5170 | |
| 5171 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5172 | |
| 5173 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5174 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5175 | |
| 5176 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5177 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5178 | |
| 5179 | for i in range(len(output_shape)): |
| 5180 | output_shape[i] = a.shape[i] * multiples[i] |
| 5181 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5182 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5183 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5184 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5185 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5186 | all_dtypes = [ |
| 5187 | DType.INT8, |
| 5188 | DType.INT16, |
| 5189 | DType.INT32, |
| 5190 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5191 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5192 | DType.FP16, |
| 5193 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5194 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5195 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5196 | outputDType = rng.choice(wrong_dtypes) |
| 5197 | else: |
| 5198 | outputDType = a.dtype |
| 5199 | |
| 5200 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5201 | |
| 5202 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5203 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5204 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5205 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5206 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5207 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5208 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5209 | for i in range(len(output_shape)): |
| 5210 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5211 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5212 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5213 | for i in range(len(output_shape)): |
| 5214 | output_shape[i] += rng.integers(1, 10) |
| 5215 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5216 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5217 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5218 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5219 | all_dtypes = [ |
| 5220 | DType.INT8, |
| 5221 | DType.INT16, |
| 5222 | DType.INT32, |
| 5223 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5224 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5225 | DType.FP16, |
| 5226 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5227 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5228 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5229 | outputDType = rng.choice(wrong_dtypes) |
| 5230 | else: |
| 5231 | outputDType = a.dtype |
| 5232 | |
| 5233 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5234 | |
| 5235 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5236 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5237 | if error_name != ErrorIf.WrongRank: |
| 5238 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5239 | assert len(indices.shape) == 2 |
| 5240 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5241 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5242 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5243 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5244 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5245 | all_dtypes = [ |
| 5246 | DType.INT8, |
| 5247 | DType.INT16, |
| 5248 | DType.INT32, |
| 5249 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5250 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5251 | DType.FP16, |
| 5252 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5253 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5254 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5255 | outputDType = rng.choice(wrong_dtypes) |
| 5256 | else: |
| 5257 | outputDType = values.dtype |
| 5258 | |
| 5259 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5260 | |
| 5261 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5262 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5263 | if error_name != ErrorIf.WrongRank: |
| 5264 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5265 | assert len(indices.shape) == 2 |
| 5266 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5267 | assert values_in.shape[0] == indices.shape[0] # N |
| 5268 | assert input.shape[1] == indices.shape[1] # W |
| 5269 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5270 | |
| 5271 | output_shape = values_in.shape |
| 5272 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5273 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5274 | all_dtypes = [ |
| 5275 | DType.INT8, |
| 5276 | DType.INT16, |
| 5277 | DType.INT32, |
| 5278 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5279 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5280 | DType.FP16, |
| 5281 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5282 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5283 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5284 | outputDType = rng.choice(wrong_dtypes) |
| 5285 | else: |
| 5286 | outputDType = values_in.dtype |
| 5287 | |
| 5288 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5289 | |
| 5290 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5291 | def tableOp(ser, rng, input, error_name=None): |
| 5292 | # Same shape as the input, dtype dependent on input dtype |
| 5293 | if error_name != ErrorIf.WrongInputType: |
| 5294 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5295 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5296 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5297 | wrong_dtypes = [ |
| 5298 | DType.INT8, |
| 5299 | DType.INT16, |
| 5300 | DType.INT32, |
| 5301 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5302 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5303 | DType.FP16, |
| 5304 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5305 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5306 | wrong_dtypes.remove(output_dtype) |
| 5307 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5308 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5309 | |
| 5310 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5311 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5312 | serializer, |
| 5313 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5314 | input, |
| 5315 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5316 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5317 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5318 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5319 | input_dtype, |
| 5320 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5321 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5322 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5323 | # Calculate OH, OW |
| 5324 | scale_y_n = scale[0] |
| 5325 | scale_y_d = scale[1] |
| 5326 | scale_x_n = scale[2] |
| 5327 | scale_x_d = scale[3] |
| 5328 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5329 | scale_y_n = max(scale_y_n, 1) |
| 5330 | scale_y_d = max(scale_y_d, 1) |
| 5331 | scale_x_n = max(scale_x_n, 1) |
| 5332 | scale_x_d = max(scale_x_d, 1) |
| 5333 | |
| 5334 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5335 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5336 | |
| 5337 | if error_name is not None: |
| 5338 | # Make sure the output tensor is valid, which can occur when |
| 5339 | # scale, offset or border have been changed for ERROR_IFs |
| 5340 | oh = max(oh, 1) |
| 5341 | ow = max(ow, 1) |
| 5342 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5343 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5344 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5345 | |
| 5346 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5347 | choices = [1, 2, 3] |
| 5348 | change = rng.choice(choices) |
| 5349 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5350 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5351 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5352 | oh -= scale_y_d |
| 5353 | assert oh > 0 # Should have been caught in agResize |
| 5354 | else: |
| 5355 | oh += scale_y_d |
| 5356 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5357 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5358 | ow -= scale_x_d |
| 5359 | assert ow > 0 # Should have been caught in agResize |
| 5360 | else: |
| 5361 | ow += scale_x_d |
| 5362 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5363 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5364 | output_dims = [ |
| 5365 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5366 | oh, |
| 5367 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5368 | input.shape[0], |
| 5369 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5370 | elif error_name == ErrorIf.BatchMismatch: |
| 5371 | output_dims = [ |
| 5372 | input.shape[0] + rng.integers(1, 10), |
| 5373 | oh, |
| 5374 | ow, |
| 5375 | input.shape[3], |
| 5376 | ] |
| 5377 | elif error_name == ErrorIf.ChannelMismatch: |
| 5378 | output_dims = [ |
| 5379 | input.shape[0], |
| 5380 | oh, |
| 5381 | ow, |
| 5382 | input.shape[3] + rng.integers(1, 10), |
| 5383 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5384 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5385 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5386 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5387 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5388 | |
| 5389 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5390 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5391 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5392 | |
| 5393 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5394 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5395 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5396 | choices = [1, 2, 3] |
| 5397 | change = rng.choice(choices) |
| 5398 | if change in [1, 3]: |
| 5399 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5400 | if change in [2, 3]: |
| 5401 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5402 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5403 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5404 | # Pick some potentially correct output dtype if input type is incorrect |
| 5405 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5406 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5407 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5408 | |
| 5409 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5410 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5411 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5412 | else: |
| 5413 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5414 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5415 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5416 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5417 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5418 | |
| 5419 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5420 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5421 | outputs = [] |
| 5422 | |
| 5423 | assert ifm1.dtype == ifm2.dtype |
| 5424 | input_dtype = ifm1.dtype |
| 5425 | |
| 5426 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5427 | assert ifm1.shape == ifm2.shape |
| 5428 | |
| 5429 | input_shape = ifm1.shape |
| 5430 | if error_name != ErrorIf.WrongRank: |
| 5431 | assert len(input_shape) == 3 |
| 5432 | |
| 5433 | output_shape = input_shape.copy() |
| 5434 | output_dtype = input_dtype |
| 5435 | |
| 5436 | if error_name == ErrorIf.WrongOutputType: |
| 5437 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5438 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5439 | output_dtype = rng.choice(wrong_dtypes) |
| 5440 | elif error_name == ErrorIf.BatchMismatch: |
| 5441 | output_shape[0] += rng.integers(1, 10) |
| 5442 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5443 | modify_dim = rng.choice([1, 2]) |
| 5444 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5445 | |
| 5446 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5447 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5448 | return outputs |
| 5449 | |
| 5450 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5451 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5452 | outputs = [] |
| 5453 | |
| 5454 | input_shape = value.shape |
| 5455 | if error_name != ErrorIf.WrongRank: |
| 5456 | assert len(input_shape) == 3 |
| 5457 | |
| 5458 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5459 | |
| 5460 | output_dtype = value.dtype |
| 5461 | if error_name == ErrorIf.WrongOutputType: |
| 5462 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5463 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5464 | output_dtype = rng.choice(wrong_dtypes) |
| 5465 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5466 | output_shape[0] += rng.integers(1, 10) |
| 5467 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5468 | modify_dim = rng.choice([1, 2]) |
| 5469 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5470 | |
| 5471 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5472 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5473 | return outputs |