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 |
| 40 | TOSA_MI_DOT_PRODUCT_TEST_SETS = range(0, 6) |
| 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 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 179 | def getRandTensor(self, shape, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 180 | low, high = self.getDTypeRange(dtype) |
| 181 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 182 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 183 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 184 | elif dtype == DType.INT48: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 185 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
| 186 | elif dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 187 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 188 | |
| 189 | if dtype == DType.FP16: |
| 190 | return np.float16(f_tensor) |
| 191 | else: |
| 192 | f32_tensor = np.float32(f_tensor) |
| 193 | if dtype == DType.BF16: |
| 194 | # Floor the last 16 bits of each f32 value |
| 195 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
| 196 | else: |
| 197 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 198 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 199 | # All other integer types |
| 200 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 201 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 202 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 203 | placeholders = [] |
| 204 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 205 | assert len(shape_list) == len(dtype_list) |
| 206 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 207 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 208 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 209 | if not self.args.lazy_data_gen: |
| 210 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 211 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 212 | |
| 213 | return placeholders |
| 214 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 215 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 216 | consts = [] |
| 217 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 218 | assert len(shape_list) == len(dtype_list) |
| 219 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 220 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 221 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 222 | if not self.args.lazy_data_gen: |
| 223 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 224 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 225 | |
| 226 | return consts |
| 227 | |
| 228 | def makeShape(self, rank): |
| 229 | if self.targetted_shape: |
| 230 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 231 | return np.int32( |
| 232 | self.rng.integers( |
| 233 | low=self.args.tensor_shape_range[0], |
| 234 | high=self.args.tensor_shape_range[1], |
| 235 | size=rank, |
| 236 | ) |
| 237 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 238 | |
| 239 | def setTargetShape(self, shape): |
| 240 | self.targetted_shape = shape |
| 241 | |
| 242 | def randInt(self, low=0, high=256): |
| 243 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 244 | |
| 245 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 246 | low, high = self.getDTypeRange(dtype) |
| 247 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 248 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 249 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 250 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 251 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 252 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 253 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 254 | return gtu.vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 255 | elif dtype == DType.BOOL: |
| 256 | return self.rng.choice([False, True]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 257 | elif dtype == DType.INT48: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 258 | # Special size |
| 259 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 260 | |
| 261 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 262 | |
| 263 | def shapeStr(self, shape): |
| 264 | |
| 265 | sStr = [] |
| 266 | # Convert to strings |
| 267 | for i in shape: |
| 268 | sStr.append(str(i)) |
| 269 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 270 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 271 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 272 | def typeStr(self, dtype): |
| 273 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 274 | assert len(dtype) >= 2 |
| 275 | strs = [self.typeStr(t) for t in dtype] |
| 276 | # Limit types to the first 2 as the 3rd is the accumulator |
| 277 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 278 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 279 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 280 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 281 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 282 | raise Exception( |
| 283 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 284 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 285 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 286 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 287 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 288 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 289 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 290 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 291 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 292 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 293 | def constrictBatchSize(self, shape): |
| 294 | # Limit the batch size unless an explicit target shape set |
| 295 | if self.args.max_batch_size and not self.args.target_shapes: |
| 296 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 297 | return shape |
| 298 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 299 | def makeDimension(self): |
| 300 | return self.randInt( |
| 301 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 302 | ) |
| 303 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 304 | def tensorComplianceMetaData( |
| 305 | self, op, inputType, argsDict, outputTensor, errorName |
| 306 | ): |
| 307 | if ( |
| 308 | errorName |
| 309 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
| 310 | or not gtu.dtypeIsSupportedByCompliance(inputType) |
| 311 | ): |
| 312 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 313 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 314 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 315 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 316 | compliance_tens = { |
| 317 | "mode": None, |
| 318 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 319 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 320 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 321 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 322 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 323 | compliance_tens["dot_product_info"] = { |
| 324 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 325 | "ks": int(argsDict["ksb"]) |
| 326 | if "ksb" in argsDict |
| 327 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 328 | } |
| 329 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 330 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 331 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 332 | mode = gtu.ComplianceMode.ULP |
| 333 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
| 334 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 335 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
| 336 | else: |
| 337 | mode = gtu.ComplianceMode.EXACT |
| 338 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 339 | |
| 340 | return compliance_tens |
| 341 | |
| 342 | # Build Op functions |
| 343 | # Create the output tensor (calling OutputShaper as needed) |
| 344 | # Do final tweaks to attributes (if necessary for errorIf) |
| 345 | # Add Op into graph |
| 346 | # Return resulting tensor information or BuildInfo |
| 347 | |
| 348 | class BuildInfo: |
| 349 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 350 | |
| 351 | def __init__(self, resultTensor, complianceDict): |
| 352 | self.resultTensor = resultTensor |
| 353 | self.complianceDict = complianceDict |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 354 | |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 355 | def build_unary(self, op, a, validator_fcns=None, error_name=None, qinfo=None): |
| 356 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 357 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 358 | # build_placeholder returns an int, ABS/other ops does not |
| 359 | if isinstance(op, int): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 360 | self.ser.addOperator(op, a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 361 | return result_tens |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 362 | elif op["op"] == Op.IDENTITY: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 363 | self.ser.addOperator(op["op"], a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 364 | return result_tens |
| 365 | |
| 366 | # Ensure new output type has correct qinfo |
| 367 | if error_name == ErrorIf.WrongOutputType: |
| 368 | if result_tens.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 369 | qinfo = [ |
| 370 | TosaQuantGen.getZeroPoint(self, a.dtype), |
| 371 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 372 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 373 | |
| 374 | # Invalidate Input/Output list for error if checks. |
| 375 | input_list = [a.name] |
| 376 | output_list = [result_tens.name] |
| 377 | pCount, cCount = op["operands"] |
| 378 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 379 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 380 | self, error_name, input_list, output_list |
| 381 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 382 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 383 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 384 | self.ser, |
| 385 | validator_fcns, |
| 386 | error_name, |
| 387 | op=op, |
| 388 | input_dtype=a.dtype, |
| 389 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 390 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 391 | result_tensors=[result_tens], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 392 | input_list=input_list, |
| 393 | output_list=output_list, |
| 394 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 395 | ): |
| 396 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 397 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 398 | attr = None |
| 399 | if op["op"] == Op.NEGATE: |
| 400 | attr = ts.TosaSerializerAttribute() |
| 401 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 402 | |
| 403 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 404 | return result_tens |
| 405 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 406 | def build_binary_broadcast(self, op, a, b, validator_fcns, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 407 | result_tens = OutputShaper.binaryBroadcastOp( |
| 408 | self.ser, self.rng, a, b, error_name |
| 409 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 410 | |
| 411 | # Invalidate Input/Output list for error if checks. |
| 412 | input_list = [a.name, b.name] |
| 413 | output_list = [result_tens.name] |
| 414 | pCount, cCount = op["operands"] |
| 415 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 416 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 417 | self, error_name, input_list, output_list |
| 418 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 419 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 420 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 421 | self.ser, |
| 422 | validator_fcns, |
| 423 | error_name, |
| 424 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 425 | input1=a, |
| 426 | input2=b, |
| 427 | input_dtype=a.dtype, |
| 428 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 429 | result_tensors=[result_tens], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 430 | input_list=input_list, |
| 431 | output_list=output_list, |
| 432 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 433 | ): |
| 434 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 435 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 436 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 437 | return result_tens |
| 438 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 439 | 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] | 440 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 441 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 442 | return result_tens |
| 443 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 444 | def build_arithmetic_right_shift( |
| 445 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 446 | ): |
| 447 | result_tens = OutputShaper.binaryBroadcastOp( |
| 448 | self.ser, self.rng, a, b, error_name |
| 449 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 450 | |
| 451 | # Invalidate Input/Output list for error if checks. |
| 452 | input_list = [a.name, b.name] |
| 453 | output_list = [result_tens.name] |
| 454 | pCount, cCount = op["operands"] |
| 455 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 456 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 457 | self, error_name, input_list, output_list |
| 458 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 459 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 460 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 461 | self.ser, |
| 462 | validator_fcns, |
| 463 | error_name, |
| 464 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 465 | input1=a, |
| 466 | input2=b, |
| 467 | input_dtype=a.dtype, |
| 468 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 469 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 470 | input_list=input_list, |
| 471 | output_list=output_list, |
| 472 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 473 | ): |
| 474 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 475 | |
| 476 | attr = ts.TosaSerializerAttribute() |
| 477 | attr.ArithmeticRightShiftAttribute(round) |
| 478 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 479 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 480 | return result_tens |
| 481 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 482 | def build_mul( |
| 483 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 484 | ): |
| 485 | assert len(inputs) == 2 |
| 486 | a, b = inputs |
| 487 | shift = args_dict["shift"] |
| 488 | |
| 489 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 490 | self.ser, self.rng, a, b, error_name |
| 491 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 492 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 493 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 494 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 495 | result_tensor.setDtype(DType.INT32) |
| 496 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 497 | if error_name == ErrorIf.WrongOutputType: |
| 498 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 499 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 500 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 501 | |
| 502 | # Invalidate Input/Output list for error if checks. |
| 503 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 504 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 505 | pCount, cCount = op["operands"] |
| 506 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 507 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 508 | self, error_name, input_list, output_list |
| 509 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 510 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 511 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 512 | self.ser, |
| 513 | validator_fcns, |
| 514 | error_name, |
| 515 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 516 | input1=a, |
| 517 | input2=b, |
| 518 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 519 | output_dtype=result_tensor.dtype, |
| 520 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 521 | input_list=input_list, |
| 522 | output_list=output_list, |
| 523 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 524 | ): |
| 525 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 526 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 527 | attr = ts.TosaSerializerAttribute() |
| 528 | attr.MulAttribute(shift) |
| 529 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 530 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 531 | |
| 532 | compliance = self.tensorComplianceMetaData( |
| 533 | op, a.dtype, args_dict, result_tensor, error_name |
| 534 | ) |
| 535 | |
| 536 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 537 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 538 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 539 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 540 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 541 | attr = ts.TosaSerializerAttribute() |
| 542 | attr.TableAttribute(table) |
| 543 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 544 | # Invalidate Input/Output list for error if checks. |
| 545 | input_list = [a.name] |
| 546 | output_list = [result_tens.name] |
| 547 | pCount, cCount = op["operands"] |
| 548 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 549 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 550 | self, error_name, input_list, output_list |
| 551 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 552 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 553 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 554 | self.ser, |
| 555 | validator_fcns, |
| 556 | error_name, |
| 557 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 558 | input_shape=a.shape, |
| 559 | input_dtype=a.dtype, |
| 560 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 561 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 562 | input_list=input_list, |
| 563 | output_list=output_list, |
| 564 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 565 | ): |
| 566 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 567 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 568 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 569 | |
| 570 | return result_tens |
| 571 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 572 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 573 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 574 | |
| 575 | # Invalidate Input/Output list for error if checks. |
| 576 | input_list = [cond.name, a.name, b.name] |
| 577 | output_list = [result_tens.name] |
| 578 | pCount, cCount = op["operands"] |
| 579 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 580 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 581 | self, error_name, input_list, output_list |
| 582 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 583 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 584 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 585 | self.ser, |
| 586 | validator_fcns, |
| 587 | error_name, |
| 588 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 589 | input1=cond, |
| 590 | input2=a, |
| 591 | input3=b, |
| 592 | input_shape=a.shape, |
| 593 | input_dtype=a.dtype, |
| 594 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 595 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 596 | input_list=input_list, |
| 597 | output_list=output_list, |
| 598 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 599 | ): |
| 600 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 601 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 602 | self.ser.addOperator( |
| 603 | op["op"], |
| 604 | input_list, |
| 605 | output_list, |
| 606 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 607 | return result_tens |
| 608 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 609 | def build_comparison(self, op, a, b, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 610 | result_tens = OutputShaper.binaryComparisonOp( |
| 611 | self.ser, self.rng, a, b, error_name |
| 612 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 613 | |
| 614 | # Invalidate Input/Output list for error if checks. |
| 615 | input_list = [a.name, b.name] |
| 616 | output_list = [result_tens.name] |
| 617 | pCount, cCount = op["operands"] |
| 618 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 619 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 620 | self, error_name, input_list, output_list |
| 621 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 622 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 623 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 624 | self.ser, |
| 625 | validator_fcns, |
| 626 | error_name, |
| 627 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 628 | input1=a, |
| 629 | input2=b, |
| 630 | input_shape=a.shape, |
| 631 | input_dtype=a.dtype, |
| 632 | output_shape=result_tens.shape, |
| 633 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 634 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 635 | input_list=input_list, |
| 636 | output_list=output_list, |
| 637 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 638 | ): |
| 639 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 640 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 641 | self.ser.addOperator( |
| 642 | op["op"], |
| 643 | input_list, |
| 644 | output_list, |
| 645 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 646 | return result_tens |
| 647 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 648 | def build_argmax(self, op, a, axis, validator_fcns, error_name): |
| 649 | result_tens = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
| 650 | |
| 651 | # Invalidate Input/Output list for error if checks. |
| 652 | input_list = [a.name] |
| 653 | output_list = [result_tens.name] |
| 654 | pCount, cCount = op["operands"] |
| 655 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 656 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 657 | self, error_name, input_list, output_list |
| 658 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 659 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 660 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 661 | self.ser, |
| 662 | validator_fcns, |
| 663 | error_name, |
| 664 | op=op, |
| 665 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 666 | input_shape=a.shape, |
| 667 | input_dtype=a.dtype, |
| 668 | output_shape=result_tens.shape, |
| 669 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 670 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 671 | input_list=input_list, |
| 672 | output_list=output_list, |
| 673 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 674 | ): |
| 675 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 676 | |
| 677 | attr = ts.TosaSerializerAttribute() |
| 678 | attr.AxisAttribute(axis) |
| 679 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 680 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 681 | return result_tens |
| 682 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 683 | def build_pool2d( |
| 684 | self, |
| 685 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 686 | inputs, |
| 687 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 688 | validator_fcns=None, |
| 689 | error_name=None, |
| 690 | qinfo=None, |
| 691 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 692 | assert len(inputs) == 1 |
| 693 | input = inputs[0] |
| 694 | # max_pool has no accum_dtype |
| 695 | accum_dtype = ( |
| 696 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 697 | ) |
| 698 | stride = args_dict["stride"] |
| 699 | pad = args_dict["pad"] |
| 700 | kernel = args_dict["kernel"] |
| 701 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 702 | result_tens = OutputShaper.pool2dOp( |
| 703 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 704 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 705 | |
| 706 | # Ensure new output type has correct qinfo |
| 707 | if error_name == ErrorIf.WrongInputType: |
| 708 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 709 | qinfo = [ |
| 710 | TosaQuantGen.getZeroPoint(self, input.dtype), |
| 711 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 712 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 713 | |
| 714 | # Invalidate Input/Output list for error if checks. |
| 715 | input_list = [input.name] |
| 716 | output_list = [result_tens.name] |
| 717 | pCount, cCount = op["operands"] |
| 718 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 719 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 720 | self, error_name, input_list, output_list |
| 721 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 722 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 723 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 724 | self.ser, |
| 725 | validator_fcns, |
| 726 | error_name, |
| 727 | op=op, |
| 728 | input_shape=input.shape, |
| 729 | input_dtype=input.dtype, |
| 730 | output_shape=result_tens.shape, |
| 731 | output_dtype=result_tens.dtype, |
| 732 | kernel=kernel, |
| 733 | stride=stride, |
| 734 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 735 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 736 | result_tensors=[result_tens], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 737 | input_list=input_list, |
| 738 | output_list=output_list, |
| 739 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 740 | ): |
| 741 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 742 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 743 | if qinfo is None: |
| 744 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 745 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 746 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 747 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 748 | |
| 749 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 750 | return result_tens |
| 751 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 752 | def build_maxpool2d( |
| 753 | self, |
| 754 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 755 | inputs, |
| 756 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 757 | validator_fcns=None, |
| 758 | error_name=None, |
| 759 | qinfo=None, |
| 760 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 761 | result_tensor = self.build_pool2d( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 762 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 763 | inputs, |
| 764 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 765 | validator_fcns, |
| 766 | error_name, |
| 767 | qinfo, |
| 768 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 769 | compliance = self.tensorComplianceMetaData( |
| 770 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 771 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 772 | |
| 773 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 774 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 775 | def build_conv2d( |
| 776 | self, |
| 777 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 778 | inputs, |
| 779 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 780 | validator_fcns=None, |
| 781 | error_name=None, |
| 782 | qinfo=None, |
| 783 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 784 | assert len(inputs) == 3 |
| 785 | ifm, filter, bias = inputs |
| 786 | accum_dtype = args_dict["acc_type"] |
| 787 | strides = args_dict["stride"] |
| 788 | padding = args_dict["pad"] |
| 789 | dilations = args_dict["dilation"] |
| 790 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 791 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 792 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 793 | self.ser, |
| 794 | self.rng, |
| 795 | ifm, |
| 796 | filter, |
| 797 | accum_dtype, |
| 798 | strides, |
| 799 | padding, |
| 800 | dilations, |
| 801 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 802 | ) |
| 803 | |
| 804 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 805 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 806 | DType.INT8, |
| 807 | DType.UINT8, |
| 808 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 809 | qinfo = [ |
| 810 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 811 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 812 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 813 | |
| 814 | # Invalidate Input/Output list for error_if checks. |
| 815 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 816 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 817 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 818 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 819 | self, error_name, input_list, output_list |
| 820 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 821 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 822 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 823 | self.ser, |
| 824 | validator_fcns, |
| 825 | error_name, |
| 826 | op=op, |
| 827 | input_dtype=ifm.dtype, |
| 828 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 829 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 830 | qinfo=qinfo, |
| 831 | input_list=input_list, |
| 832 | num_operands=num_operands, |
| 833 | output_list=output_list, |
| 834 | pad=padding, |
| 835 | stride=strides, |
| 836 | dilation=dilations, |
| 837 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 838 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 839 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 840 | ): |
| 841 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 842 | |
| 843 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 844 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 845 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 846 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 847 | |
| 848 | compliance = self.tensorComplianceMetaData( |
| 849 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 850 | ) |
| 851 | |
| 852 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 853 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 854 | def build_conv3d( |
| 855 | self, |
| 856 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 857 | inputs, |
| 858 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 859 | validator_fcns=None, |
| 860 | error_name=None, |
| 861 | qinfo=None, |
| 862 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 863 | assert len(inputs) == 3 |
| 864 | ifm, filter, bias = inputs |
| 865 | accum_dtype = args_dict["acc_type"] |
| 866 | strides = args_dict["stride"] |
| 867 | padding = args_dict["pad"] |
| 868 | dilations = args_dict["dilation"] |
| 869 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 870 | assert len(padding) == 6 |
| 871 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 872 | self.ser, |
| 873 | self.rng, |
| 874 | ifm, |
| 875 | filter, |
| 876 | accum_dtype, |
| 877 | strides, |
| 878 | padding, |
| 879 | dilations, |
| 880 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 881 | ) |
| 882 | |
| 883 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 884 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 885 | DType.INT8, |
| 886 | DType.UINT8, |
| 887 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 888 | qinfo = [ |
| 889 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 890 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 891 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 892 | |
| 893 | # Invalidate Input/Output list for error_if checks. |
| 894 | input_list = [ifm.name, filter.name, bias.name] |
| 895 | output_list = [result_tens.name] |
| 896 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 897 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 898 | self, error_name, input_list, output_list |
| 899 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 900 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 901 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 902 | self.ser, |
| 903 | validator_fcns, |
| 904 | error_name, |
| 905 | op=op, |
| 906 | input_dtype=ifm.dtype, |
| 907 | weight_dtype=filter.dtype, |
| 908 | output_dtype=result_tens.dtype, |
| 909 | qinfo=qinfo, |
| 910 | input_list=input_list, |
| 911 | num_operands=num_operands, |
| 912 | output_list=output_list, |
| 913 | pad=padding, |
| 914 | stride=strides, |
| 915 | dilation=dilations, |
| 916 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 917 | weight_shape=filter.shape, |
| 918 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 919 | ): |
| 920 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 921 | |
| 922 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 923 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 924 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 925 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 926 | return result_tens |
| 927 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 928 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 929 | self, |
| 930 | op, |
| 931 | ifm, |
| 932 | filter, |
| 933 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 934 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 935 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 936 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 937 | output_shape, |
| 938 | validator_fcns=None, |
| 939 | error_name=None, |
| 940 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 941 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 942 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 943 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 944 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 945 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 946 | |
| 947 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 948 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 949 | DType.INT8, |
| 950 | DType.UINT8, |
| 951 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 952 | qinfo = [ |
| 953 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 954 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 955 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 956 | |
| 957 | # Invalidate Input/Output list for error_if checks. |
| 958 | input_list = [ifm.name, filter.name, bias.name] |
| 959 | output_list = [result_tens.name] |
| 960 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 961 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 962 | self, error_name, input_list, output_list |
| 963 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 964 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 965 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 966 | self.ser, |
| 967 | validator_fcns, |
| 968 | error_name, |
| 969 | op=op, |
| 970 | input_dtype=ifm.dtype, |
| 971 | weight_dtype=filter.dtype, |
| 972 | output_dtype=result_tens.dtype, |
| 973 | qinfo=qinfo, |
| 974 | input_list=input_list, |
| 975 | num_operands=num_operands, |
| 976 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 977 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 978 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 979 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 980 | weight_shape=filter.shape, |
| 981 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 982 | ): |
| 983 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 984 | |
| 985 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 986 | attr.TransposeConvAttribute(out_pad, stride, output_shape, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 987 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 988 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 989 | return result_tens |
| 990 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 991 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 992 | self, |
| 993 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 994 | inputs, |
| 995 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 996 | validator_fcns=None, |
| 997 | error_name=None, |
| 998 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 999 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1000 | assert len(inputs) == 3 |
| 1001 | ifm, filter, bias = inputs |
| 1002 | accum_dtype = args_dict["acc_type"] |
| 1003 | strides = args_dict["stride"] |
| 1004 | padding = args_dict["pad"] |
| 1005 | dilations = args_dict["dilation"] |
| 1006 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1007 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1008 | self.ser, |
| 1009 | self.rng, |
| 1010 | ifm, |
| 1011 | filter, |
| 1012 | accum_dtype, |
| 1013 | strides, |
| 1014 | padding, |
| 1015 | dilations, |
| 1016 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1017 | ) |
| 1018 | |
| 1019 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1020 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1021 | DType.INT8, |
| 1022 | DType.UINT8, |
| 1023 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1024 | qinfo = [ |
| 1025 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 1026 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 1027 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1028 | |
| 1029 | # Invalidate Input/Output list for error_if checks. |
| 1030 | input_list = [ifm.name, filter.name, bias.name] |
| 1031 | output_list = [result_tens.name] |
| 1032 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1033 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1034 | self, error_name, input_list, output_list |
| 1035 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1036 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1037 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1038 | self.ser, |
| 1039 | validator_fcns, |
| 1040 | error_name, |
| 1041 | op=op, |
| 1042 | input_dtype=ifm.dtype, |
| 1043 | weight_dtype=filter.dtype, |
| 1044 | output_dtype=result_tens.dtype, |
| 1045 | qinfo=qinfo, |
| 1046 | input_list=input_list, |
| 1047 | num_operands=num_operands, |
| 1048 | output_list=output_list, |
| 1049 | pad=padding, |
| 1050 | stride=strides, |
| 1051 | dilation=dilations, |
| 1052 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1053 | weight_shape=filter.shape, |
| 1054 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1055 | ): |
| 1056 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1057 | |
| 1058 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1059 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1060 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1061 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1062 | return result_tens |
| 1063 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1064 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1065 | self, |
| 1066 | op, |
| 1067 | ifm, |
| 1068 | filter, |
| 1069 | bias, |
| 1070 | accum_dtype, |
| 1071 | validator_fcns=None, |
| 1072 | error_name=None, |
| 1073 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1074 | ): |
| 1075 | result_tens = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1076 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1077 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1078 | |
| 1079 | # Invalidate Input/Output list for error if checks. |
| 1080 | input_list = [ifm.name, filter.name, bias.name] |
| 1081 | output_list = [result_tens.name] |
| 1082 | pCount, cCount = op["operands"] |
| 1083 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1084 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1085 | self, error_name, input_list, output_list |
| 1086 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1087 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1088 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1089 | self.ser, |
| 1090 | validator_fcns, |
| 1091 | error_name, |
| 1092 | op=op, |
| 1093 | input_shape=ifm.shape, |
| 1094 | input_dtype=ifm.dtype, |
| 1095 | weight_dtype=filter.dtype, |
| 1096 | output_shape=result_tens.shape, |
| 1097 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1098 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1099 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1100 | input_list=input_list, |
| 1101 | output_list=output_list, |
| 1102 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1103 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1104 | ): |
| 1105 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1106 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1107 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1108 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1109 | |
| 1110 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1111 | return result_tens |
| 1112 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1113 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1114 | 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] | 1115 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1116 | assert len(inputs) == 2 |
| 1117 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1118 | accum_dtype = args_dict["acc_type"] |
| 1119 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1120 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1121 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1122 | |
| 1123 | # Invalidate Input/Output list for error if checks. |
| 1124 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1125 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1126 | pCount, cCount = op["operands"] |
| 1127 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1128 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1129 | self, error_name, input_list, output_list |
| 1130 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1131 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1132 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1133 | self.ser, |
| 1134 | validator_fcns, |
| 1135 | error_name, |
| 1136 | op=op, |
| 1137 | input_shape=a.shape, |
| 1138 | input_dtype=a.dtype, |
| 1139 | input2_shape=b.shape, |
| 1140 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1141 | output_shape=result_tensor.shape, |
| 1142 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1143 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1144 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1145 | input_list=input_list, |
| 1146 | output_list=output_list, |
| 1147 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1148 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1149 | ): |
| 1150 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1151 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1152 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1153 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1154 | |
| 1155 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1156 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1157 | compliance = self.tensorComplianceMetaData( |
| 1158 | op, a.dtype, args_dict, result_tensor, error_name |
| 1159 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1160 | |
| 1161 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1162 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1163 | def build_reduce(self, op, a, axis, validator_fcns, error_name=None): |
| 1164 | result_tens = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
| 1165 | |
| 1166 | # Invalidate Input/Output list for error if checks. |
| 1167 | input_list = [a.name] |
| 1168 | output_list = [result_tens.name] |
| 1169 | pCount, cCount = op["operands"] |
| 1170 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1171 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1172 | self, error_name, input_list, output_list |
| 1173 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1174 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1175 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1176 | self.ser, |
| 1177 | validator_fcns, |
| 1178 | error_name, |
| 1179 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1180 | axis=axis, |
| 1181 | input_shape=a.shape, |
| 1182 | output_shape=result_tens.shape, |
| 1183 | input_dtype=a.dtype, |
| 1184 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1185 | result_tensors=[result_tens], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1186 | input_list=input_list, |
| 1187 | output_list=output_list, |
| 1188 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1189 | ): |
| 1190 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1191 | |
| 1192 | attr = ts.TosaSerializerAttribute() |
| 1193 | attr.AxisAttribute(axis) |
| 1194 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1195 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1196 | return result_tens |
| 1197 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1198 | def build_clamp(self, op, a, validator_fcns=None, error_name=None): |
| 1199 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1200 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1201 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1202 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1203 | if error_name == ErrorIf.MaxSmallerMin: |
| 1204 | # Make sure the numbers are different to invoke this error |
| 1205 | while v[0] == v[1]: |
| 1206 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1207 | max_val = min(v) |
| 1208 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1209 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1210 | max_val = max(v) |
| 1211 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1212 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1213 | # Invalidate Input/Output list for error if checks. |
| 1214 | input_list = [a.name] |
| 1215 | output_list = [result_tens.name] |
| 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 | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1221 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1222 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1223 | self.ser, |
| 1224 | validator_fcns, |
| 1225 | error_name, |
| 1226 | op=op, |
| 1227 | max_val=max_val, |
| 1228 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1229 | input_shape=a.shape, |
| 1230 | output_shape=result_tens.shape, |
| 1231 | input_dtype=a.dtype, |
| 1232 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1233 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1234 | input_list=input_list, |
| 1235 | output_list=output_list, |
| 1236 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1237 | ): |
| 1238 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1239 | |
| 1240 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1241 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1242 | if a.dtype == DType.FP16: |
| 1243 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1244 | min_val = min_val.astype(np.float32) |
| 1245 | max_val = max_val.astype(np.float32) |
| 1246 | |
| 1247 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1248 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1249 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1250 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1251 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1252 | return result_tens |
| 1253 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1254 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1255 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1256 | attr = ts.TosaSerializerAttribute() |
| 1257 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1258 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1259 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1260 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1261 | return result_tens |
| 1262 | |
| 1263 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1264 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1265 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1266 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1267 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1268 | return result_tens |
| 1269 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1270 | def build_sigmoid(self, op, a, validator_fcns=None, error_name=None): |
| 1271 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1272 | |
| 1273 | # Invalidate Input/Output list for error if checks. |
| 1274 | input_list = [a.name] |
| 1275 | output_list = [result_tens.name] |
| 1276 | pCount, cCount = op["operands"] |
| 1277 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1278 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1279 | self, error_name, input_list, output_list |
| 1280 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1281 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1282 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1283 | self.ser, |
| 1284 | validator_fcns, |
| 1285 | error_name, |
| 1286 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1287 | input_shape=a.shape, |
| 1288 | output_shape=result_tens.shape, |
| 1289 | input_dtype=a.dtype, |
| 1290 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1291 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1292 | input_list=input_list, |
| 1293 | output_list=output_list, |
| 1294 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1295 | ): |
| 1296 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1297 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1298 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1299 | return result_tens |
| 1300 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1301 | def build_tanh(self, op, a, validator_fcns=None, error_name=None): |
| 1302 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1303 | |
| 1304 | # Invalidate Input/Output list for error if checks. |
| 1305 | input_list = [a.name] |
| 1306 | output_list = [result_tens.name] |
| 1307 | pCount, cCount = op["operands"] |
| 1308 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1309 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1310 | self, error_name, input_list, output_list |
| 1311 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1312 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1313 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1314 | self.ser, |
| 1315 | validator_fcns, |
| 1316 | error_name, |
| 1317 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1318 | input_shape=a.shape, |
| 1319 | output_shape=result_tens.shape, |
| 1320 | input_dtype=a.dtype, |
| 1321 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1322 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1323 | input_list=input_list, |
| 1324 | output_list=output_list, |
| 1325 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1326 | ): |
| 1327 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1328 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1329 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1330 | return result_tens |
| 1331 | |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1332 | def build_erf(self, op, a, validator_fcns=None, error_name=None): |
| 1333 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1334 | |
| 1335 | # Invalidate Input/Output list for error if checks. |
| 1336 | input_list = [a.name] |
| 1337 | output_list = [result_tens.name] |
| 1338 | pCount, cCount = op["operands"] |
| 1339 | num_operands = pCount + cCount |
| 1340 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1341 | self, error_name, input_list, output_list |
| 1342 | ) |
| 1343 | |
| 1344 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1345 | self.ser, |
| 1346 | validator_fcns, |
| 1347 | error_name, |
| 1348 | op=op, |
| 1349 | input_shape=a.shape, |
| 1350 | output_shape=result_tens.shape, |
| 1351 | input_dtype=a.dtype, |
| 1352 | output_dtype=result_tens.dtype, |
| 1353 | result_tensors=[result_tens], |
| 1354 | input_list=input_list, |
| 1355 | output_list=output_list, |
| 1356 | num_operands=num_operands, |
| 1357 | ): |
| 1358 | return None |
| 1359 | |
| 1360 | self.ser.addOperator(op["op"], input_list, output_list) |
| 1361 | return result_tens |
| 1362 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1363 | def build_concat(self, op, *a, validator_fcns=None, error_name=None): |
| 1364 | if error_name != ErrorIf.WrongInputType: |
| 1365 | assert type(a[-1]) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1366 | |
| 1367 | # To store variable length list of input tensors we need to store axis along with it |
| 1368 | axis = a[-1] |
| 1369 | a = a[:-1] |
| 1370 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1371 | result_tens = OutputShaper.concatOp( |
| 1372 | self.ser, self.rng, axis, *a, error_name=error_name |
| 1373 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1374 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1375 | input_tensor_names = [] |
| 1376 | for tensor in a: |
| 1377 | input_tensor_names.append(tensor.name) |
| 1378 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1379 | # Invalidate Input/Output list for error if checks. |
| 1380 | input_list = input_tensor_names |
| 1381 | output_list = [result_tens.name] |
| 1382 | pCount, cCount = op["operands"] |
| 1383 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1384 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1385 | self, error_name, input_list, output_list |
| 1386 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1387 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1388 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1389 | self.ser, |
| 1390 | validator_fcns, |
| 1391 | error_name, |
| 1392 | op=op, |
| 1393 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1394 | input_shape=a[0].shape, |
| 1395 | output_shape=result_tens.shape, |
| 1396 | input_dtype=a[0].dtype, |
| 1397 | output_dtype=result_tens.dtype, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1398 | inputs=a, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1399 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1400 | input_list=input_list, |
| 1401 | output_list=output_list, |
| 1402 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1403 | ): |
| 1404 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1405 | |
| 1406 | attr = ts.TosaSerializerAttribute() |
| 1407 | attr.AxisAttribute(axis) |
| 1408 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1409 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1410 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1411 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1412 | def build_pad( |
| 1413 | self, |
| 1414 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1415 | inputs, |
| 1416 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1417 | validator_fcns=None, |
| 1418 | error_name=None, |
| 1419 | qinfo=None, |
| 1420 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1421 | assert len(inputs) == 1 |
| 1422 | a = inputs[0] |
| 1423 | padding = args_dict["pad"] |
| 1424 | pad_const_int = args_dict["pad_const_int"] |
| 1425 | pad_const_float = args_dict["pad_const_fp"] |
| 1426 | |
| 1427 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1428 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1429 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1430 | attr.PadAttribute( |
| 1431 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1432 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1433 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1434 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1435 | input_list = [a.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1436 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1437 | pCount, cCount = op["operands"] |
| 1438 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1439 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1440 | self, error_name, input_list, output_list |
| 1441 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1442 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1443 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1444 | self.ser, |
| 1445 | validator_fcns, |
| 1446 | error_name, |
| 1447 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1448 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1449 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1450 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1451 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1452 | pad=padding, |
| 1453 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1454 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1455 | input_list=input_list, |
| 1456 | output_list=output_list, |
| 1457 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1458 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1459 | ): |
| 1460 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1461 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1462 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1463 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1464 | compliance = self.tensorComplianceMetaData( |
| 1465 | op, a.dtype, args_dict, result_tensor, error_name |
| 1466 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1467 | |
| 1468 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1469 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1470 | def build_dim( |
| 1471 | self, |
| 1472 | op, |
| 1473 | a, |
| 1474 | axis, |
| 1475 | validator_fcns=None, |
| 1476 | error_name=None, |
| 1477 | qinfo=None, |
| 1478 | ): |
| 1479 | result_tens = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
| 1480 | |
| 1481 | # Invalidate Input/Output list for error if checks. |
| 1482 | input_list = [a.name] |
| 1483 | output_list = [result_tens.name] |
| 1484 | pCount, cCount = op["operands"] |
| 1485 | num_operands = pCount + cCount |
| 1486 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1487 | self, error_name, input_list, output_list |
| 1488 | ) |
| 1489 | |
| 1490 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1491 | self.ser, |
| 1492 | validator_fcns, |
| 1493 | error_name, |
| 1494 | op=op, |
| 1495 | axis=axis, |
| 1496 | input_shape=a.shape, |
| 1497 | input_dtype=a.dtype, |
| 1498 | output_shape=result_tens.shape, |
| 1499 | output_dtype=result_tens.dtype, |
| 1500 | result_tensors=[result_tens], |
| 1501 | input_list=input_list, |
| 1502 | output_list=output_list, |
| 1503 | num_operands=num_operands, |
| 1504 | ): |
| 1505 | return None |
| 1506 | |
| 1507 | attr = ts.TosaSerializerAttribute() |
| 1508 | attr.AxisAttribute(axis) |
| 1509 | |
| 1510 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
| 1511 | return result_tens |
| 1512 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1513 | def build_reshape(self, op, a, newShape, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1514 | result_tens = OutputShaper.reshapeOp( |
| 1515 | self.ser, self.rng, a, newShape, error_name |
| 1516 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1517 | |
| 1518 | # Invalidate Input/Output list for error if checks. |
| 1519 | input_list = [a.name] |
| 1520 | output_list = [result_tens.name] |
| 1521 | pCount, cCount = op["operands"] |
| 1522 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1523 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1524 | self, error_name, input_list, output_list |
| 1525 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1526 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1527 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1528 | self.ser, |
| 1529 | validator_fcns, |
| 1530 | error_name, |
| 1531 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1532 | input_shape=a.shape, |
| 1533 | output_shape=result_tens.shape, |
| 1534 | input_dtype=a.dtype, |
| 1535 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1536 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1537 | input_list=input_list, |
| 1538 | output_list=output_list, |
| 1539 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1540 | ): |
| 1541 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1542 | |
| 1543 | attr = ts.TosaSerializerAttribute() |
| 1544 | attr.ReshapeAttribute(newShape) |
| 1545 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1546 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1547 | return result_tens |
| 1548 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1549 | def build_reverse(self, op, a, axis, validator_fcns=None, error_name=None): |
| 1550 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1551 | |
| 1552 | # Invalidate Input/Output list for error if checks. |
| 1553 | input_list = [a.name] |
| 1554 | output_list = [result_tens.name] |
| 1555 | pCount, cCount = op["operands"] |
| 1556 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1557 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1558 | self, error_name, input_list, output_list |
| 1559 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1560 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1561 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1562 | self.ser, |
| 1563 | validator_fcns, |
| 1564 | error_name, |
| 1565 | op=op, |
| 1566 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1567 | input_shape=a.shape, |
| 1568 | output_shape=result_tens.shape, |
| 1569 | input_dtype=a.dtype, |
| 1570 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1571 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1572 | input_list=input_list, |
| 1573 | output_list=output_list, |
| 1574 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1575 | ): |
| 1576 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1577 | |
| 1578 | attr = ts.TosaSerializerAttribute() |
| 1579 | attr.AxisAttribute(axis) |
| 1580 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1581 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1582 | return result_tens |
| 1583 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1584 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1585 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1586 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1587 | attr = ts.TosaSerializerAttribute() |
| 1588 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1589 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1590 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1591 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1592 | output_list = [result_tens.name] |
| 1593 | pCount, cCount = op["operands"] |
| 1594 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1595 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1596 | self, error_name, input_list, output_list |
| 1597 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1598 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1599 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1600 | self.ser, |
| 1601 | validator_fcns, |
| 1602 | error_name, |
| 1603 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1604 | input_shape=a.shape, |
| 1605 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1606 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1607 | input_dtype=a.dtype, |
| 1608 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1609 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1610 | input_list=input_list, |
| 1611 | output_list=output_list, |
| 1612 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1613 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1614 | ): |
| 1615 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1616 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1617 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1618 | return result_tens |
| 1619 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1620 | 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] | 1621 | result_tens = OutputShaper.sliceOp( |
| 1622 | self.ser, self.rng, a, start, size, error_name |
| 1623 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1624 | |
| 1625 | # Invalidate Input/Output list for error if checks. |
| 1626 | input_list = [a.name] |
| 1627 | output_list = [result_tens.name] |
| 1628 | pCount, cCount = op["operands"] |
| 1629 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1630 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1631 | self, error_name, input_list, output_list |
| 1632 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1633 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1634 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1635 | self.ser, |
| 1636 | validator_fcns, |
| 1637 | error_name, |
| 1638 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1639 | input_shape=a.shape, |
| 1640 | output_shape=result_tens.shape, |
| 1641 | input_dtype=a.dtype, |
| 1642 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1643 | start=start, |
| 1644 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1645 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1646 | input_list=input_list, |
| 1647 | output_list=output_list, |
| 1648 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1649 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1650 | ): |
| 1651 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1652 | |
| 1653 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1654 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1655 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1656 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1657 | return result_tens |
| 1658 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1659 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1660 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1661 | |
| 1662 | # Invalidate Input/Output list for error if checks. |
| 1663 | input_list = [a.name] |
| 1664 | output_list = [result_tens.name] |
| 1665 | pCount, cCount = op["operands"] |
| 1666 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1667 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1668 | self, error_name, input_list, output_list |
| 1669 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1670 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1671 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1672 | self.ser, |
| 1673 | validator_fcns, |
| 1674 | error_name, |
| 1675 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1676 | input_shape=a.shape, |
| 1677 | output_shape=result_tens.shape, |
| 1678 | input_dtype=a.dtype, |
| 1679 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1680 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1681 | input_list=input_list, |
| 1682 | output_list=output_list, |
| 1683 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1684 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1685 | ): |
| 1686 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1687 | |
| 1688 | attr = ts.TosaSerializerAttribute() |
| 1689 | attr.TileAttribute(multiples) |
| 1690 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1691 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1692 | return result_tens |
| 1693 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1694 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1695 | |
| 1696 | # Create a new indicies tensor |
| 1697 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1698 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1699 | K = values.shape[1] # K |
| 1700 | W = self.randInt( |
| 1701 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1702 | ) # W |
| 1703 | indicies_arr = np.int32( |
| 1704 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1705 | ) # (N, W) |
| 1706 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1707 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1708 | result_tens = OutputShaper.gatherOp( |
| 1709 | self.ser, self.rng, values, indicies, error_name |
| 1710 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1711 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1712 | # Invalidate Input/Output list for error if checks. |
| 1713 | input_list = [values.name, indicies.name] |
| 1714 | output_list = [result_tens.name] |
| 1715 | pCount, cCount = op["operands"] |
| 1716 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1717 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1718 | self, error_name, input_list, output_list |
| 1719 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1720 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1721 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1722 | self.ser, |
| 1723 | validator_fcns, |
| 1724 | error_name, |
| 1725 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1726 | input_shape=values.shape, |
| 1727 | output_shape=result_tens.shape, |
| 1728 | input_dtype=values.dtype, |
| 1729 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1730 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1731 | input_list=input_list, |
| 1732 | output_list=output_list, |
| 1733 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1734 | ): |
| 1735 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1736 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1737 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1738 | |
| 1739 | return result_tens |
| 1740 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1741 | 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] | 1742 | |
| 1743 | # Create a new indicies tensor |
| 1744 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1745 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1746 | K = values_in.shape[1] # K |
| 1747 | W = input.shape[1] # W |
| 1748 | indicies_arr = np.int32( |
| 1749 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1750 | ) # (N, W) |
| 1751 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1752 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1753 | result_tens = OutputShaper.scatterOp( |
| 1754 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1755 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1756 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1757 | # Invalidate Input/Output list for error if checks. |
| 1758 | input_list = [values_in.name, indicies.name, input.name] |
| 1759 | output_list = [result_tens.name] |
| 1760 | pCount, cCount = op["operands"] |
| 1761 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1762 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1763 | self, error_name, input_list, output_list |
| 1764 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1765 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1766 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1767 | self.ser, |
| 1768 | validator_fcns, |
| 1769 | error_name, |
| 1770 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1771 | input_shape=values_in.shape, |
| 1772 | output_shape=result_tens.shape, |
| 1773 | input_dtype=values_in.dtype, |
| 1774 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1775 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1776 | input_list=input_list, |
| 1777 | output_list=output_list, |
| 1778 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1779 | ): |
| 1780 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1781 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1782 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1783 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1784 | return result_tens |
| 1785 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1786 | def build_resize( |
| 1787 | self, |
| 1788 | op, |
| 1789 | input, |
| 1790 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1791 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1792 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1793 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1794 | input_dtype, |
| 1795 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1796 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1797 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1798 | ): |
| 1799 | result_tens = OutputShaper.resizeOp( |
| 1800 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1801 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1802 | input, |
| 1803 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1804 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1805 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1806 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1807 | input_dtype, |
| 1808 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1809 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1810 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1811 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1812 | # Invalidate Input/Output list for error if checks. |
| 1813 | input_list = [input.name] |
| 1814 | output_list = [result_tens.name] |
| 1815 | pCount, cCount = op["operands"] |
| 1816 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1817 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1818 | self, error_name, input_list, output_list |
| 1819 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1820 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1821 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1822 | self.ser, |
| 1823 | validator_fcns, |
| 1824 | error_name, |
| 1825 | op=op, |
| 1826 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1827 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1828 | input_dtype=input_dtype, |
| 1829 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1830 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1831 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1832 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1833 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1834 | input_list=input_list, |
| 1835 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1836 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1837 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1838 | ): |
| 1839 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1840 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1841 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1842 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1843 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1844 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1845 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1846 | return result_tens |
| 1847 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1848 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1849 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1850 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1851 | self.ser.addOperator( |
| 1852 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1853 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1854 | return result_tens |
| 1855 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1856 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1857 | self.ser.addOutputTensor(val) |
| 1858 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1859 | |
| 1860 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1861 | def build_cast(self, op, val, out_dtype, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1862 | result_tens = OutputShaper.typeConversionOp( |
| 1863 | self.ser, self.rng, val, out_dtype, error_name |
| 1864 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1865 | |
| 1866 | # Invalidate Input/Output list for error if checks. |
| 1867 | input_list = [val.name] |
| 1868 | output_list = [result_tens.name] |
| 1869 | pCount, cCount = op["operands"] |
| 1870 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1871 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1872 | self, error_name, input_list, output_list |
| 1873 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1874 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1875 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1876 | self.ser, |
| 1877 | validator_fcns, |
| 1878 | error_name, |
| 1879 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1880 | input_shape=val.shape, |
| 1881 | output_shape=result_tens.shape, |
| 1882 | input_dtype=val.dtype, |
| 1883 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1884 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1885 | input_list=input_list, |
| 1886 | output_list=output_list, |
| 1887 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1888 | ): |
| 1889 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1890 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1891 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1892 | return result_tens |
| 1893 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1894 | def build_rescale( |
| 1895 | self, |
| 1896 | op, |
| 1897 | val, |
| 1898 | out_dtype, |
| 1899 | scale32, |
| 1900 | double_round, |
| 1901 | per_channel, |
| 1902 | validator_fcns, |
| 1903 | error_name, |
| 1904 | ): |
| 1905 | result_tens = OutputShaper.typeConversionOp( |
| 1906 | self.ser, self.rng, val, out_dtype, error_name |
| 1907 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1908 | |
| 1909 | if per_channel: |
| 1910 | nc = val.shape[-1] |
| 1911 | else: |
| 1912 | nc = 1 |
| 1913 | |
| 1914 | in_type_width = self.typeWidth(val.dtype) |
| 1915 | out_type_width = self.typeWidth(out_dtype) |
| 1916 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1917 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1918 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1919 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1920 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1921 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1922 | in_type_width += 1 |
| 1923 | elif error_name in [ |
| 1924 | ErrorIf.InputZeroPointNotZero, |
| 1925 | ErrorIf.U16InputZeroPointNotValid, |
| 1926 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1927 | input_zp = self.randInt(-128, 128) |
| 1928 | if input_zp == 0: |
| 1929 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1930 | in_type_width += 1 |
| 1931 | elif val.dtype == DType.UINT16: |
| 1932 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1933 | input_zp = self.rng.choice([0, 32768]) |
| 1934 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1935 | else: |
| 1936 | input_zp = 0 |
| 1937 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1938 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1939 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1940 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1941 | elif out_dtype == DType.UINT8: |
| 1942 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1943 | out_type_width += 1 |
| 1944 | elif error_name in [ |
| 1945 | ErrorIf.OutputZeroPointNotZero, |
| 1946 | ErrorIf.U16OutputZeroPointNotValid, |
| 1947 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1948 | output_zp = self.randInt(-128, 128) |
| 1949 | if output_zp == 0: |
| 1950 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1951 | out_type_width += 1 |
| 1952 | elif out_dtype == DType.UINT16: |
| 1953 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1954 | output_zp = self.rng.choice([0, 32768]) |
| 1955 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1956 | else: |
| 1957 | output_zp = 0 |
| 1958 | |
| 1959 | # Calculate scale based on: |
| 1960 | # scale = a *(2^output_width)/(2^input_width)) |
| 1961 | |
| 1962 | a = np.float32(self.rng.random(size=[nc])) |
| 1963 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 1964 | |
| 1965 | if scale32: |
| 1966 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 1967 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1968 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 1969 | else: |
| 1970 | # Cap the scaling at 2^15 - 1 for scale16 |
| 1971 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 1972 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1973 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1974 | |
| 1975 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 1976 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1977 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 1978 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1979 | |
| 1980 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1981 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 1982 | scale_arr[i], scale32 |
| 1983 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1984 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 1985 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1986 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1987 | # 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] | 1988 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1989 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1990 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1991 | assert val.placeholderFilename |
| 1992 | values = np.load( |
| 1993 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 1994 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 1995 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 1996 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 1997 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 1998 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1999 | if not np.all(np.array_equal(values, val_adj)): |
| 2000 | # Values changed so overwrite file with new values |
| 2001 | np.save( |
| 2002 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2003 | val_adj, |
| 2004 | False, |
| 2005 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2006 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2007 | # Invalidate Input/Output list for error if checks. |
| 2008 | input_list = [val.name] |
| 2009 | output_list = [result_tens.name] |
| 2010 | pCount, cCount = op["operands"] |
| 2011 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2012 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2013 | self, error_name, input_list, output_list |
| 2014 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2015 | |
| 2016 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2017 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2018 | self.ser, |
| 2019 | validator_fcns, |
| 2020 | error_name, |
| 2021 | op=op, |
| 2022 | input_dtype=val.dtype, |
| 2023 | output_dtype=out_dtype, |
| 2024 | input_shape=val.shape, |
| 2025 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2026 | scale32=scale32, |
| 2027 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2028 | input_list=input_list, |
| 2029 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2030 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2031 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2032 | ): |
| 2033 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2034 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2035 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2036 | attr.RescaleAttribute( |
| 2037 | input_zp, |
| 2038 | output_zp, |
| 2039 | multiplier_arr, |
| 2040 | shift_arr, |
| 2041 | scale32, |
| 2042 | double_round, |
| 2043 | per_channel, |
| 2044 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2045 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2046 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2047 | return result_tens |
| 2048 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2049 | def _get_condition_tensor(self, op, cond, error_name): |
| 2050 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2051 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2052 | else: |
| 2053 | cond_type = DType.BOOL |
| 2054 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2055 | choice = self.rng.choice([1, 2]) |
| 2056 | if choice == 1: |
| 2057 | cond_shape = [2] |
| 2058 | else: |
| 2059 | cond_shape = [1, 2] |
| 2060 | else: |
| 2061 | # Must be of size 1 (rank 0) |
| 2062 | cond_shape = [] |
| 2063 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2064 | return cond_tens |
| 2065 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2066 | def build_cond_if_const( |
| 2067 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2068 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2069 | # 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] | 2070 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2071 | # and fill them with const nodes for the body. |
| 2072 | |
| 2073 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2074 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2075 | |
| 2076 | # Make then/else tensors |
| 2077 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2078 | |
| 2079 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2080 | if error_name in [ |
| 2081 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2082 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2083 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2084 | incorrect_shape = deepcopy(then_tens.shape) |
| 2085 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2086 | incorrect_shape[i] += ( |
| 2087 | self.rng.choice([-3, -2, 2, 3]) |
| 2088 | if incorrect_shape[i] > 3 |
| 2089 | else self.rng.choice([1, 2, 4]) |
| 2090 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2091 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2092 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2093 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2094 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2095 | |
| 2096 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2097 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2098 | |
| 2099 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2100 | then_block = "THEN_BLOCK" |
| 2101 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2102 | attr = ts.TosaSerializerAttribute() |
| 2103 | attr.CondIfAttribute(then_block, else_block) |
| 2104 | |
| 2105 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2106 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2107 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2108 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2109 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2110 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2111 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2112 | else: |
| 2113 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2114 | self.ser.addOutputTensor(then_tens) |
| 2115 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2116 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2117 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2118 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2119 | else: |
| 2120 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2121 | self.ser.addOutputTensor(else_tens) |
| 2122 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2123 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2124 | self.ser, |
| 2125 | validator_fcns, |
| 2126 | error_name, |
| 2127 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2128 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2129 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2130 | ): |
| 2131 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2132 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2133 | return result_tens |
| 2134 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2135 | def build_cond_if_binary( |
| 2136 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2137 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2138 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2139 | # alternately add or subtract them based on the condition |
| 2140 | |
| 2141 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2142 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2143 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2144 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2145 | |
| 2146 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2147 | then_block = "THEN_BLOCK" |
| 2148 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2149 | attr = ts.TosaSerializerAttribute() |
| 2150 | attr.CondIfAttribute(then_block, else_block) |
| 2151 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2152 | if error_name in [ |
| 2153 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2154 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2155 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2156 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2157 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2158 | incorrect_shape = a.shape.copy() |
| 2159 | for i in range(len(incorrect_shape)): |
| 2160 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2161 | incorrect_block_input = deepcopy(a) |
| 2162 | incorrect_block_input.shape = incorrect_shape |
| 2163 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2164 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2165 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2166 | 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] | 2167 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2168 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2169 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2170 | then_op, else_op = Op.ADD, Op.SUB |
| 2171 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2172 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2173 | else: |
| 2174 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2175 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2176 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2177 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2178 | if ( |
| 2179 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2180 | and block == then_block |
| 2181 | ) or ( |
| 2182 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2183 | and block == else_block |
| 2184 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2185 | self.ser.addInputTensor(incorrect_block_input) |
| 2186 | self.ser.addInputTensor(b) |
| 2187 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2188 | elif ( |
| 2189 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2190 | and block == then_block |
| 2191 | ) or ( |
| 2192 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2193 | and block == else_block |
| 2194 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2195 | self.ser.addInputTensor(a) |
| 2196 | self.ser.addInputTensor(b) |
| 2197 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2198 | else: |
| 2199 | self.ser.addInputTensor(a) |
| 2200 | self.ser.addInputTensor(b) |
| 2201 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2202 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2203 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2204 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2205 | self.ser, |
| 2206 | validator_fcns, |
| 2207 | error_name, |
| 2208 | op=op, |
| 2209 | a=a, |
| 2210 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2211 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2212 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2213 | ): |
| 2214 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2215 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2216 | return result_tens |
| 2217 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2218 | 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] | 2219 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2220 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2221 | cond_block = "COND_BLOCK" |
| 2222 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2223 | |
| 2224 | attr = ts.TosaSerializerAttribute() |
| 2225 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2226 | |
| 2227 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2228 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2229 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2230 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2231 | |
| 2232 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2233 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2234 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2235 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2236 | incorrect_acc = deepcopy(acc) |
| 2237 | for i in range(len(incorrect_acc.shape)): |
| 2238 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2239 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2240 | else: |
| 2241 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2242 | |
| 2243 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2244 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2245 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2246 | [iter.name, a.name, acc.name], |
| 2247 | [iter_out.name, a_out.name, acc_out.name], |
| 2248 | attr, |
| 2249 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2250 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2251 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2252 | if error_name in [ |
| 2253 | ErrorIf.InputListCondGraphMismatch, |
| 2254 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2255 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2256 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2257 | incorrect_iter = deepcopy(iter) |
| 2258 | for i in range(len(incorrect_iter.shape)): |
| 2259 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2260 | if len(incorrect_iter.shape) == 0: |
| 2261 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2262 | |
| 2263 | incorrect_acc = deepcopy(acc) |
| 2264 | for i in range(len(incorrect_acc.shape)): |
| 2265 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2266 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2267 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2268 | self.ser.addBasicBlock(cond_block) |
| 2269 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2270 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2271 | self.ser.addInputTensor(incorrect_iter) |
| 2272 | self.ser.addInputTensor(a) |
| 2273 | self.ser.addInputTensor(incorrect_acc) |
| 2274 | else: |
| 2275 | self.ser.addInputTensor(iter) |
| 2276 | self.ser.addInputTensor(a) |
| 2277 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2278 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2279 | |
| 2280 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2281 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2282 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2283 | cond_type = DType.BOOL |
| 2284 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2285 | choice = self.rng.choice([1, 2]) |
| 2286 | if choice == 1: |
| 2287 | cond_shape = [3] |
| 2288 | else: |
| 2289 | cond_shape = [1, 2] |
| 2290 | else: |
| 2291 | cond_shape = [] |
| 2292 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2293 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2294 | 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] | 2295 | |
| 2296 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2297 | # 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] | 2298 | self.ser.addBasicBlock(body_block) |
| 2299 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2300 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2301 | self.ser.addInputTensor(incorrect_iter) |
| 2302 | self.ser.addInputTensor(a) |
| 2303 | self.ser.addInputTensor(incorrect_acc) |
| 2304 | else: |
| 2305 | self.ser.addInputTensor(iter) |
| 2306 | self.ser.addInputTensor(a) |
| 2307 | self.ser.addInputTensor(acc) |
| 2308 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2309 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2310 | |
| 2311 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2312 | iter_body_out = self.ser.addIntermediate( |
| 2313 | incorrect_iter.shape, incorrect_iter.dtype |
| 2314 | ) |
| 2315 | acc_body_out = self.ser.addIntermediate( |
| 2316 | incorrect_acc.shape, incorrect_acc.dtype |
| 2317 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2318 | else: |
| 2319 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2320 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2321 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2322 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2323 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2324 | self.ser.addOutputTensor(iter_body_out) |
| 2325 | self.ser.addOutputTensor(a) |
| 2326 | self.ser.addOutputTensor(acc_body_out) |
| 2327 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2328 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2329 | self.ser, |
| 2330 | validator_fcns, |
| 2331 | error_name, |
| 2332 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2333 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2334 | ): |
| 2335 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2336 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2337 | return acc_out |
| 2338 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2339 | def build_fft2d( |
| 2340 | self, op, val1, val2, inverse, validator_fcns=None, error_name=None |
| 2341 | ): |
| 2342 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2343 | |
| 2344 | input_names = [val1.name, val2.name] |
| 2345 | pCount, cCount = op["operands"] |
| 2346 | num_operands = pCount + cCount |
| 2347 | |
| 2348 | output_names = [res.name for res in results] |
| 2349 | output_shapes = [res.shape for res in results] |
| 2350 | output_dtypes = [res.dtype for res in results] |
| 2351 | |
| 2352 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2353 | self, error_name, input_names, output_names |
| 2354 | ) |
| 2355 | |
| 2356 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2357 | self.ser, |
| 2358 | validator_fcns, |
| 2359 | error_name, |
| 2360 | op=op, |
| 2361 | inverse=inverse, |
| 2362 | input1=val1, |
| 2363 | input2=val2, |
| 2364 | input_shape=val1.shape, |
| 2365 | input_dtype=val1.dtype, |
| 2366 | output_shape=output_shapes, |
| 2367 | output_dtype=output_dtypes, |
| 2368 | result_tensors=results, |
| 2369 | input_list=input_names, |
| 2370 | output_list=output_names, |
| 2371 | num_operands=num_operands, |
| 2372 | ): |
| 2373 | return None |
| 2374 | |
| 2375 | attr = ts.TosaSerializerAttribute() |
| 2376 | attr.FFTAttribute(inverse) |
| 2377 | |
| 2378 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2379 | return results |
| 2380 | |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2381 | def build_rfft2d(self, op, val, validator_fcns=None, error_name=None): |
| 2382 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2383 | |
| 2384 | input_names = [val.name] |
| 2385 | pCount, cCount = op["operands"] |
| 2386 | num_operands = pCount + cCount |
| 2387 | |
| 2388 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2389 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2390 | output_dtypes = [res.dtype for res in results] |
| 2391 | |
| 2392 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2393 | self, error_name, input_names, output_names |
| 2394 | ) |
| 2395 | |
| 2396 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2397 | self.ser, |
| 2398 | validator_fcns, |
| 2399 | error_name, |
| 2400 | op=op, |
| 2401 | input_shape=val.shape, |
| 2402 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2403 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2404 | output_dtype=output_dtypes, |
| 2405 | result_tensors=results, |
| 2406 | input_list=input_names, |
| 2407 | output_list=output_names, |
| 2408 | num_operands=num_operands, |
| 2409 | ): |
| 2410 | return None |
| 2411 | |
| 2412 | self.ser.addOperator(op["op"], input_names, output_names) |
| 2413 | return results |
| 2414 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2415 | def create_filter_lists( |
| 2416 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2417 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2418 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2419 | default_test_rank_range = range(1, 5) |
| 2420 | if not shapeFilter: |
| 2421 | shapeFilter = [None] |
| 2422 | |
| 2423 | # Calculate the filters based on what is requested and what the operator allows |
| 2424 | rmin, rmax = op["rank"] |
| 2425 | if rankFilter is not None: |
| 2426 | cleanRankFilter = [] |
| 2427 | # Ensure rankFilter values are allowed by operator |
| 2428 | for rank in rankFilter: |
| 2429 | if rank >= rmin and rank <= rmax: |
| 2430 | cleanRankFilter.append(rank) |
| 2431 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2432 | # Ensure default behaviour is bounded by default range or by operator, |
| 2433 | # whichever is the smaller range of ranks. |
| 2434 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2435 | cleanRankFilter = ( |
| 2436 | opRankRange |
| 2437 | if len(opRankRange) <= len(default_test_rank_range) |
| 2438 | else default_test_rank_range |
| 2439 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2440 | else: |
| 2441 | cleanRankFilter = range(rmin, rmax + 1) |
| 2442 | |
| 2443 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2444 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2445 | if dtypeFilter is not None: |
| 2446 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2447 | # Create list of operator dtypes filtered by requested dtypes |
| 2448 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2449 | if dtype in dtypeFilter or ( |
| 2450 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2451 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2452 | cleanDtypeFilter.append(dtype) |
| 2453 | else: |
| 2454 | cleanDtypeFilter = dtypes |
| 2455 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2456 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2457 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2458 | "shapeFilter": shapeFilter, |
| 2459 | "rankFilter": cleanRankFilter, |
| 2460 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2461 | } |
| 2462 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2463 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2464 | if validator is not None: |
| 2465 | validator_info = validator(check=False, op=op) |
| 2466 | else: |
| 2467 | return None |
| 2468 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2469 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2470 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2471 | # Set parameters as required |
| 2472 | if error_arguments["rank"] is not None: |
| 2473 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2474 | else: |
| 2475 | rankFilter = cleanRankFilter |
| 2476 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2477 | if error_arguments["dtype"] is not None: |
| 2478 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2479 | else: |
| 2480 | dtypeFilter = cleanDtypeFilter |
| 2481 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2482 | if error_arguments["shape"] is not None: |
| 2483 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2484 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2485 | shapeFilter = shapeFilter[ |
| 2486 | :2 |
| 2487 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2488 | |
| 2489 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2490 | "shapeFilter": shapeFilter, |
| 2491 | "rankFilter": rankFilter, |
| 2492 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2493 | } |
| 2494 | return filterDict |
| 2495 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2496 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2497 | self, |
| 2498 | opName, |
| 2499 | shapeFilter=[None], |
| 2500 | rankFilter=None, |
| 2501 | dtypeFilter=None, |
| 2502 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2503 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2504 | |
| 2505 | try: |
| 2506 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2507 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2508 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2509 | |
| 2510 | # Initialize a new random number generator |
| 2511 | self.rng = np.random.default_rng(self.random_seed) |
| 2512 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2513 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2514 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2515 | # Test list consists of a tuple of: |
| 2516 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2517 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2518 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2519 | error_if_validators = op["error_if_validators"] |
| 2520 | else: |
| 2521 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2522 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2523 | for validator in error_if_validators: |
| 2524 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2525 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2526 | else: |
| 2527 | error_name = None |
| 2528 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2529 | filterDict = self.create_filter_lists( |
| 2530 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2531 | ) |
| 2532 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2533 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2534 | cleanRankFilter = filterDict["rankFilter"] |
| 2535 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2536 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2537 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2538 | |
| 2539 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2540 | for t in cleanDtypeFilter: |
| 2541 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2542 | # Filter out by rank |
| 2543 | if shape is not None and len(shape) != r: |
| 2544 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2545 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2546 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2547 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2548 | shapeStr = self.shapeStr(shapeList[0]) |
| 2549 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2550 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2551 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2552 | argList = [] |
| 2553 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2554 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2555 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2556 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2557 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2558 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2559 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2560 | if argStr: |
| 2561 | testStr = "{}_{}_{}_{}".format( |
| 2562 | opName, shapeStr, typeStr, argStr |
| 2563 | ) |
| 2564 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2565 | testStr = "{}_{}_{}".format( |
| 2566 | opName, shapeStr, typeStr |
| 2567 | ) |
| 2568 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2569 | if argStr: |
| 2570 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2571 | opName, error_name, shapeStr, typeStr, argStr |
| 2572 | ) |
| 2573 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2574 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2575 | opName, error_name, shapeStr, typeStr |
| 2576 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2577 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2578 | testList.append( |
| 2579 | (opName, testStr, t, error_name, shapeList, args) |
| 2580 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2581 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2582 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2583 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2584 | if "invalid_test_validators" in op: |
| 2585 | invalid_test_validators = op["invalid_test_validators"] |
| 2586 | clean_testList = [] |
| 2587 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2588 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2589 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2590 | if validator_fcn( |
| 2591 | opName=test[0], |
| 2592 | input_dtype=test[2], |
| 2593 | shapeList=test[4], |
| 2594 | args=test[5], |
| 2595 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2596 | remove_test = True |
| 2597 | if not remove_test: |
| 2598 | clean_testList.append(test) |
| 2599 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2600 | |
| 2601 | return testList |
| 2602 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2603 | def serializeTest( |
| 2604 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2605 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2606 | try: |
| 2607 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2608 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2609 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2610 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2611 | if self.args.verbose: |
| 2612 | print(f"Creating {testStr}") |
| 2613 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2614 | # Create a serializer |
| 2615 | self.createSerializer(opName, testStr) |
| 2616 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2617 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2618 | if "error_if_validators" in op: |
| 2619 | error_if_validators = op["error_if_validators"] |
| 2620 | else: |
| 2621 | error_if_validators = None |
| 2622 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2623 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2624 | num_operands = pCount + cCount |
| 2625 | |
| 2626 | if isinstance(dtype_or_dtypeList, list): |
| 2627 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2628 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2629 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2630 | else: |
| 2631 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2632 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2633 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2634 | assert ( |
| 2635 | len(shapeList) == num_operands |
| 2636 | ), "shapeList length {} must match number of operands {}".format( |
| 2637 | len(shapeList), num_operands |
| 2638 | ) |
| 2639 | assert ( |
| 2640 | len(dtypeList) == num_operands |
| 2641 | ), "dtypeList length {} must match number of operands {}".format( |
| 2642 | len(dtypeList), num_operands |
| 2643 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2644 | |
| 2645 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2646 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2647 | except KeyError: |
| 2648 | qgen = None |
| 2649 | |
| 2650 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2651 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2652 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2653 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2654 | else: |
| 2655 | qinfo = None |
| 2656 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2657 | # Extra meta data for the desc.json |
| 2658 | tensMeta = {} |
| 2659 | |
| 2660 | # Check we are using the new testArgs interface with an argsDict dictionary |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2661 | if isinstance(testArgs, dict): |
| 2662 | # New interface with args info in dictionary |
| 2663 | argsDict = testArgs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2664 | assert "dg_type" in argsDict |
| 2665 | tvgInfo = tvgen_fcn( |
| 2666 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2667 | ) |
| 2668 | if tvgInfo.dataGenDict: |
| 2669 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2670 | tens = tvgInfo.tensorList |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2671 | |
| 2672 | result = build_fcn( |
| 2673 | self, |
| 2674 | op, |
| 2675 | tens, |
| 2676 | argsDict, |
| 2677 | validator_fcns=error_if_validators, |
| 2678 | error_name=error_name, |
| 2679 | qinfo=qinfo, |
| 2680 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2681 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2682 | # Old interface with args info in a list |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2683 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2684 | |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2685 | try: |
| 2686 | if error_if_validators is None: |
| 2687 | if qinfo is not None: |
| 2688 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2689 | else: |
| 2690 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2691 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2692 | if qinfo is not None: |
| 2693 | result = build_fcn( |
| 2694 | self, |
| 2695 | op, |
| 2696 | *tens, |
| 2697 | *testArgs, |
| 2698 | validator_fcns=error_if_validators, |
| 2699 | error_name=error_name, |
| 2700 | qinfo=qinfo, |
| 2701 | ) |
| 2702 | else: |
| 2703 | result = build_fcn( |
| 2704 | self, |
| 2705 | op, |
| 2706 | *tens, |
| 2707 | *testArgs, |
| 2708 | validator_fcns=error_if_validators, |
| 2709 | error_name=error_name, |
| 2710 | ) |
| 2711 | except TypeError as e: |
| 2712 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
| 2713 | raise e |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2714 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2715 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2716 | # The test is valid, serialize it |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2717 | if isinstance(result, TosaTestGen.BuildInfo) and result.complianceDict: |
| 2718 | # Add the compliance meta data |
| 2719 | # NOTE: This currently expects only one result output |
| 2720 | tensMeta["compliance"] = { |
| 2721 | "version": "0.1", |
| 2722 | "tensors": {result.resultTensor.name: result.complianceDict}, |
| 2723 | } |
| 2724 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2725 | else: |
| 2726 | # The test is not valid |
| 2727 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2728 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2729 | def createDynamicOpLists(self): |
| 2730 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2731 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2732 | # Already created these lists (can occur when class is initialized more than once) |
| 2733 | return |
| 2734 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2735 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2736 | if not self.args.level8k: |
| 2737 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2738 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2739 | else: |
| 2740 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2741 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2742 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2743 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2744 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2745 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2746 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2747 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2748 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2749 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2750 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2751 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2752 | "depthwise_conv2d_TEMPLATE" |
| 2753 | ].copy() |
| 2754 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2755 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2756 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2757 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2758 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2759 | "transpose_conv2d_TEMPLATE" |
| 2760 | ].copy() |
| 2761 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2762 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2763 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2764 | for k in KERNELS_3D: |
| 2765 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2766 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2767 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2768 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2769 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2770 | # Delete any templates after having created any dynamic ops |
| 2771 | # This is a two-pass operation because it's bad practice to delete |
| 2772 | # keys from dictionaries while iterating |
| 2773 | keyList = [] |
| 2774 | for k in self.TOSA_OP_LIST: |
| 2775 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2776 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2777 | keyList.append(k) |
| 2778 | continue |
| 2779 | except KeyError: |
| 2780 | pass |
| 2781 | |
| 2782 | for k in keyList: |
| 2783 | del self.TOSA_OP_LIST[k] |
| 2784 | |
| 2785 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2786 | """Fill in default fields for ops if they aren't already specified. |
| 2787 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2788 | for op in self.TOSA_OP_LIST: |
| 2789 | |
| 2790 | # Required fields |
| 2791 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2792 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2793 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2794 | raise Exception( |
| 2795 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2796 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2797 | |
| 2798 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2799 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2800 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2801 | raise Exception( |
| 2802 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2803 | op |
| 2804 | ) |
| 2805 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2806 | |
| 2807 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2808 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2809 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2810 | raise Exception( |
| 2811 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2812 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2813 | |
| 2814 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2815 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2816 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2817 | raise Exception( |
| 2818 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2819 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2820 | |
| 2821 | # Put in default rank range, if missing |
| 2822 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2823 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2824 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2825 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2826 | |
| 2827 | # Tensor operator list |
| 2828 | # 'op': op name |
| 2829 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2830 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2831 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2832 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2833 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2834 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2835 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2836 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2837 | TYPE_INT_FP = [ |
| 2838 | DType.INT8, |
| 2839 | DType.INT16, |
| 2840 | DType.INT32, |
| 2841 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2842 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2843 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2844 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2845 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2846 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2847 | TYPE_FI32 = [ |
| 2848 | DType.FP32, |
| 2849 | DType.FP16, |
| 2850 | DType.BF16, |
| 2851 | DType.INT32, |
| 2852 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2853 | TYPE_FIB = [ |
| 2854 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2855 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2856 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2857 | DType.INT8, |
| 2858 | DType.INT16, |
| 2859 | DType.INT32, |
| 2860 | DType.BOOL, |
| 2861 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2862 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2863 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2864 | 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] | 2865 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2866 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2867 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2868 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2869 | [DType.INT8, DType.INT8, DType.INT32], |
| 2870 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2871 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2872 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2873 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2874 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2875 | ] |
| 2876 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2877 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2878 | |
| 2879 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2880 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2881 | "argmax": { |
| 2882 | "op": Op.ARGMAX, |
| 2883 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 2884 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2885 | "build_fcn": ( |
| 2886 | build_argmax, |
| 2887 | TosaTensorGen.tgBasic, |
| 2888 | TosaTensorValuesGen.tvgDefault, |
| 2889 | TosaArgGen.agAxis, |
| 2890 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2891 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2892 | "error_if_validators": ( |
| 2893 | TosaErrorValidator.evAxisSmallerZero, |
| 2894 | TosaErrorValidator.evAxisLargerRank, |
| 2895 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2896 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2897 | TosaErrorValidator.evWrongRank, |
| 2898 | TosaErrorValidator.evWrongInputType, |
| 2899 | TosaErrorValidator.evWrongOutputType, |
| 2900 | TosaErrorValidator.evWrongInputList, |
| 2901 | TosaErrorValidator.evWrongOutputList, |
| 2902 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2903 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2904 | "avg_pool2d": { |
| 2905 | "op": Op.AVG_POOL2D, |
| 2906 | "operands": (1, 0), |
| 2907 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2908 | "build_fcn": ( |
| 2909 | build_pool2d, |
| 2910 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2911 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2912 | TosaArgGen.agPooling, |
| 2913 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2914 | "qgen": TosaQuantGen.qgUnary, |
| 2915 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2916 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2917 | "error_if_validators": ( |
| 2918 | TosaErrorValidator.evKernelSmallerOne, |
| 2919 | TosaErrorValidator.evStrideSmallerOne, |
| 2920 | TosaErrorValidator.evPadSmallerZero, |
| 2921 | TosaErrorValidator.evWrongRank, |
| 2922 | TosaErrorValidator.evWrongInputType, |
| 2923 | TosaErrorValidator.evWrongOutputType, |
| 2924 | TosaErrorValidator.evWrongInputList, |
| 2925 | TosaErrorValidator.evWrongOutputList, |
| 2926 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2927 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2928 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2929 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2930 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2931 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2932 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2933 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2934 | "conv2d_TEMPLATE": { |
| 2935 | "op": Op.CONV2D, |
| 2936 | "operands": (1, 2), |
| 2937 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2938 | "build_fcn": ( |
| 2939 | build_conv2d, |
| 2940 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 2941 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2942 | TosaArgGen.agConv, |
| 2943 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2944 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2945 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2946 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2947 | "error_if_validators": ( |
| 2948 | TosaErrorValidator.evWrongInputType, |
| 2949 | TosaErrorValidator.evWrongOutputType, |
| 2950 | TosaErrorValidator.evWrongInputList, |
| 2951 | TosaErrorValidator.evWrongOutputList, |
| 2952 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2953 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2954 | TosaErrorValidator.evPadSmallerZero, |
| 2955 | TosaErrorValidator.evStrideSmallerOne, |
| 2956 | TosaErrorValidator.evDilationSmallerOne, |
| 2957 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2958 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2959 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2960 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 2961 | "data_gen": { |
| 2962 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 2963 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2964 | "template": True, |
| 2965 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2966 | # Templated operator. Filled in by createDynamicOpLists |
| 2967 | "conv3d_TEMPLATE": { |
| 2968 | "op": Op.CONV3D, |
| 2969 | "operands": (1, 2), |
| 2970 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2971 | "build_fcn": ( |
| 2972 | build_conv3d, |
| 2973 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 2974 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2975 | TosaArgGen.agConv, |
| 2976 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2977 | "qgen": TosaQuantGen.qgConv, |
| 2978 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2979 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2980 | "error_if_validators": ( |
| 2981 | TosaErrorValidator.evWrongInputType, |
| 2982 | TosaErrorValidator.evWrongOutputType, |
| 2983 | TosaErrorValidator.evWrongInputList, |
| 2984 | TosaErrorValidator.evWrongOutputList, |
| 2985 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2986 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2987 | TosaErrorValidator.evPadSmallerZero, |
| 2988 | TosaErrorValidator.evStrideSmallerOne, |
| 2989 | TosaErrorValidator.evDilationSmallerOne, |
| 2990 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2991 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2992 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2993 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2994 | "template": True, |
| 2995 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2996 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2997 | "depthwise_conv2d_TEMPLATE": { |
| 2998 | "op": Op.DEPTHWISE_CONV2D, |
| 2999 | "operands": (1, 2), |
| 3000 | "filter": [1, 1], |
| 3001 | "rank": (4, 4), |
| 3002 | "build_fcn": ( |
| 3003 | build_depthwise_conv2d, |
| 3004 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3005 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3006 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3007 | ), |
| 3008 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3009 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3010 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3011 | "error_if_validators": ( |
| 3012 | TosaErrorValidator.evWrongInputType, |
| 3013 | TosaErrorValidator.evWrongOutputType, |
| 3014 | TosaErrorValidator.evWrongInputList, |
| 3015 | TosaErrorValidator.evWrongOutputList, |
| 3016 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3017 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3018 | TosaErrorValidator.evPadSmallerZero, |
| 3019 | TosaErrorValidator.evStrideSmallerOne, |
| 3020 | TosaErrorValidator.evDilationSmallerOne, |
| 3021 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3022 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3023 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3024 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3025 | "template": True, |
| 3026 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3027 | "fully_connected": { |
| 3028 | "op": Op.FULLY_CONNECTED, |
| 3029 | "operands": (1, 2), |
| 3030 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3031 | "build_fcn": ( |
| 3032 | build_fully_connected, |
| 3033 | TosaTensorGen.tgFullyConnected, |
| 3034 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3035 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3036 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3037 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3038 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3039 | "error_if_validators": ( |
| 3040 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3041 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3042 | TosaErrorValidator.evWrongRank, |
| 3043 | TosaErrorValidator.evWrongInputType, |
| 3044 | TosaErrorValidator.evWrongOutputType, |
| 3045 | TosaErrorValidator.evWrongInputList, |
| 3046 | TosaErrorValidator.evWrongOutputList, |
| 3047 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3048 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3049 | "matmul": { |
| 3050 | "op": Op.MATMUL, |
| 3051 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3052 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3053 | "build_fcn": ( |
| 3054 | build_matmul, |
| 3055 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3056 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3057 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3058 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3059 | "qgen": TosaQuantGen.qgMatmul, |
| 3060 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3061 | "error_if_validators": ( |
| 3062 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3063 | TosaErrorValidator.evWrongRank, |
| 3064 | TosaErrorValidator.evWrongInputType, |
| 3065 | TosaErrorValidator.evWrongOutputType, |
| 3066 | TosaErrorValidator.evWrongInputList, |
| 3067 | TosaErrorValidator.evWrongOutputList, |
| 3068 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3069 | "data_gen": { |
| 3070 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3071 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3072 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3073 | "max_pool2d": { |
| 3074 | "op": Op.MAX_POOL2D, |
| 3075 | "operands": (1, 0), |
| 3076 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3077 | "build_fcn": ( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3078 | build_maxpool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3079 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3080 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3081 | TosaArgGen.agPooling, |
| 3082 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3083 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3084 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3085 | "error_if_validators": ( |
| 3086 | TosaErrorValidator.evKernelSmallerOne, |
| 3087 | TosaErrorValidator.evStrideSmallerOne, |
| 3088 | TosaErrorValidator.evPadSmallerZero, |
| 3089 | TosaErrorValidator.evWrongRank, |
| 3090 | TosaErrorValidator.evWrongInputType, |
| 3091 | TosaErrorValidator.evWrongOutputType, |
| 3092 | TosaErrorValidator.evWrongInputList, |
| 3093 | TosaErrorValidator.evWrongOutputList, |
| 3094 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3095 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3096 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3097 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3098 | "data_gen": { |
| 3099 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3100 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3101 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3102 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3103 | "transpose_conv2d_TEMPLATE": { |
| 3104 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3105 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3106 | "rank": (4, 4), |
| 3107 | "build_fcn": ( |
| 3108 | build_transpose_conv2d, |
| 3109 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3110 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3111 | TosaArgGen.agTransposeConv2D, |
| 3112 | ), |
| 3113 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3114 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3115 | "invalid_test_validators": ( |
| 3116 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3117 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3118 | ), |
| 3119 | "error_if_validators": ( |
| 3120 | TosaErrorValidator.evWrongInputType, |
| 3121 | TosaErrorValidator.evWrongOutputType, |
| 3122 | TosaErrorValidator.evWrongInputList, |
| 3123 | TosaErrorValidator.evWrongOutputList, |
| 3124 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3125 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3126 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3127 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3128 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3129 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3130 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3131 | "template": True, |
| 3132 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3133 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3134 | "clamp": { |
| 3135 | "op": Op.CLAMP, |
| 3136 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3137 | "build_fcn": ( |
| 3138 | build_clamp, |
| 3139 | TosaTensorGen.tgBasic, |
| 3140 | TosaTensorValuesGen.tvgDefault, |
| 3141 | None, |
| 3142 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3143 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3144 | "error_if_validators": ( |
| 3145 | TosaErrorValidator.evMaxSmallerMin, |
| 3146 | TosaErrorValidator.evWrongInputType, |
| 3147 | TosaErrorValidator.evWrongOutputType, |
| 3148 | TosaErrorValidator.evWrongInputList, |
| 3149 | TosaErrorValidator.evWrongOutputList, |
| 3150 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3151 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3152 | "sigmoid": { |
| 3153 | "op": Op.SIGMOID, |
| 3154 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3155 | "build_fcn": ( |
| 3156 | build_sigmoid, |
| 3157 | TosaTensorGen.tgBasic, |
| 3158 | TosaTensorValuesGen.tvgDefault, |
| 3159 | None, |
| 3160 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3161 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3162 | "error_if_validators": ( |
| 3163 | TosaErrorValidator.evWrongInputType, |
| 3164 | TosaErrorValidator.evWrongOutputType, |
| 3165 | TosaErrorValidator.evWrongInputList, |
| 3166 | TosaErrorValidator.evWrongOutputList, |
| 3167 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3168 | }, |
| 3169 | "tanh": { |
| 3170 | "op": Op.TANH, |
| 3171 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3172 | "build_fcn": ( |
| 3173 | build_tanh, |
| 3174 | TosaTensorGen.tgBasic, |
| 3175 | TosaTensorValuesGen.tvgDefault, |
| 3176 | None, |
| 3177 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3178 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3179 | "error_if_validators": ( |
| 3180 | TosaErrorValidator.evWrongInputType, |
| 3181 | TosaErrorValidator.evWrongOutputType, |
| 3182 | TosaErrorValidator.evWrongInputList, |
| 3183 | TosaErrorValidator.evWrongOutputList, |
| 3184 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3185 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3186 | "erf": { |
| 3187 | "op": Op.ERF, |
| 3188 | "operands": (1, 0), |
| 3189 | "build_fcn": ( |
| 3190 | build_erf, |
| 3191 | TosaTensorGen.tgBasic, |
| 3192 | TosaTensorValuesGen.tvgDefault, |
| 3193 | None, |
| 3194 | ), |
| 3195 | "types": TYPE_FP, |
| 3196 | "error_if_validators": ( |
| 3197 | TosaErrorValidator.evWrongInputType, |
| 3198 | TosaErrorValidator.evWrongOutputType, |
| 3199 | TosaErrorValidator.evWrongInputList, |
| 3200 | TosaErrorValidator.evWrongOutputList, |
| 3201 | ), |
| 3202 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3203 | # Elementwise Binary Operators |
| 3204 | "add": { |
| 3205 | "op": Op.ADD, |
| 3206 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3207 | "build_fcn": ( |
| 3208 | build_binary_broadcast, |
| 3209 | TosaTensorGen.tgBroadcastFuzz, |
| 3210 | TosaTensorValuesGen.tvgAddSub, |
| 3211 | None, |
| 3212 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3213 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3214 | "error_if_validators": ( |
| 3215 | TosaErrorValidator.evRankMismatch, |
| 3216 | TosaErrorValidator.evWrongInputType, |
| 3217 | TosaErrorValidator.evWrongOutputType, |
| 3218 | TosaErrorValidator.evWrongInputList, |
| 3219 | TosaErrorValidator.evWrongOutputList, |
| 3220 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3221 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3222 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3223 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3224 | "arithmetic_right_shift": { |
| 3225 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3226 | "operands": (2, 0), |
| 3227 | "build_fcn": ( |
| 3228 | build_arithmetic_right_shift, |
| 3229 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3230 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3231 | TosaArgGen.agArithmeticRightShift, |
| 3232 | ), |
| 3233 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3234 | "error_if_validators": ( |
| 3235 | TosaErrorValidator.evRankMismatch, |
| 3236 | TosaErrorValidator.evWrongInputType, |
| 3237 | TosaErrorValidator.evWrongOutputType, |
| 3238 | TosaErrorValidator.evWrongInputList, |
| 3239 | TosaErrorValidator.evWrongOutputList, |
| 3240 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3241 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3242 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3243 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3244 | "bitwise_and": { |
| 3245 | "op": Op.BITWISE_AND, |
| 3246 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3247 | "build_fcn": ( |
| 3248 | build_binary_broadcast, |
| 3249 | TosaTensorGen.tgBroadcastFuzz, |
| 3250 | TosaTensorValuesGen.tvgDefault, |
| 3251 | None, |
| 3252 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3253 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3254 | "error_if_validators": ( |
| 3255 | TosaErrorValidator.evRankMismatch, |
| 3256 | TosaErrorValidator.evWrongInputType, |
| 3257 | TosaErrorValidator.evWrongOutputType, |
| 3258 | TosaErrorValidator.evWrongInputList, |
| 3259 | TosaErrorValidator.evWrongOutputList, |
| 3260 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3261 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3262 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3263 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3264 | "bitwise_or": { |
| 3265 | "op": Op.BITWISE_OR, |
| 3266 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3267 | "build_fcn": ( |
| 3268 | build_binary_broadcast, |
| 3269 | TosaTensorGen.tgBroadcastFuzz, |
| 3270 | TosaTensorValuesGen.tvgDefault, |
| 3271 | None, |
| 3272 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3273 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3274 | "error_if_validators": ( |
| 3275 | TosaErrorValidator.evRankMismatch, |
| 3276 | TosaErrorValidator.evWrongInputType, |
| 3277 | TosaErrorValidator.evWrongOutputType, |
| 3278 | TosaErrorValidator.evWrongInputList, |
| 3279 | TosaErrorValidator.evWrongOutputList, |
| 3280 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3281 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3282 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3283 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3284 | "bitwise_xor": { |
| 3285 | "op": Op.BITWISE_XOR, |
| 3286 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3287 | "build_fcn": ( |
| 3288 | build_binary_broadcast, |
| 3289 | TosaTensorGen.tgBroadcastFuzz, |
| 3290 | TosaTensorValuesGen.tvgDefault, |
| 3291 | None, |
| 3292 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3293 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3294 | "error_if_validators": ( |
| 3295 | TosaErrorValidator.evRankMismatch, |
| 3296 | TosaErrorValidator.evWrongInputType, |
| 3297 | TosaErrorValidator.evWrongOutputType, |
| 3298 | TosaErrorValidator.evWrongInputList, |
| 3299 | TosaErrorValidator.evWrongOutputList, |
| 3300 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3301 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3302 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3303 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3304 | "intdiv": { |
| 3305 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3306 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3307 | "build_fcn": ( |
| 3308 | build_binary_broadcast, |
| 3309 | TosaTensorGen.tgBroadcastFuzz, |
| 3310 | TosaTensorValuesGen.tvgIntDiv, |
| 3311 | None, |
| 3312 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3313 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3314 | "error_if_validators": ( |
| 3315 | TosaErrorValidator.evRankMismatch, |
| 3316 | TosaErrorValidator.evWrongInputType, |
| 3317 | TosaErrorValidator.evWrongOutputType, |
| 3318 | TosaErrorValidator.evWrongInputList, |
| 3319 | TosaErrorValidator.evWrongOutputList, |
| 3320 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3321 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3322 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3323 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3324 | "logical_and": { |
| 3325 | "op": Op.LOGICAL_AND, |
| 3326 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3327 | "build_fcn": ( |
| 3328 | build_binary_broadcast, |
| 3329 | TosaTensorGen.tgBroadcastFuzz, |
| 3330 | TosaTensorValuesGen.tvgDefault, |
| 3331 | None, |
| 3332 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3333 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3334 | "error_if_validators": ( |
| 3335 | TosaErrorValidator.evRankMismatch, |
| 3336 | TosaErrorValidator.evWrongInputType, |
| 3337 | TosaErrorValidator.evWrongOutputType, |
| 3338 | TosaErrorValidator.evWrongInputList, |
| 3339 | TosaErrorValidator.evWrongOutputList, |
| 3340 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3341 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3342 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3343 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3344 | "logical_left_shift": { |
| 3345 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3346 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3347 | "build_fcn": ( |
| 3348 | build_binary_broadcast, |
| 3349 | TosaTensorGen.tgBroadcastFuzz, |
| 3350 | TosaTensorValuesGen.tvgLogicalShift, |
| 3351 | None, |
| 3352 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3353 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3354 | "error_if_validators": ( |
| 3355 | TosaErrorValidator.evRankMismatch, |
| 3356 | TosaErrorValidator.evWrongInputType, |
| 3357 | TosaErrorValidator.evWrongOutputType, |
| 3358 | TosaErrorValidator.evWrongInputList, |
| 3359 | TosaErrorValidator.evWrongOutputList, |
| 3360 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3361 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3362 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3363 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3364 | "logical_right_shift": { |
| 3365 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3366 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3367 | "build_fcn": ( |
| 3368 | build_binary_broadcast, |
| 3369 | TosaTensorGen.tgBroadcastFuzz, |
| 3370 | TosaTensorValuesGen.tvgLogicalShift, |
| 3371 | None, |
| 3372 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3373 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3374 | "error_if_validators": ( |
| 3375 | TosaErrorValidator.evRankMismatch, |
| 3376 | TosaErrorValidator.evWrongInputType, |
| 3377 | TosaErrorValidator.evWrongOutputType, |
| 3378 | TosaErrorValidator.evWrongInputList, |
| 3379 | TosaErrorValidator.evWrongOutputList, |
| 3380 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3381 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3382 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3383 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3384 | "logical_or": { |
| 3385 | "op": Op.LOGICAL_OR, |
| 3386 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3387 | "build_fcn": ( |
| 3388 | build_binary_broadcast, |
| 3389 | TosaTensorGen.tgBroadcastFuzz, |
| 3390 | TosaTensorValuesGen.tvgDefault, |
| 3391 | None, |
| 3392 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3393 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3394 | "error_if_validators": ( |
| 3395 | TosaErrorValidator.evRankMismatch, |
| 3396 | TosaErrorValidator.evWrongInputType, |
| 3397 | TosaErrorValidator.evWrongOutputType, |
| 3398 | TosaErrorValidator.evWrongInputList, |
| 3399 | TosaErrorValidator.evWrongOutputList, |
| 3400 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3401 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3402 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3403 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3404 | "logical_xor": { |
| 3405 | "op": Op.LOGICAL_XOR, |
| 3406 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3407 | "build_fcn": ( |
| 3408 | build_binary_broadcast, |
| 3409 | TosaTensorGen.tgBroadcastFuzz, |
| 3410 | TosaTensorValuesGen.tvgDefault, |
| 3411 | None, |
| 3412 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3413 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3414 | "error_if_validators": ( |
| 3415 | TosaErrorValidator.evRankMismatch, |
| 3416 | TosaErrorValidator.evWrongInputType, |
| 3417 | TosaErrorValidator.evWrongOutputType, |
| 3418 | TosaErrorValidator.evWrongInputList, |
| 3419 | TosaErrorValidator.evWrongOutputList, |
| 3420 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3421 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3422 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3423 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3424 | "maximum": { |
| 3425 | "op": Op.MAXIMUM, |
| 3426 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3427 | "build_fcn": ( |
| 3428 | build_binary_broadcast, |
| 3429 | TosaTensorGen.tgBroadcastFuzz, |
| 3430 | TosaTensorValuesGen.tvgDefault, |
| 3431 | None, |
| 3432 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3433 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3434 | "error_if_validators": ( |
| 3435 | TosaErrorValidator.evRankMismatch, |
| 3436 | TosaErrorValidator.evWrongInputType, |
| 3437 | TosaErrorValidator.evWrongOutputType, |
| 3438 | TosaErrorValidator.evWrongInputList, |
| 3439 | TosaErrorValidator.evWrongOutputList, |
| 3440 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3441 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3442 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3443 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3444 | "minimum": { |
| 3445 | "op": Op.MINIMUM, |
| 3446 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3447 | "build_fcn": ( |
| 3448 | build_binary_broadcast, |
| 3449 | TosaTensorGen.tgBroadcastFuzz, |
| 3450 | TosaTensorValuesGen.tvgDefault, |
| 3451 | None, |
| 3452 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3453 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3454 | "error_if_validators": ( |
| 3455 | TosaErrorValidator.evRankMismatch, |
| 3456 | TosaErrorValidator.evWrongInputType, |
| 3457 | TosaErrorValidator.evWrongOutputType, |
| 3458 | TosaErrorValidator.evWrongInputList, |
| 3459 | TosaErrorValidator.evWrongOutputList, |
| 3460 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3461 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3462 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3463 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3464 | "mul": { |
| 3465 | "op": Op.MUL, |
| 3466 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3467 | "build_fcn": ( |
| 3468 | build_mul, |
| 3469 | TosaTensorGen.tgBroadcastFuzz, |
| 3470 | TosaTensorValuesGen.tvgMul, |
| 3471 | TosaArgGen.agMul, |
| 3472 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3473 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3474 | "error_if_validators": ( |
| 3475 | TosaErrorValidator.evWrongInputType, |
| 3476 | TosaErrorValidator.evWrongOutputType, |
| 3477 | TosaErrorValidator.evWrongInputList, |
| 3478 | TosaErrorValidator.evWrongOutputList, |
| 3479 | TosaErrorValidator.evRankMismatch, |
| 3480 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3481 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3482 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3483 | "data_gen": { |
| 3484 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3485 | }, |
| 3486 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3487 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3488 | "pow": { |
| 3489 | "op": Op.POW, |
| 3490 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3491 | "build_fcn": ( |
| 3492 | build_binary_broadcast, |
| 3493 | TosaTensorGen.tgBroadcastFuzz, |
| 3494 | TosaTensorValuesGen.tvgDefault, |
| 3495 | None, |
| 3496 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3497 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3498 | "error_if_validators": ( |
| 3499 | TosaErrorValidator.evRankMismatch, |
| 3500 | TosaErrorValidator.evWrongInputType, |
| 3501 | TosaErrorValidator.evWrongOutputType, |
| 3502 | TosaErrorValidator.evWrongInputList, |
| 3503 | TosaErrorValidator.evWrongOutputList, |
| 3504 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3505 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3506 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3507 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3508 | "sub": { |
| 3509 | "op": Op.SUB, |
| 3510 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3511 | "build_fcn": ( |
| 3512 | build_binary_broadcast, |
| 3513 | TosaTensorGen.tgBroadcastFuzz, |
| 3514 | TosaTensorValuesGen.tvgAddSub, |
| 3515 | None, |
| 3516 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3517 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3518 | "error_if_validators": ( |
| 3519 | TosaErrorValidator.evRankMismatch, |
| 3520 | TosaErrorValidator.evWrongInputType, |
| 3521 | TosaErrorValidator.evWrongOutputType, |
| 3522 | TosaErrorValidator.evWrongInputList, |
| 3523 | TosaErrorValidator.evWrongOutputList, |
| 3524 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3525 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3526 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3527 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3528 | "table": { |
| 3529 | "op": Op.TABLE, |
| 3530 | # Use the automatic generation functions to create the input array |
| 3531 | # but create the table tensor in the build function, as it may be |
| 3532 | # a different type from the input |
| 3533 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3534 | "build_fcn": ( |
| 3535 | build_table, |
| 3536 | TosaTensorGen.tgBasic, |
| 3537 | TosaTensorValuesGen.tvgDefault, |
| 3538 | TosaArgGen.agTable, |
| 3539 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3540 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3541 | "error_if_validators": ( |
| 3542 | TosaErrorValidator.evWrongInputType, |
| 3543 | TosaErrorValidator.evWrongOutputType, |
| 3544 | TosaErrorValidator.evWrongInputList, |
| 3545 | TosaErrorValidator.evWrongOutputList, |
| 3546 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3547 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3548 | # Elementwise Unary operators |
| 3549 | "abs": { |
| 3550 | "op": Op.ABS, |
| 3551 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3552 | "build_fcn": ( |
| 3553 | build_unary, |
| 3554 | TosaTensorGen.tgBasic, |
| 3555 | TosaTensorValuesGen.tvgDefault, |
| 3556 | None, |
| 3557 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3558 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3559 | "error_if_validators": ( |
| 3560 | TosaErrorValidator.evWrongInputType, |
| 3561 | TosaErrorValidator.evWrongOutputType, |
| 3562 | TosaErrorValidator.evWrongInputList, |
| 3563 | TosaErrorValidator.evWrongOutputList, |
| 3564 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3565 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3566 | "bitwise_not": { |
| 3567 | "op": Op.BITWISE_NOT, |
| 3568 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3569 | "build_fcn": ( |
| 3570 | build_unary, |
| 3571 | TosaTensorGen.tgBasic, |
| 3572 | TosaTensorValuesGen.tvgDefault, |
| 3573 | None, |
| 3574 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3575 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3576 | "error_if_validators": ( |
| 3577 | TosaErrorValidator.evWrongInputType, |
| 3578 | TosaErrorValidator.evWrongOutputType, |
| 3579 | TosaErrorValidator.evWrongInputList, |
| 3580 | TosaErrorValidator.evWrongOutputList, |
| 3581 | ), |
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 | "ceil": { |
| 3584 | "op": Op.CEIL, |
| 3585 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3586 | "build_fcn": ( |
| 3587 | build_unary, |
| 3588 | TosaTensorGen.tgBasic, |
| 3589 | TosaTensorValuesGen.tvgDefault, |
| 3590 | None, |
| 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.evWrongInputType, |
| 3595 | TosaErrorValidator.evWrongOutputType, |
| 3596 | TosaErrorValidator.evWrongInputList, |
| 3597 | TosaErrorValidator.evWrongOutputList, |
| 3598 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3599 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3600 | "clz": { |
| 3601 | "op": Op.CLZ, |
| 3602 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3603 | "build_fcn": ( |
| 3604 | build_unary, |
| 3605 | TosaTensorGen.tgBasic, |
| 3606 | TosaTensorValuesGen.tvgDefault, |
| 3607 | None, |
| 3608 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3609 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3610 | "error_if_validators": ( |
| 3611 | TosaErrorValidator.evWrongInputType, |
| 3612 | TosaErrorValidator.evWrongOutputType, |
| 3613 | TosaErrorValidator.evWrongInputList, |
| 3614 | TosaErrorValidator.evWrongOutputList, |
| 3615 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3616 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3617 | "exp": { |
| 3618 | "op": Op.EXP, |
| 3619 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3620 | "build_fcn": ( |
| 3621 | build_unary, |
| 3622 | TosaTensorGen.tgBasic, |
| 3623 | TosaTensorValuesGen.tvgDefault, |
| 3624 | None, |
| 3625 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3626 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3627 | "error_if_validators": ( |
| 3628 | TosaErrorValidator.evWrongInputType, |
| 3629 | TosaErrorValidator.evWrongOutputType, |
| 3630 | TosaErrorValidator.evWrongInputList, |
| 3631 | TosaErrorValidator.evWrongOutputList, |
| 3632 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3633 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3634 | "floor": { |
| 3635 | "op": Op.FLOOR, |
| 3636 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3637 | "build_fcn": ( |
| 3638 | build_unary, |
| 3639 | TosaTensorGen.tgBasic, |
| 3640 | TosaTensorValuesGen.tvgDefault, |
| 3641 | None, |
| 3642 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3643 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3644 | "error_if_validators": ( |
| 3645 | TosaErrorValidator.evWrongInputType, |
| 3646 | TosaErrorValidator.evWrongOutputType, |
| 3647 | TosaErrorValidator.evWrongInputList, |
| 3648 | TosaErrorValidator.evWrongOutputList, |
| 3649 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3650 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3651 | "log": { |
| 3652 | "op": Op.LOG, |
| 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, |
| 3657 | TosaTensorValuesGen.tvgDefault, |
| 3658 | None, |
| 3659 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3660 | "types": TYPE_FP, |
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 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3667 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3668 | "logical_not": { |
| 3669 | "op": Op.LOGICAL_NOT, |
| 3670 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3671 | "build_fcn": ( |
| 3672 | build_unary, |
| 3673 | TosaTensorGen.tgBasic, |
| 3674 | TosaTensorValuesGen.tvgDefault, |
| 3675 | None, |
| 3676 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3677 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3678 | "error_if_validators": ( |
| 3679 | TosaErrorValidator.evWrongInputType, |
| 3680 | TosaErrorValidator.evWrongOutputType, |
| 3681 | TosaErrorValidator.evWrongInputList, |
| 3682 | TosaErrorValidator.evWrongOutputList, |
| 3683 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3684 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3685 | "negate": { |
| 3686 | "op": Op.NEGATE, |
| 3687 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3688 | "build_fcn": ( |
| 3689 | build_unary, |
| 3690 | TosaTensorGen.tgBasic, |
| 3691 | TosaTensorValuesGen.tvgNegate, |
| 3692 | None, |
| 3693 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3694 | "qgen": TosaQuantGen.qgUnary, |
| 3695 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3696 | "error_if_validators": ( |
| 3697 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3698 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3699 | TosaErrorValidator.evWrongInputType, |
| 3700 | TosaErrorValidator.evWrongOutputType, |
| 3701 | TosaErrorValidator.evWrongInputList, |
| 3702 | TosaErrorValidator.evWrongOutputList, |
| 3703 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3704 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3705 | "reciprocal": { |
| 3706 | "op": Op.RECIPROCAL, |
| 3707 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3708 | "build_fcn": ( |
| 3709 | build_unary, |
| 3710 | TosaTensorGen.tgBasic, |
| 3711 | TosaTensorValuesGen.tvgDefault, |
| 3712 | None, |
| 3713 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3714 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3715 | "error_if_validators": ( |
| 3716 | TosaErrorValidator.evWrongInputType, |
| 3717 | TosaErrorValidator.evWrongOutputType, |
| 3718 | TosaErrorValidator.evWrongInputList, |
| 3719 | TosaErrorValidator.evWrongOutputList, |
| 3720 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3721 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3722 | "rsqrt": { |
| 3723 | "op": Op.RSQRT, |
| 3724 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3725 | "build_fcn": ( |
| 3726 | build_unary, |
| 3727 | TosaTensorGen.tgBasic, |
| 3728 | TosaTensorValuesGen.tvgDefault, |
| 3729 | None, |
| 3730 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3731 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3732 | "error_if_validators": ( |
| 3733 | TosaErrorValidator.evWrongInputType, |
| 3734 | TosaErrorValidator.evWrongOutputType, |
| 3735 | TosaErrorValidator.evWrongInputList, |
| 3736 | TosaErrorValidator.evWrongOutputList, |
| 3737 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3738 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3739 | # Elementwise Ternary operators |
| 3740 | "select": { |
| 3741 | "op": Op.SELECT, |
| 3742 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3743 | "build_fcn": ( |
| 3744 | build_select, |
| 3745 | TosaTensorGen.tgBroadcastFuzz, |
| 3746 | TosaTensorValuesGen.tvgSelect, |
| 3747 | None, |
| 3748 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3749 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3750 | "error_if_validators": ( |
| 3751 | TosaErrorValidator.evRankMismatch, |
| 3752 | TosaErrorValidator.evWrongInputType, |
| 3753 | TosaErrorValidator.evWrongOutputType, |
| 3754 | TosaErrorValidator.evWrongInputList, |
| 3755 | TosaErrorValidator.evWrongOutputList, |
| 3756 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3757 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3758 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3759 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3760 | # Comparison operators |
| 3761 | "equal": { |
| 3762 | "op": Op.EQUAL, |
| 3763 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3764 | "build_fcn": ( |
| 3765 | build_comparison, |
| 3766 | TosaTensorGen.tgBroadcastFuzz, |
| 3767 | TosaTensorValuesGen.tvgEqual, |
| 3768 | None, |
| 3769 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3770 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3771 | "error_if_validators": ( |
| 3772 | TosaErrorValidator.evRankMismatch, |
| 3773 | TosaErrorValidator.evWrongInputType, |
| 3774 | TosaErrorValidator.evWrongOutputType, |
| 3775 | TosaErrorValidator.evWrongInputList, |
| 3776 | TosaErrorValidator.evWrongOutputList, |
| 3777 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3778 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3779 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3780 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3781 | "greater_equal": { |
| 3782 | "op": Op.GREATER_EQUAL, |
| 3783 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3784 | "build_fcn": ( |
| 3785 | build_comparison, |
| 3786 | TosaTensorGen.tgBroadcastFuzz, |
| 3787 | TosaTensorValuesGen.tvgDefault, |
| 3788 | None, |
| 3789 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3790 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3791 | "error_if_validators": ( |
| 3792 | TosaErrorValidator.evRankMismatch, |
| 3793 | TosaErrorValidator.evWrongInputType, |
| 3794 | TosaErrorValidator.evWrongOutputType, |
| 3795 | TosaErrorValidator.evWrongInputList, |
| 3796 | TosaErrorValidator.evWrongOutputList, |
| 3797 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3798 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3799 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3800 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3801 | "greater": { |
| 3802 | "op": Op.GREATER, |
| 3803 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3804 | "build_fcn": ( |
| 3805 | build_comparison, |
| 3806 | TosaTensorGen.tgBroadcastFuzz, |
| 3807 | TosaTensorValuesGen.tvgDefault, |
| 3808 | None, |
| 3809 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3810 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3811 | "error_if_validators": ( |
| 3812 | TosaErrorValidator.evRankMismatch, |
| 3813 | TosaErrorValidator.evWrongInputType, |
| 3814 | TosaErrorValidator.evWrongOutputType, |
| 3815 | TosaErrorValidator.evWrongInputList, |
| 3816 | TosaErrorValidator.evWrongOutputList, |
| 3817 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3818 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3819 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3820 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3821 | # Reduction operators |
| 3822 | "reduce_all": { |
| 3823 | "op": Op.REDUCE_ALL, |
| 3824 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3825 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3826 | "build_fcn": ( |
| 3827 | build_reduce, |
| 3828 | TosaTensorGen.tgBasic, |
| 3829 | TosaTensorValuesGen.tvgDefault, |
| 3830 | TosaArgGen.agAxis, |
| 3831 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3832 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3833 | "error_if_validators": ( |
| 3834 | TosaErrorValidator.evAxisLargerRank, |
| 3835 | TosaErrorValidator.evAxisSmallerZero, |
| 3836 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3837 | TosaErrorValidator.evWrongInputType, |
| 3838 | TosaErrorValidator.evWrongOutputType, |
| 3839 | TosaErrorValidator.evWrongRank, |
| 3840 | TosaErrorValidator.evWrongInputList, |
| 3841 | TosaErrorValidator.evWrongOutputList, |
| 3842 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3843 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3844 | "reduce_any": { |
| 3845 | "op": Op.REDUCE_ANY, |
| 3846 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3847 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3848 | "build_fcn": ( |
| 3849 | build_reduce, |
| 3850 | TosaTensorGen.tgBasic, |
| 3851 | TosaTensorValuesGen.tvgDefault, |
| 3852 | TosaArgGen.agAxis, |
| 3853 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3854 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3855 | "error_if_validators": ( |
| 3856 | TosaErrorValidator.evAxisLargerRank, |
| 3857 | TosaErrorValidator.evAxisSmallerZero, |
| 3858 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3859 | TosaErrorValidator.evWrongInputType, |
| 3860 | TosaErrorValidator.evWrongOutputType, |
| 3861 | TosaErrorValidator.evWrongRank, |
| 3862 | TosaErrorValidator.evWrongInputList, |
| 3863 | TosaErrorValidator.evWrongOutputList, |
| 3864 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3865 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3866 | "reduce_max": { |
| 3867 | "op": Op.REDUCE_MAX, |
| 3868 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3869 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3870 | "build_fcn": ( |
| 3871 | build_reduce, |
| 3872 | TosaTensorGen.tgBasic, |
| 3873 | TosaTensorValuesGen.tvgDefault, |
| 3874 | TosaArgGen.agAxis, |
| 3875 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3876 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3877 | "error_if_validators": ( |
| 3878 | TosaErrorValidator.evAxisLargerRank, |
| 3879 | TosaErrorValidator.evAxisSmallerZero, |
| 3880 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3881 | TosaErrorValidator.evWrongInputType, |
| 3882 | TosaErrorValidator.evWrongOutputType, |
| 3883 | TosaErrorValidator.evWrongRank, |
| 3884 | TosaErrorValidator.evWrongInputList, |
| 3885 | TosaErrorValidator.evWrongOutputList, |
| 3886 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3887 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3888 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3889 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3890 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3891 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3892 | "build_fcn": ( |
| 3893 | build_reduce, |
| 3894 | TosaTensorGen.tgBasic, |
| 3895 | TosaTensorValuesGen.tvgDefault, |
| 3896 | TosaArgGen.agAxis, |
| 3897 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3898 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3899 | "error_if_validators": ( |
| 3900 | TosaErrorValidator.evAxisLargerRank, |
| 3901 | TosaErrorValidator.evAxisSmallerZero, |
| 3902 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3903 | TosaErrorValidator.evWrongInputType, |
| 3904 | TosaErrorValidator.evWrongOutputType, |
| 3905 | TosaErrorValidator.evWrongRank, |
| 3906 | TosaErrorValidator.evWrongInputList, |
| 3907 | TosaErrorValidator.evWrongOutputList, |
| 3908 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3909 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3910 | "reduce_product": { |
| 3911 | "op": Op.REDUCE_PRODUCT, |
| 3912 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3913 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3914 | "build_fcn": ( |
| 3915 | build_reduce, |
| 3916 | TosaTensorGen.tgBasic, |
| 3917 | TosaTensorValuesGen.tvgDefault, |
| 3918 | TosaArgGen.agAxis, |
| 3919 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3920 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3921 | "error_if_validators": ( |
| 3922 | TosaErrorValidator.evAxisLargerRank, |
| 3923 | TosaErrorValidator.evAxisSmallerZero, |
| 3924 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3925 | TosaErrorValidator.evWrongInputType, |
| 3926 | TosaErrorValidator.evWrongOutputType, |
| 3927 | TosaErrorValidator.evWrongRank, |
| 3928 | TosaErrorValidator.evWrongInputList, |
| 3929 | TosaErrorValidator.evWrongOutputList, |
| 3930 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3931 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3932 | "reduce_sum": { |
| 3933 | "op": Op.REDUCE_SUM, |
| 3934 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3935 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3936 | "build_fcn": ( |
| 3937 | build_reduce, |
| 3938 | TosaTensorGen.tgBasic, |
| 3939 | TosaTensorValuesGen.tvgReduceSum, |
| 3940 | TosaArgGen.agAxis, |
| 3941 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3942 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3943 | "error_if_validators": ( |
| 3944 | TosaErrorValidator.evAxisLargerRank, |
| 3945 | TosaErrorValidator.evAxisSmallerZero, |
| 3946 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3947 | TosaErrorValidator.evWrongInputType, |
| 3948 | TosaErrorValidator.evWrongOutputType, |
| 3949 | TosaErrorValidator.evWrongRank, |
| 3950 | TosaErrorValidator.evWrongInputList, |
| 3951 | TosaErrorValidator.evWrongOutputList, |
| 3952 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3953 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3954 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3955 | "concat": { |
| 3956 | "op": Op.CONCAT, |
| 3957 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3958 | "build_fcn": ( |
| 3959 | build_concat, |
| 3960 | TosaTensorGen.tgConcat, |
| 3961 | TosaTensorValuesGen.tvgConcat, |
| 3962 | TosaArgGen.agAxis, |
| 3963 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3964 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3965 | "error_if_validators": ( |
| 3966 | TosaErrorValidator.evAxisLargerRank, |
| 3967 | TosaErrorValidator.evAxisSmallerZero, |
| 3968 | TosaErrorValidator.evConcatInputRankMismatch, |
| 3969 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 3970 | TosaErrorValidator.evConcatInputDimMismatch, |
| 3971 | TosaErrorValidator.evWrongInputType, |
| 3972 | TosaErrorValidator.evWrongOutputType, |
| 3973 | TosaErrorValidator.evWrongOutputList, |
| 3974 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3975 | }, |
| 3976 | "pad": { |
| 3977 | "op": Op.PAD, |
| 3978 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3979 | "build_fcn": ( |
| 3980 | build_pad, |
| 3981 | TosaTensorGen.tgBasic, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3982 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3983 | TosaArgGen.agPad, |
| 3984 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3985 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3986 | "error_if_validators": ( |
| 3987 | TosaErrorValidator.evWrongInputType, |
| 3988 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 3989 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3990 | TosaErrorValidator.evWrongOutputType, |
| 3991 | TosaErrorValidator.evWrongInputList, |
| 3992 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3993 | TosaErrorValidator.evRankMismatch, |
| 3994 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3995 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3996 | "data_gen": { |
| 3997 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3998 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3999 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4000 | "dim": { |
| 4001 | "op": Op.DIM, |
| 4002 | "operands": (1, 0), |
| 4003 | "build_fcn": ( |
| 4004 | build_dim, |
| 4005 | TosaTensorGen.tgBasic, |
| 4006 | TosaTensorValuesGen.tvgDefault, |
| 4007 | TosaArgGen.agAxis, |
| 4008 | ), |
| 4009 | "types": TYPE_FIB, |
| 4010 | "error_if_validators": ( |
| 4011 | TosaErrorValidator.evAxisLargerRank, |
| 4012 | TosaErrorValidator.evAxisSmallerZero, |
| 4013 | TosaErrorValidator.evWrongInputType, |
| 4014 | TosaErrorValidator.evWrongInputList, |
| 4015 | TosaErrorValidator.evWrongOutputList, |
| 4016 | TosaErrorValidator.evWrongRank, |
| 4017 | ), |
| 4018 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4019 | "reshape": { |
| 4020 | "op": Op.RESHAPE, |
| 4021 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4022 | "build_fcn": ( |
| 4023 | build_reshape, |
| 4024 | TosaTensorGen.tgBasic, |
| 4025 | TosaTensorValuesGen.tvgDefault, |
| 4026 | TosaArgGen.agReshape, |
| 4027 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4028 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4029 | "error_if_validators": ( |
| 4030 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4031 | TosaErrorValidator.evWrongInputType, |
| 4032 | TosaErrorValidator.evWrongOutputType, |
| 4033 | TosaErrorValidator.evWrongInputList, |
| 4034 | TosaErrorValidator.evWrongOutputList, |
Jerry Ge | 264f7fa | 2023-04-21 22:49:57 +0000 | [diff] [blame] | 4035 | TosaErrorValidator.evReshapeOutputSizeMultiInference, |
| 4036 | TosaErrorValidator.evReshapeOutputSizeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4037 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4038 | }, |
| 4039 | "reverse": { |
| 4040 | "op": Op.REVERSE, |
| 4041 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4042 | "build_fcn": ( |
| 4043 | build_reverse, |
| 4044 | TosaTensorGen.tgBasic, |
| 4045 | TosaTensorValuesGen.tvgDefault, |
| 4046 | TosaArgGen.agAxis, |
| 4047 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4048 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4049 | "error_if_validators": ( |
| 4050 | TosaErrorValidator.evAxisSmallerZero, |
| 4051 | TosaErrorValidator.evAxisLargerRank, |
| 4052 | TosaErrorValidator.evWrongInputType, |
| 4053 | TosaErrorValidator.evWrongOutputType, |
| 4054 | TosaErrorValidator.evWrongInputList, |
| 4055 | TosaErrorValidator.evWrongOutputList, |
| 4056 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4057 | }, |
| 4058 | "slice": { |
| 4059 | "op": Op.SLICE, |
| 4060 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4061 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4062 | "build_fcn": ( |
| 4063 | build_slice, |
| 4064 | TosaTensorGen.tgBasic, |
| 4065 | TosaTensorValuesGen.tvgDefault, |
| 4066 | TosaArgGen.agSlice, |
| 4067 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4068 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4069 | "error_if_validators": ( |
| 4070 | TosaErrorValidator.evStartSmallerZero, |
| 4071 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 4072 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4073 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4074 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4075 | TosaErrorValidator.evWrongRank, |
| 4076 | TosaErrorValidator.evWrongInputType, |
| 4077 | TosaErrorValidator.evWrongOutputType, |
| 4078 | TosaErrorValidator.evWrongInputList, |
| 4079 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4080 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4081 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4082 | }, |
| 4083 | "tile": { |
| 4084 | "op": Op.TILE, |
| 4085 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4086 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4087 | "build_fcn": ( |
| 4088 | build_tile, |
| 4089 | TosaTensorGen.tgBasic, |
| 4090 | TosaTensorValuesGen.tvgDefault, |
| 4091 | TosaArgGen.agTile, |
| 4092 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4093 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4094 | "error_if_validators": ( |
| 4095 | TosaErrorValidator.evWrongInputType, |
| 4096 | TosaErrorValidator.evWrongOutputType, |
| 4097 | TosaErrorValidator.evWrongInputList, |
| 4098 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4099 | TosaErrorValidator.evRankMismatch, |
| 4100 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4101 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4102 | }, |
| 4103 | "transpose": { |
| 4104 | "op": Op.TRANSPOSE, |
| 4105 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4106 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4107 | "build_fcn": ( |
| 4108 | build_transpose, |
| 4109 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4110 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4111 | TosaArgGen.agTranspose, |
| 4112 | ), |
| 4113 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4114 | "error_if_validators": ( |
| 4115 | TosaErrorValidator.evIndexOutsideBounds, |
| 4116 | TosaErrorValidator.evIndexUsedTwice, |
| 4117 | TosaErrorValidator.evWrongInputType, |
| 4118 | TosaErrorValidator.evWrongOutputType, |
| 4119 | TosaErrorValidator.evWrongInputList, |
| 4120 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4121 | TosaErrorValidator.evWrongRank, |
| 4122 | TosaErrorValidator.evRankMismatch, |
| 4123 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4124 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4125 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4126 | # Data nodes |
| 4127 | "const": { |
| 4128 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4129 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4130 | "build_fcn": ( |
| 4131 | build_const, |
| 4132 | TosaTensorGen.tgBasic, |
| 4133 | TosaTensorValuesGen.tvgDefault, |
| 4134 | None, |
| 4135 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4136 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4137 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4138 | "identity": { |
| 4139 | "op": Op.IDENTITY, |
| 4140 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4141 | "build_fcn": ( |
| 4142 | build_unary, |
| 4143 | TosaTensorGen.tgBasic, |
| 4144 | TosaTensorValuesGen.tvgDefault, |
| 4145 | None, |
| 4146 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4147 | "types": TYPE_FIB, |
| 4148 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4149 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4150 | "gather": { |
| 4151 | "op": Op.GATHER, |
| 4152 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 4153 | "operands": (1, 0), |
| 4154 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4155 | "build_fcn": ( |
| 4156 | build_gather, |
| 4157 | TosaTensorGen.tgBasic, |
| 4158 | TosaTensorValuesGen.tvgDefault, |
| 4159 | None, |
| 4160 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4161 | "types": ( |
| 4162 | DType.INT8, |
| 4163 | DType.INT16, |
| 4164 | DType.INT32, |
| 4165 | DType.FP16, |
| 4166 | DType.BF16, |
| 4167 | DType.FP32, |
| 4168 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4169 | "error_if_validators": ( |
| 4170 | TosaErrorValidator.evWrongInputType, |
| 4171 | TosaErrorValidator.evWrongOutputType, |
| 4172 | TosaErrorValidator.evWrongInputList, |
| 4173 | TosaErrorValidator.evWrongOutputList, |
| 4174 | TosaErrorValidator.evWrongRank, |
| 4175 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4176 | }, |
| 4177 | "scatter": { |
| 4178 | "op": Op.SCATTER, |
| 4179 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4180 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4181 | "operands": (2, 0), |
| 4182 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4183 | "build_fcn": ( |
| 4184 | build_scatter, |
| 4185 | TosaTensorGen.tgScatter, |
| 4186 | TosaTensorValuesGen.tvgDefault, |
| 4187 | None, |
| 4188 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4189 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4190 | "error_if_validators": ( |
| 4191 | TosaErrorValidator.evWrongInputType, |
| 4192 | TosaErrorValidator.evWrongOutputType, |
| 4193 | TosaErrorValidator.evWrongInputList, |
| 4194 | TosaErrorValidator.evWrongOutputList, |
| 4195 | TosaErrorValidator.evWrongRank, |
| 4196 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4197 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4198 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4199 | "resize": { |
| 4200 | "op": Op.RESIZE, |
| 4201 | "operands": (1, 0), |
| 4202 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4203 | "build_fcn": ( |
| 4204 | build_resize, |
| 4205 | TosaTensorGen.tgNHWC, |
| 4206 | TosaTensorValuesGen.tvgDefault, |
| 4207 | TosaArgGen.agResize, |
| 4208 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4209 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4210 | "invalid_test_validators": ( |
| 4211 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4212 | ), |
| 4213 | "error_if_validators": ( |
| 4214 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4215 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4216 | TosaErrorValidator.evScaleNLargerMax, |
| 4217 | TosaErrorValidator.evScaleDLargerMax, |
| 4218 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4219 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4220 | TosaErrorValidator.evBorderSmallerMin, |
| 4221 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4222 | TosaErrorValidator.evWrongInputType, |
| 4223 | TosaErrorValidator.evWrongOutputType, |
| 4224 | TosaErrorValidator.evWrongRank, |
| 4225 | TosaErrorValidator.evWrongInputList, |
| 4226 | TosaErrorValidator.evWrongOutputList, |
| 4227 | TosaErrorValidator.evBatchMismatch, |
| 4228 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4229 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4230 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4231 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4232 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4233 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4234 | "cast": { |
| 4235 | "op": Op.CAST, |
| 4236 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4237 | "build_fcn": ( |
| 4238 | build_cast, |
| 4239 | TosaTensorGen.tgBasic, |
| 4240 | TosaTensorValuesGen.tvgDefault, |
| 4241 | TosaArgGen.agCast, |
| 4242 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4243 | "types": ( |
| 4244 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4245 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4246 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4247 | DType.INT8, |
| 4248 | DType.INT16, |
| 4249 | DType.INT32, |
| 4250 | DType.BOOL, |
| 4251 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4252 | "error_if_validators": ( |
| 4253 | TosaErrorValidator.evWrongInputType, |
| 4254 | TosaErrorValidator.evWrongOutputType, |
| 4255 | TosaErrorValidator.evWrongInputList, |
| 4256 | TosaErrorValidator.evWrongOutputList, |
| 4257 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4258 | }, |
| 4259 | "rescale": { |
| 4260 | "op": Op.RESCALE, |
| 4261 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4262 | "build_fcn": ( |
| 4263 | build_rescale, |
| 4264 | TosaTensorGen.tgBasic, |
| 4265 | TosaTensorValuesGen.tvgDefault, |
| 4266 | TosaArgGen.agRescale, |
| 4267 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4268 | "types": [ |
| 4269 | DType.UINT8, |
| 4270 | DType.INT8, |
| 4271 | DType.INT16, |
| 4272 | DType.INT32, |
| 4273 | DType.INT48, |
| 4274 | DType.UINT16, |
| 4275 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4276 | "error_if_validators": ( |
| 4277 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4278 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4279 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4280 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4281 | TosaErrorValidator.evScaleTrue, |
| 4282 | TosaErrorValidator.evScaleNotTrue, |
| 4283 | TosaErrorValidator.evWrongInputType, |
| 4284 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4285 | TosaErrorValidator.evWrongInputList, |
| 4286 | TosaErrorValidator.evWrongOutputList, |
| 4287 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4288 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4289 | # Custom |
| 4290 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4291 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4292 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4293 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4294 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4295 | "cond_if_const": { |
| 4296 | "op": Op.COND_IF, |
| 4297 | "operands": (0, 2), |
| 4298 | "build_fcn": ( |
| 4299 | build_cond_if_const, |
| 4300 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4301 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4302 | TosaArgGen.agCondIf, |
| 4303 | ), |
| 4304 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4305 | "error_if_validators": ( |
| 4306 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4307 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4308 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4309 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4310 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4311 | }, |
| 4312 | "cond_if_binary": { |
| 4313 | "op": Op.COND_IF, |
| 4314 | "operands": (2, 0), |
| 4315 | "build_fcn": ( |
| 4316 | build_cond_if_binary, |
| 4317 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4318 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4319 | TosaArgGen.agCondIf, |
| 4320 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4321 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4322 | "error_if_validators": ( |
| 4323 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4324 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4325 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4326 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4327 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4328 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4329 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4330 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4331 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4332 | "while_loop": { |
| 4333 | "op": Op.WHILE_LOOP, |
| 4334 | "operands": (0, 1), |
| 4335 | "build_fcn": ( |
| 4336 | build_while_loop, |
| 4337 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4338 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4339 | TosaArgGen.agWhileLoop, |
| 4340 | ), |
| 4341 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4342 | "error_if_validators": ( |
| 4343 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4344 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4345 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4346 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4347 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4348 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4349 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4350 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4351 | "fft2d": { |
| 4352 | "op": Op.FFT2D, |
| 4353 | "operands": (2, 0), |
| 4354 | "rank": (3, 3), |
| 4355 | "build_fcn": ( |
| 4356 | build_fft2d, |
| 4357 | TosaTensorGen.tgFFT2d, |
| 4358 | TosaTensorValuesGen.tvgDefault, |
| 4359 | TosaArgGen.agFFT2d, |
| 4360 | ), |
| 4361 | "types": [DType.FP32], |
| 4362 | "error_if_validators": ( |
| 4363 | TosaErrorValidator.evWrongInputType, |
| 4364 | TosaErrorValidator.evWrongOutputType, |
| 4365 | TosaErrorValidator.evWrongInputList, |
| 4366 | TosaErrorValidator.evWrongOutputList, |
| 4367 | TosaErrorValidator.evWrongRank, |
| 4368 | TosaErrorValidator.evBatchMismatch, |
| 4369 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4370 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4371 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4372 | ), |
| 4373 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4374 | "rfft2d": { |
| 4375 | "op": Op.RFFT2D, |
| 4376 | "operands": (1, 0), |
| 4377 | "rank": (3, 3), |
| 4378 | "build_fcn": ( |
| 4379 | build_rfft2d, |
| 4380 | TosaTensorGen.tgRFFT2d, |
| 4381 | TosaTensorValuesGen.tvgDefault, |
| 4382 | TosaArgGen.agNone, |
| 4383 | ), |
| 4384 | "types": [DType.FP32], |
| 4385 | "error_if_validators": ( |
| 4386 | TosaErrorValidator.evWrongInputType, |
| 4387 | TosaErrorValidator.evWrongOutputType, |
| 4388 | TosaErrorValidator.evWrongInputList, |
| 4389 | TosaErrorValidator.evWrongOutputList, |
| 4390 | TosaErrorValidator.evWrongRank, |
| 4391 | TosaErrorValidator.evBatchMismatch, |
| 4392 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4393 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4394 | ), |
| 4395 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4396 | } |
| 4397 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4398 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4399 | class OutputShaper: |
| 4400 | # Methods in this class compute the expected output shape and datatype |
| 4401 | # for common classes of operations |
| 4402 | def __init__(self): |
| 4403 | pass |
| 4404 | |
| 4405 | # These methods return arguments that can be used for |
| 4406 | # creating a new output tensor |
| 4407 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4408 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4409 | if error_name != ErrorIf.RankMismatch: |
| 4410 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4411 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4412 | |
| 4413 | shape = [] |
| 4414 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4415 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4416 | shape.append(b.shape[i]) |
| 4417 | else: |
| 4418 | shape.append(a.shape[i]) |
| 4419 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4420 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4421 | if error_name == ErrorIf.DimensionMismatch: |
| 4422 | shape[fuzz_idx] += 1 |
| 4423 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4424 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4425 | all_dtypes = [ |
| 4426 | DType.INT8, |
| 4427 | DType.INT16, |
| 4428 | DType.INT32, |
| 4429 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4430 | DType.FP16, |
| 4431 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4432 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4433 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4434 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4435 | outputDType = rng.choice(wrong_dtypes) |
| 4436 | else: |
| 4437 | outputDType = a.dtype |
| 4438 | |
| 4439 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4440 | |
| 4441 | @staticmethod |
| 4442 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4443 | assert len(a.shape) == len(b.shape) |
| 4444 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4445 | |
| 4446 | shape = [] |
| 4447 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4448 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4449 | shape.append(a.shape[i]) |
| 4450 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4451 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4452 | |
| 4453 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4454 | def unaryOp(ser, rng, a, error_name=None): |
| 4455 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4456 | all_dtypes = [ |
| 4457 | DType.INT8, |
| 4458 | DType.INT16, |
| 4459 | DType.INT32, |
| 4460 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4461 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4462 | DType.FP16, |
| 4463 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4464 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4465 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4466 | outputDType = rng.choice(wrong_dtypes) |
| 4467 | else: |
| 4468 | outputDType = a.dtype |
| 4469 | |
| 4470 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4471 | |
| 4472 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4473 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4474 | if error_name != ErrorIf.RankMismatch: |
| 4475 | 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] | 4476 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4477 | |
| 4478 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4479 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4480 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4481 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4482 | else: |
| 4483 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4484 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4485 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4486 | if error_name == ErrorIf.DimensionMismatch: |
| 4487 | shape[fuzz_idx] += 1 |
| 4488 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4489 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4490 | all_dtypes = [ |
| 4491 | DType.INT8, |
| 4492 | DType.INT16, |
| 4493 | DType.INT32, |
| 4494 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4495 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4496 | DType.FP16, |
| 4497 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4498 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4499 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4500 | outputDType = rng.choice(wrong_dtypes) |
| 4501 | else: |
| 4502 | outputDType = a.dtype |
| 4503 | |
| 4504 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4505 | |
| 4506 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4507 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4508 | if error_name != ErrorIf.RankMismatch: |
| 4509 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4510 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4511 | |
| 4512 | # Do broadcast |
| 4513 | shape = [] |
| 4514 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4515 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4516 | shape.append(b.shape[i]) |
| 4517 | else: |
| 4518 | shape.append(a.shape[i]) |
| 4519 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4520 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4521 | if error_name == ErrorIf.DimensionMismatch: |
| 4522 | shape[fuzz_idx] += 1 |
| 4523 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4524 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4525 | wrong_dtypes = [ |
| 4526 | DType.INT8, |
| 4527 | DType.INT16, |
| 4528 | DType.INT32, |
| 4529 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4530 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4531 | DType.FP16, |
| 4532 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4533 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4534 | outputDType = rng.choice(wrong_dtypes) |
| 4535 | else: |
| 4536 | outputDType = DType.BOOL |
| 4537 | |
| 4538 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4539 | |
| 4540 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4541 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4542 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4543 | if error_name not in [ |
| 4544 | ErrorIf.AxisSmallerZero, |
| 4545 | ErrorIf.AxisLargerRank, |
| 4546 | ErrorIf.ShapeOfAxisNotOne, |
| 4547 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4548 | shape[axis] = 1 |
| 4549 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4550 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4551 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4552 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4553 | all_dtypes = [ |
| 4554 | DType.INT8, |
| 4555 | DType.INT16, |
| 4556 | DType.INT32, |
| 4557 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4558 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4559 | DType.FP16, |
| 4560 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4561 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4562 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4563 | outputDType = rng.choice(wrong_dtypes) |
| 4564 | else: |
| 4565 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4566 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4567 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4568 | |
| 4569 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4570 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4571 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4572 | |
| 4573 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4574 | del shape[axis] |
| 4575 | |
| 4576 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4577 | remove = rng.choice([True, False]) |
| 4578 | if remove and len(shape) > 1: |
| 4579 | del shape[0] |
| 4580 | else: |
| 4581 | shape.append(1) |
| 4582 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4583 | for i in range(len(shape)): |
| 4584 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4585 | |
| 4586 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4587 | all_dtypes = [ |
| 4588 | DType.INT8, |
| 4589 | DType.INT16, |
| 4590 | DType.INT32, |
| 4591 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4592 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4593 | DType.FP16, |
| 4594 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4595 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4596 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4597 | outputDType = rng.choice(wrong_dtypes) |
| 4598 | else: |
| 4599 | outputDType = DType.INT32 |
| 4600 | |
| 4601 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4602 | |
| 4603 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4604 | def conv2dOp( |
| 4605 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4606 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4607 | |
| 4608 | # IFM: NHWC |
| 4609 | # Filter: OHWI |
| 4610 | # OFM: NHWC |
| 4611 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4612 | h = ( |
| 4613 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4614 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4615 | + padding[0] |
| 4616 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4617 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4618 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4619 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4620 | w = ( |
| 4621 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4622 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4623 | + padding[2] |
| 4624 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4625 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4626 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4627 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4628 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4629 | choices = [1, 2, 3] |
| 4630 | change = rng.choice(choices) |
| 4631 | # increment in multiples of stride to not hit non-integer error case |
| 4632 | if change in [1, 3]: |
| 4633 | h = h + (rng.choice(choices) * strides[0]) |
| 4634 | if change in [2, 3]: |
| 4635 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4636 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4637 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4638 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4639 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4640 | # Pick some potentially correct output dtype if input type is incorrect |
| 4641 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4642 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4643 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4644 | |
| 4645 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4646 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4647 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4648 | else: |
| 4649 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4650 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4651 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4652 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4653 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4654 | |
| 4655 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4656 | def conv3dOp( |
| 4657 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4658 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4659 | |
| 4660 | # IFM: NDHWC |
| 4661 | # Filter: ODHWI |
| 4662 | # OFM: NDHWC |
| 4663 | |
| 4664 | d = ( |
| 4665 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4666 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4667 | + padding[0] |
| 4668 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4669 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4670 | ) // strides[0] + 1 |
| 4671 | |
| 4672 | h = ( |
| 4673 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4674 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4675 | + padding[2] |
| 4676 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4677 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4678 | ) // strides[1] + 1 |
| 4679 | |
| 4680 | w = ( |
| 4681 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4682 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4683 | + padding[4] |
| 4684 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4685 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4686 | ) // strides[2] + 1 |
| 4687 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4688 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4689 | choices = [1, 2, 3, 4] |
| 4690 | change = rng.choice(choices) |
| 4691 | # increment in multiples of stride to not hit non-integer error case |
| 4692 | if change in [1, 4]: |
| 4693 | d = d + (rng.choice(choices) * strides[0]) |
| 4694 | if change in [2, 4]: |
| 4695 | h = h + (rng.choice(choices) * strides[1]) |
| 4696 | if change in [3, 4]: |
| 4697 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4698 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4699 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4700 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4701 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4702 | # Pick some potentially correct output dtype if input type is incorrect |
| 4703 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4704 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4705 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4706 | |
| 4707 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4708 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4709 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4710 | else: |
| 4711 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4712 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4713 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4714 | |
| 4715 | return ser.addOutput(ofm_shape, out_dtype) |
| 4716 | |
| 4717 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4718 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4719 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4720 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4721 | # IFM: NHWC |
| 4722 | # Filter: HWCM |
| 4723 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4724 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4725 | h = ( |
| 4726 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4727 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4728 | + padding[0] |
| 4729 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4730 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4731 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4732 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4733 | w = ( |
| 4734 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4735 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4736 | + padding[2] |
| 4737 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4738 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4739 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4740 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4741 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4742 | choices = [1, 2, 3] |
| 4743 | change = rng.choice(choices) |
| 4744 | # increment in multiples of stride to not hit non-integer error case |
| 4745 | if change in [1, 3]: |
| 4746 | h = h + (rng.choice(choices) * strides[0]) |
| 4747 | if change in [2, 3]: |
| 4748 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4749 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4750 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4751 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4752 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4753 | # Pick some potentially correct output dtype if input type is incorrect |
| 4754 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4755 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4756 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4757 | |
| 4758 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4759 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4760 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4761 | else: |
| 4762 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4763 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4764 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4765 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4766 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4767 | |
| 4768 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4769 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4770 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4771 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4772 | # 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] | 4773 | h = 1 |
| 4774 | w = 1 |
| 4775 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4776 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4777 | 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] | 4778 | |
| 4779 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4780 | choices = [1, 2, 3] |
| 4781 | change = rng.choice(choices) |
| 4782 | # increment in multiples of stride to not hit non-integer error case |
| 4783 | if change in [1, 3]: |
| 4784 | h = h + (rng.choice(choices) * stride[0]) |
| 4785 | if change in [2, 3]: |
| 4786 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4787 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4788 | |
| 4789 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4790 | all_dtypes = [ |
| 4791 | DType.INT8, |
| 4792 | DType.INT16, |
| 4793 | DType.INT32, |
| 4794 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4795 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4796 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4797 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4798 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4799 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4800 | outputDType = rng.choice(wrong_dtypes) |
| 4801 | else: |
| 4802 | outputDType = ifm.dtype |
| 4803 | |
| 4804 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4805 | |
| 4806 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4807 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4808 | # input: N, IC |
| 4809 | # filter: OC, IC |
| 4810 | # output: N, OC |
| 4811 | |
| 4812 | output_shape = [input.shape[0], filter.shape[0]] |
| 4813 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4814 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4815 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4816 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4817 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4818 | |
| 4819 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4820 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4821 | # a: N, H, C |
| 4822 | # b: N, C, W |
| 4823 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4824 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4825 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4826 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4827 | if error_name == ErrorIf.WrongOutputType: |
| 4828 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4829 | incorrect_types = ( |
| 4830 | DType.INT4, |
| 4831 | DType.INT8, |
| 4832 | DType.INT16, |
| 4833 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4834 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4835 | DType.FP16, |
| 4836 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4837 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4838 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4839 | incorrect_types = ( |
| 4840 | DType.INT4, |
| 4841 | DType.INT8, |
| 4842 | DType.INT16, |
| 4843 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4844 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4845 | DType.FP16, |
| 4846 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4847 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4848 | elif ( |
| 4849 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 4850 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4851 | incorrect_types = ( |
| 4852 | DType.INT4, |
| 4853 | DType.INT8, |
| 4854 | DType.INT16, |
| 4855 | DType.INT32, |
| 4856 | DType.INT48, |
| 4857 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4858 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4859 | elif error_name == ErrorIf.WrongInputType: |
| 4860 | # Pick some potentially correct output dtype if input type is incorrect |
| 4861 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4862 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4863 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4864 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4865 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4866 | |
| 4867 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4868 | def concatOp(ser, rng, axis, *a, error_name=None): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4869 | input1 = a[0] |
| 4870 | remaining_inputs = a[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4871 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4872 | # 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] | 4873 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4874 | if not ( |
| 4875 | # unable to concat tensors of different ranks |
| 4876 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4877 | # unable to concat tensors along an invalid axis |
| 4878 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4879 | ): |
| 4880 | for tensor in remaining_inputs: |
| 4881 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4882 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4883 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4884 | output_shape[axis] += rng.integers(5, 10) |
| 4885 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4886 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4887 | all_dtypes = { |
| 4888 | DType.INT8, |
| 4889 | DType.INT16, |
| 4890 | DType.INT32, |
| 4891 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4892 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4893 | DType.FP16, |
| 4894 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4895 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4896 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 4897 | outputDType = rng.choice(wrong_dtypes) |
| 4898 | else: |
| 4899 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4900 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4901 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4902 | |
| 4903 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4904 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4905 | |
| 4906 | output_shape = a.shape.copy() |
| 4907 | |
| 4908 | for i in range(len(output_shape)): |
| 4909 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 4910 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4911 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 4912 | bad_dim = rng.choice(range(len(output_shape))) |
| 4913 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4914 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4915 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4916 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4917 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4918 | all_dtypes = [ |
| 4919 | DType.INT8, |
| 4920 | DType.INT16, |
| 4921 | DType.INT32, |
| 4922 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4923 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4924 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4925 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4926 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4927 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4928 | outputDType = rng.choice(wrong_dtypes) |
| 4929 | else: |
| 4930 | outputDType = a.dtype |
| 4931 | |
| 4932 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4933 | |
| 4934 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4935 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 7935972 | 2023-08-31 18:17:38 +0000 | [diff] [blame] | 4936 | output_shape = [] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4937 | |
| 4938 | if error_name == ErrorIf.WrongOutputType: |
| 4939 | all_dtypes = [ |
| 4940 | DType.INT8, |
| 4941 | DType.INT16, |
| 4942 | DType.INT32, |
| 4943 | DType.INT48, |
| 4944 | DType.FP32, |
| 4945 | DType.FP16, |
| 4946 | DType.BF16, |
| 4947 | ] |
| 4948 | wrong_dtypes = list(set(all_dtypes)) |
| 4949 | outputDType = rng.choice(wrong_dtypes) |
| 4950 | else: |
| 4951 | outputDType = DType.SHAPE |
| 4952 | |
| 4953 | return ser.addOutput(output_shape, outputDType) |
| 4954 | |
| 4955 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4956 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4957 | output_shape = shape.copy() |
| 4958 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4959 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4960 | for i in range(len(output_shape)): |
| 4961 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 4962 | |
| 4963 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4964 | all_dtypes = [ |
| 4965 | DType.INT8, |
| 4966 | DType.INT16, |
| 4967 | DType.INT32, |
| 4968 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4969 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4970 | DType.FP16, |
| 4971 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4972 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4973 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4974 | outputDType = rng.choice(wrong_dtypes) |
| 4975 | else: |
| 4976 | outputDType = a.dtype |
| 4977 | |
| 4978 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4979 | |
| 4980 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4981 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4982 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4983 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4984 | all_dtypes = [ |
| 4985 | DType.INT8, |
| 4986 | DType.INT16, |
| 4987 | DType.INT32, |
| 4988 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4989 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4990 | DType.FP16, |
| 4991 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4992 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4993 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4994 | outputDType = rng.choice(wrong_dtypes) |
| 4995 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4996 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4997 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4998 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4999 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5000 | for index in range(len(output_shape)): |
| 5001 | if output_shape[index] <= 2: |
| 5002 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5003 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5004 | output_shape[index] = output_shape[index] + rng.choice( |
| 5005 | [-2, -1, 1, 2] |
| 5006 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5007 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5008 | output_shape = input.shape.copy() |
| 5009 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5010 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5011 | |
| 5012 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5013 | |
| 5014 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5015 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5016 | |
| 5017 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5018 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5019 | |
| 5020 | for i in range(len(output_shape)): |
| 5021 | output_shape[i] = a.shape[i] * multiples[i] |
| 5022 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5023 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5024 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5025 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5026 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5027 | all_dtypes = [ |
| 5028 | DType.INT8, |
| 5029 | DType.INT16, |
| 5030 | DType.INT32, |
| 5031 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5032 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5033 | DType.FP16, |
| 5034 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5035 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5036 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5037 | outputDType = rng.choice(wrong_dtypes) |
| 5038 | else: |
| 5039 | outputDType = a.dtype |
| 5040 | |
| 5041 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5042 | |
| 5043 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5044 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5045 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5046 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5047 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5048 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5049 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5050 | for i in range(len(output_shape)): |
| 5051 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5052 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5053 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5054 | for i in range(len(output_shape)): |
| 5055 | output_shape[i] += rng.integers(1, 10) |
| 5056 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5057 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5058 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5059 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5060 | all_dtypes = [ |
| 5061 | DType.INT8, |
| 5062 | DType.INT16, |
| 5063 | DType.INT32, |
| 5064 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5065 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5066 | DType.FP16, |
| 5067 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5068 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5069 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5070 | outputDType = rng.choice(wrong_dtypes) |
| 5071 | else: |
| 5072 | outputDType = a.dtype |
| 5073 | |
| 5074 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5075 | |
| 5076 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5077 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5078 | if error_name != ErrorIf.WrongRank: |
| 5079 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5080 | assert len(indices.shape) == 2 |
| 5081 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5082 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5083 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5084 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5085 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5086 | all_dtypes = [ |
| 5087 | DType.INT8, |
| 5088 | DType.INT16, |
| 5089 | DType.INT32, |
| 5090 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5091 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5092 | DType.FP16, |
| 5093 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5094 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5095 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5096 | outputDType = rng.choice(wrong_dtypes) |
| 5097 | else: |
| 5098 | outputDType = values.dtype |
| 5099 | |
| 5100 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5101 | |
| 5102 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5103 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5104 | if error_name != ErrorIf.WrongRank: |
| 5105 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5106 | assert len(indices.shape) == 2 |
| 5107 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5108 | assert values_in.shape[0] == indices.shape[0] # N |
| 5109 | assert input.shape[1] == indices.shape[1] # W |
| 5110 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5111 | |
| 5112 | output_shape = values_in.shape |
| 5113 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5114 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5115 | all_dtypes = [ |
| 5116 | DType.INT8, |
| 5117 | DType.INT16, |
| 5118 | DType.INT32, |
| 5119 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5120 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5121 | DType.FP16, |
| 5122 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5123 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5124 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5125 | outputDType = rng.choice(wrong_dtypes) |
| 5126 | else: |
| 5127 | outputDType = values_in.dtype |
| 5128 | |
| 5129 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5130 | |
| 5131 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5132 | def tableOp(ser, rng, input, error_name=None): |
| 5133 | # Same shape as the input, dtype dependent on input dtype |
| 5134 | if error_name != ErrorIf.WrongInputType: |
| 5135 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5136 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5137 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5138 | wrong_dtypes = [ |
| 5139 | DType.INT8, |
| 5140 | DType.INT16, |
| 5141 | DType.INT32, |
| 5142 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5143 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5144 | DType.FP16, |
| 5145 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5146 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5147 | wrong_dtypes.remove(output_dtype) |
| 5148 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5149 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5150 | |
| 5151 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5152 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5153 | serializer, |
| 5154 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5155 | input, |
| 5156 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5157 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5158 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5159 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5160 | input_dtype, |
| 5161 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5162 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5163 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5164 | # Calculate OH, OW |
| 5165 | scale_y_n = scale[0] |
| 5166 | scale_y_d = scale[1] |
| 5167 | scale_x_n = scale[2] |
| 5168 | scale_x_d = scale[3] |
| 5169 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5170 | scale_y_n = max(scale_y_n, 1) |
| 5171 | scale_y_d = max(scale_y_d, 1) |
| 5172 | scale_x_n = max(scale_x_n, 1) |
| 5173 | scale_x_d = max(scale_x_d, 1) |
| 5174 | |
| 5175 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5176 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5177 | |
| 5178 | if error_name is not None: |
| 5179 | # Make sure the output tensor is valid, which can occur when |
| 5180 | # scale, offset or border have been changed for ERROR_IFs |
| 5181 | oh = max(oh, 1) |
| 5182 | ow = max(ow, 1) |
| 5183 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5184 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5185 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5186 | |
| 5187 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5188 | choices = [1, 2, 3] |
| 5189 | change = rng.choice(choices) |
| 5190 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5191 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5192 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5193 | oh -= scale_y_d |
| 5194 | assert oh > 0 # Should have been caught in agResize |
| 5195 | else: |
| 5196 | oh += scale_y_d |
| 5197 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5198 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5199 | ow -= scale_x_d |
| 5200 | assert ow > 0 # Should have been caught in agResize |
| 5201 | else: |
| 5202 | ow += scale_x_d |
| 5203 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5204 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5205 | output_dims = [ |
| 5206 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5207 | oh, |
| 5208 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5209 | input.shape[0], |
| 5210 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5211 | elif error_name == ErrorIf.BatchMismatch: |
| 5212 | output_dims = [ |
| 5213 | input.shape[0] + rng.integers(1, 10), |
| 5214 | oh, |
| 5215 | ow, |
| 5216 | input.shape[3], |
| 5217 | ] |
| 5218 | elif error_name == ErrorIf.ChannelMismatch: |
| 5219 | output_dims = [ |
| 5220 | input.shape[0], |
| 5221 | oh, |
| 5222 | ow, |
| 5223 | input.shape[3] + rng.integers(1, 10), |
| 5224 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5225 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5226 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5227 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5228 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5229 | |
| 5230 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5231 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5232 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5233 | |
| 5234 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5235 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5236 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5237 | choices = [1, 2, 3] |
| 5238 | change = rng.choice(choices) |
| 5239 | if change in [1, 3]: |
| 5240 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5241 | if change in [2, 3]: |
| 5242 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5243 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5244 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5245 | # Pick some potentially correct output dtype if input type is incorrect |
| 5246 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5247 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5248 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5249 | |
| 5250 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5251 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5252 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5253 | else: |
| 5254 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5255 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5256 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5257 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5258 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5259 | |
| 5260 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5261 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5262 | outputs = [] |
| 5263 | |
| 5264 | assert ifm1.dtype == ifm2.dtype |
| 5265 | input_dtype = ifm1.dtype |
| 5266 | |
| 5267 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5268 | assert ifm1.shape == ifm2.shape |
| 5269 | |
| 5270 | input_shape = ifm1.shape |
| 5271 | if error_name != ErrorIf.WrongRank: |
| 5272 | assert len(input_shape) == 3 |
| 5273 | |
| 5274 | output_shape = input_shape.copy() |
| 5275 | output_dtype = input_dtype |
| 5276 | |
| 5277 | if error_name == ErrorIf.WrongOutputType: |
| 5278 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5279 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5280 | output_dtype = rng.choice(wrong_dtypes) |
| 5281 | elif error_name == ErrorIf.BatchMismatch: |
| 5282 | output_shape[0] += rng.integers(1, 10) |
| 5283 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5284 | modify_dim = rng.choice([1, 2]) |
| 5285 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5286 | |
| 5287 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5288 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5289 | return outputs |
| 5290 | |
| 5291 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5292 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5293 | outputs = [] |
| 5294 | |
| 5295 | input_shape = value.shape |
| 5296 | if error_name != ErrorIf.WrongRank: |
| 5297 | assert len(input_shape) == 3 |
| 5298 | |
| 5299 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5300 | |
| 5301 | output_dtype = value.dtype |
| 5302 | if error_name == ErrorIf.WrongOutputType: |
| 5303 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5304 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5305 | output_dtype = rng.choice(wrong_dtypes) |
| 5306 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5307 | output_shape[0] += rng.integers(1, 10) |
| 5308 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5309 | modify_dim = rng.choice([1, 2]) |
| 5310 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5311 | |
| 5312 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5313 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5314 | return outputs |