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 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 406 | def build_binary_broadcast( |
| 407 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 408 | ): |
| 409 | assert len(inputs) == 2 |
| 410 | a, b = inputs |
| 411 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 412 | self.ser, self.rng, a, b, error_name |
| 413 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 414 | |
| 415 | # Invalidate Input/Output list for error if checks. |
| 416 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 417 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 418 | pCount, cCount = op["operands"] |
| 419 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 420 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 421 | self, error_name, input_list, output_list |
| 422 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 423 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 424 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 425 | self.ser, |
| 426 | validator_fcns, |
| 427 | error_name, |
| 428 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 429 | input1=a, |
| 430 | input2=b, |
| 431 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 432 | output_dtype=result_tensor.dtype, |
| 433 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 434 | input_list=input_list, |
| 435 | output_list=output_list, |
| 436 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 437 | ): |
| 438 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 439 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 440 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 441 | |
| 442 | if op["op"] == Op.POW: |
| 443 | # TODO - add compliance support |
| 444 | compliance = None |
| 445 | else: |
| 446 | compliance = self.tensorComplianceMetaData( |
| 447 | op, a.dtype, args_dict, result_tensor, error_name |
| 448 | ) |
| 449 | |
| 450 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 451 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 452 | 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] | 453 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 454 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 455 | return result_tens |
| 456 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 457 | def build_arithmetic_right_shift( |
| 458 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 459 | ): |
| 460 | result_tens = OutputShaper.binaryBroadcastOp( |
| 461 | self.ser, self.rng, a, b, error_name |
| 462 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 463 | |
| 464 | # Invalidate Input/Output list for error if checks. |
| 465 | input_list = [a.name, b.name] |
| 466 | output_list = [result_tens.name] |
| 467 | pCount, cCount = op["operands"] |
| 468 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 469 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 470 | self, error_name, input_list, output_list |
| 471 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 472 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 473 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 474 | self.ser, |
| 475 | validator_fcns, |
| 476 | error_name, |
| 477 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 478 | input1=a, |
| 479 | input2=b, |
| 480 | input_dtype=a.dtype, |
| 481 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 482 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 483 | input_list=input_list, |
| 484 | output_list=output_list, |
| 485 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 486 | ): |
| 487 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 488 | |
| 489 | attr = ts.TosaSerializerAttribute() |
| 490 | attr.ArithmeticRightShiftAttribute(round) |
| 491 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 492 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 493 | return result_tens |
| 494 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 495 | def build_mul( |
| 496 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 497 | ): |
| 498 | assert len(inputs) == 2 |
| 499 | a, b = inputs |
| 500 | shift = args_dict["shift"] |
| 501 | |
| 502 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 503 | self.ser, self.rng, a, b, error_name |
| 504 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 505 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 506 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 507 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 508 | result_tensor.setDtype(DType.INT32) |
| 509 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 510 | if error_name == ErrorIf.WrongOutputType: |
| 511 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 512 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 513 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 514 | |
| 515 | # Invalidate Input/Output list for error if checks. |
| 516 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 517 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 518 | pCount, cCount = op["operands"] |
| 519 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 520 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 521 | self, error_name, input_list, output_list |
| 522 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 523 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 524 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 525 | self.ser, |
| 526 | validator_fcns, |
| 527 | error_name, |
| 528 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 529 | input1=a, |
| 530 | input2=b, |
| 531 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 532 | output_dtype=result_tensor.dtype, |
| 533 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 534 | input_list=input_list, |
| 535 | output_list=output_list, |
| 536 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 537 | ): |
| 538 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 539 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 540 | attr = ts.TosaSerializerAttribute() |
| 541 | attr.MulAttribute(shift) |
| 542 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 543 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 544 | |
| 545 | compliance = self.tensorComplianceMetaData( |
| 546 | op, a.dtype, args_dict, result_tensor, error_name |
| 547 | ) |
| 548 | |
| 549 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 550 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 551 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 552 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 553 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 554 | attr = ts.TosaSerializerAttribute() |
| 555 | attr.TableAttribute(table) |
| 556 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 557 | # Invalidate Input/Output list for error if checks. |
| 558 | input_list = [a.name] |
| 559 | output_list = [result_tens.name] |
| 560 | pCount, cCount = op["operands"] |
| 561 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 562 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 563 | self, error_name, input_list, output_list |
| 564 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 565 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 566 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 567 | self.ser, |
| 568 | validator_fcns, |
| 569 | error_name, |
| 570 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 571 | input_shape=a.shape, |
| 572 | input_dtype=a.dtype, |
| 573 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 574 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 575 | input_list=input_list, |
| 576 | output_list=output_list, |
| 577 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 578 | ): |
| 579 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 580 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 581 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 582 | |
| 583 | return result_tens |
| 584 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 585 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 586 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 587 | |
| 588 | # Invalidate Input/Output list for error if checks. |
| 589 | input_list = [cond.name, a.name, b.name] |
| 590 | output_list = [result_tens.name] |
| 591 | pCount, cCount = op["operands"] |
| 592 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 593 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 594 | self, error_name, input_list, output_list |
| 595 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 596 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 597 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 598 | self.ser, |
| 599 | validator_fcns, |
| 600 | error_name, |
| 601 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 602 | input1=cond, |
| 603 | input2=a, |
| 604 | input3=b, |
| 605 | input_shape=a.shape, |
| 606 | input_dtype=a.dtype, |
| 607 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 608 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 609 | input_list=input_list, |
| 610 | output_list=output_list, |
| 611 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 612 | ): |
| 613 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 614 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 615 | self.ser.addOperator( |
| 616 | op["op"], |
| 617 | input_list, |
| 618 | output_list, |
| 619 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 620 | return result_tens |
| 621 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 622 | 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] | 623 | result_tens = OutputShaper.binaryComparisonOp( |
| 624 | self.ser, self.rng, a, b, error_name |
| 625 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 626 | |
| 627 | # Invalidate Input/Output list for error if checks. |
| 628 | input_list = [a.name, b.name] |
| 629 | output_list = [result_tens.name] |
| 630 | pCount, cCount = op["operands"] |
| 631 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 632 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 633 | self, error_name, input_list, output_list |
| 634 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 635 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 636 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 637 | self.ser, |
| 638 | validator_fcns, |
| 639 | error_name, |
| 640 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 641 | input1=a, |
| 642 | input2=b, |
| 643 | input_shape=a.shape, |
| 644 | input_dtype=a.dtype, |
| 645 | output_shape=result_tens.shape, |
| 646 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 647 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 648 | input_list=input_list, |
| 649 | output_list=output_list, |
| 650 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 651 | ): |
| 652 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 653 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 654 | self.ser.addOperator( |
| 655 | op["op"], |
| 656 | input_list, |
| 657 | output_list, |
| 658 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 659 | return result_tens |
| 660 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 661 | def build_argmax( |
| 662 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 663 | ): |
| 664 | assert len(inputs) == 1 |
| 665 | a = inputs[0] |
| 666 | axis = args_dict["axis"] |
| 667 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 668 | |
| 669 | # Invalidate Input/Output list for error if checks. |
| 670 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 671 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 672 | pCount, cCount = op["operands"] |
| 673 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 674 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 675 | self, error_name, input_list, output_list |
| 676 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 677 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 678 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 679 | self.ser, |
| 680 | validator_fcns, |
| 681 | error_name, |
| 682 | op=op, |
| 683 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 684 | input_shape=a.shape, |
| 685 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 686 | output_shape=result_tensor.shape, |
| 687 | output_dtype=result_tensor.dtype, |
| 688 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 689 | input_list=input_list, |
| 690 | output_list=output_list, |
| 691 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 692 | ): |
| 693 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 694 | |
| 695 | attr = ts.TosaSerializerAttribute() |
| 696 | attr.AxisAttribute(axis) |
| 697 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 698 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 699 | |
| 700 | compliance = self.tensorComplianceMetaData( |
| 701 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 702 | ) |
| 703 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 704 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 705 | def build_pool2d( |
| 706 | self, |
| 707 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 708 | inputs, |
| 709 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 710 | validator_fcns=None, |
| 711 | error_name=None, |
| 712 | qinfo=None, |
| 713 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 714 | assert len(inputs) == 1 |
| 715 | input = inputs[0] |
| 716 | # max_pool has no accum_dtype |
| 717 | accum_dtype = ( |
| 718 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 719 | ) |
| 720 | stride = args_dict["stride"] |
| 721 | pad = args_dict["pad"] |
| 722 | kernel = args_dict["kernel"] |
| 723 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 724 | result_tens = OutputShaper.pool2dOp( |
| 725 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 726 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 727 | |
| 728 | # Ensure new output type has correct qinfo |
| 729 | if error_name == ErrorIf.WrongInputType: |
| 730 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 731 | qinfo = [ |
| 732 | TosaQuantGen.getZeroPoint(self, input.dtype), |
| 733 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 734 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 735 | |
| 736 | # Invalidate Input/Output list for error if checks. |
| 737 | input_list = [input.name] |
| 738 | output_list = [result_tens.name] |
| 739 | pCount, cCount = op["operands"] |
| 740 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 741 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 742 | self, error_name, input_list, output_list |
| 743 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 744 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 745 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 746 | self.ser, |
| 747 | validator_fcns, |
| 748 | error_name, |
| 749 | op=op, |
| 750 | input_shape=input.shape, |
| 751 | input_dtype=input.dtype, |
| 752 | output_shape=result_tens.shape, |
| 753 | output_dtype=result_tens.dtype, |
| 754 | kernel=kernel, |
| 755 | stride=stride, |
| 756 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 757 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 758 | result_tensors=[result_tens], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 759 | input_list=input_list, |
| 760 | output_list=output_list, |
| 761 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 762 | ): |
| 763 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 764 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 765 | if qinfo is None: |
| 766 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 767 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 768 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 769 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 770 | |
| 771 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 772 | return result_tens |
| 773 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 774 | def build_maxpool2d( |
| 775 | self, |
| 776 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 777 | inputs, |
| 778 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 779 | validator_fcns=None, |
| 780 | error_name=None, |
| 781 | qinfo=None, |
| 782 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 783 | result_tensor = self.build_pool2d( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 784 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 785 | inputs, |
| 786 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 787 | validator_fcns, |
| 788 | error_name, |
| 789 | qinfo, |
| 790 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 791 | compliance = self.tensorComplianceMetaData( |
| 792 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 793 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 794 | |
| 795 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 796 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 797 | def build_conv2d( |
| 798 | self, |
| 799 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 800 | inputs, |
| 801 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 802 | validator_fcns=None, |
| 803 | error_name=None, |
| 804 | qinfo=None, |
| 805 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 806 | assert len(inputs) == 3 |
| 807 | ifm, filter, bias = inputs |
| 808 | accum_dtype = args_dict["acc_type"] |
| 809 | strides = args_dict["stride"] |
| 810 | padding = args_dict["pad"] |
| 811 | dilations = args_dict["dilation"] |
| 812 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 813 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 814 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 815 | self.ser, |
| 816 | self.rng, |
| 817 | ifm, |
| 818 | filter, |
| 819 | accum_dtype, |
| 820 | strides, |
| 821 | padding, |
| 822 | dilations, |
| 823 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 824 | ) |
| 825 | |
| 826 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 827 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 828 | DType.INT8, |
| 829 | DType.UINT8, |
| 830 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 831 | qinfo = [ |
| 832 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 833 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 834 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 835 | |
| 836 | # Invalidate Input/Output list for error_if checks. |
| 837 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 838 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 839 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 840 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 841 | self, error_name, input_list, output_list |
| 842 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 843 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 844 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 845 | self.ser, |
| 846 | validator_fcns, |
| 847 | error_name, |
| 848 | op=op, |
| 849 | input_dtype=ifm.dtype, |
| 850 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 851 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 852 | qinfo=qinfo, |
| 853 | input_list=input_list, |
| 854 | num_operands=num_operands, |
| 855 | output_list=output_list, |
| 856 | pad=padding, |
| 857 | stride=strides, |
| 858 | dilation=dilations, |
| 859 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 860 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 861 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 862 | ): |
| 863 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 864 | |
| 865 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 866 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 867 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 868 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 869 | |
| 870 | compliance = self.tensorComplianceMetaData( |
| 871 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 872 | ) |
| 873 | |
| 874 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 875 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 876 | def build_conv3d( |
| 877 | self, |
| 878 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 879 | inputs, |
| 880 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 881 | validator_fcns=None, |
| 882 | error_name=None, |
| 883 | qinfo=None, |
| 884 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 885 | assert len(inputs) == 3 |
| 886 | ifm, filter, bias = inputs |
| 887 | accum_dtype = args_dict["acc_type"] |
| 888 | strides = args_dict["stride"] |
| 889 | padding = args_dict["pad"] |
| 890 | dilations = args_dict["dilation"] |
| 891 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 892 | assert len(padding) == 6 |
| 893 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 894 | self.ser, |
| 895 | self.rng, |
| 896 | ifm, |
| 897 | filter, |
| 898 | accum_dtype, |
| 899 | strides, |
| 900 | padding, |
| 901 | dilations, |
| 902 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 903 | ) |
| 904 | |
| 905 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 906 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 907 | DType.INT8, |
| 908 | DType.UINT8, |
| 909 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 910 | qinfo = [ |
| 911 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 912 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 913 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 914 | |
| 915 | # Invalidate Input/Output list for error_if checks. |
| 916 | input_list = [ifm.name, filter.name, bias.name] |
| 917 | output_list = [result_tens.name] |
| 918 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 919 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 920 | self, error_name, input_list, output_list |
| 921 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 922 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 923 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 924 | self.ser, |
| 925 | validator_fcns, |
| 926 | error_name, |
| 927 | op=op, |
| 928 | input_dtype=ifm.dtype, |
| 929 | weight_dtype=filter.dtype, |
| 930 | output_dtype=result_tens.dtype, |
| 931 | qinfo=qinfo, |
| 932 | input_list=input_list, |
| 933 | num_operands=num_operands, |
| 934 | output_list=output_list, |
| 935 | pad=padding, |
| 936 | stride=strides, |
| 937 | dilation=dilations, |
| 938 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 939 | weight_shape=filter.shape, |
| 940 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 941 | ): |
| 942 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 943 | |
| 944 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 945 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 946 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 947 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 948 | return result_tens |
| 949 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 950 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 951 | self, |
| 952 | op, |
| 953 | ifm, |
| 954 | filter, |
| 955 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 956 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 957 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 958 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 959 | output_shape, |
| 960 | validator_fcns=None, |
| 961 | error_name=None, |
| 962 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 963 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 964 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 965 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 966 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 967 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 968 | |
| 969 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 970 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 971 | DType.INT8, |
| 972 | DType.UINT8, |
| 973 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 974 | qinfo = [ |
| 975 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 976 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 977 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 978 | |
| 979 | # Invalidate Input/Output list for error_if checks. |
| 980 | input_list = [ifm.name, filter.name, bias.name] |
| 981 | output_list = [result_tens.name] |
| 982 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 983 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 984 | self, error_name, input_list, output_list |
| 985 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 986 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 987 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 988 | self.ser, |
| 989 | validator_fcns, |
| 990 | error_name, |
| 991 | op=op, |
| 992 | input_dtype=ifm.dtype, |
| 993 | weight_dtype=filter.dtype, |
| 994 | output_dtype=result_tens.dtype, |
| 995 | qinfo=qinfo, |
| 996 | input_list=input_list, |
| 997 | num_operands=num_operands, |
| 998 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 999 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1000 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1001 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1002 | weight_shape=filter.shape, |
| 1003 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1004 | ): |
| 1005 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1006 | |
| 1007 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1008 | attr.TransposeConvAttribute(out_pad, stride, output_shape, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1009 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1010 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1011 | return result_tens |
| 1012 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1013 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1014 | self, |
| 1015 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1016 | inputs, |
| 1017 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1018 | validator_fcns=None, |
| 1019 | error_name=None, |
| 1020 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1021 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1022 | assert len(inputs) == 3 |
| 1023 | ifm, filter, bias = inputs |
| 1024 | accum_dtype = args_dict["acc_type"] |
| 1025 | strides = args_dict["stride"] |
| 1026 | padding = args_dict["pad"] |
| 1027 | dilations = args_dict["dilation"] |
| 1028 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1029 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1030 | self.ser, |
| 1031 | self.rng, |
| 1032 | ifm, |
| 1033 | filter, |
| 1034 | accum_dtype, |
| 1035 | strides, |
| 1036 | padding, |
| 1037 | dilations, |
| 1038 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1039 | ) |
| 1040 | |
| 1041 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1042 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1043 | DType.INT8, |
| 1044 | DType.UINT8, |
| 1045 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1046 | qinfo = [ |
| 1047 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 1048 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 1049 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1050 | |
| 1051 | # Invalidate Input/Output list for error_if checks. |
| 1052 | input_list = [ifm.name, filter.name, bias.name] |
| 1053 | output_list = [result_tens.name] |
| 1054 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1055 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1056 | self, error_name, input_list, output_list |
| 1057 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1058 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1059 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1060 | self.ser, |
| 1061 | validator_fcns, |
| 1062 | error_name, |
| 1063 | op=op, |
| 1064 | input_dtype=ifm.dtype, |
| 1065 | weight_dtype=filter.dtype, |
| 1066 | output_dtype=result_tens.dtype, |
| 1067 | qinfo=qinfo, |
| 1068 | input_list=input_list, |
| 1069 | num_operands=num_operands, |
| 1070 | output_list=output_list, |
| 1071 | pad=padding, |
| 1072 | stride=strides, |
| 1073 | dilation=dilations, |
| 1074 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1075 | weight_shape=filter.shape, |
| 1076 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1077 | ): |
| 1078 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1079 | |
| 1080 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1081 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1082 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1083 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1084 | return result_tens |
| 1085 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1086 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1087 | self, |
| 1088 | op, |
| 1089 | ifm, |
| 1090 | filter, |
| 1091 | bias, |
| 1092 | accum_dtype, |
| 1093 | validator_fcns=None, |
| 1094 | error_name=None, |
| 1095 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1096 | ): |
| 1097 | result_tens = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1098 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1099 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1100 | |
| 1101 | # Invalidate Input/Output list for error if checks. |
| 1102 | input_list = [ifm.name, filter.name, bias.name] |
| 1103 | output_list = [result_tens.name] |
| 1104 | pCount, cCount = op["operands"] |
| 1105 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1106 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1107 | self, error_name, input_list, output_list |
| 1108 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1109 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1110 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1111 | self.ser, |
| 1112 | validator_fcns, |
| 1113 | error_name, |
| 1114 | op=op, |
| 1115 | input_shape=ifm.shape, |
| 1116 | input_dtype=ifm.dtype, |
| 1117 | weight_dtype=filter.dtype, |
| 1118 | output_shape=result_tens.shape, |
| 1119 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1120 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1121 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1122 | input_list=input_list, |
| 1123 | output_list=output_list, |
| 1124 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1125 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1126 | ): |
| 1127 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1128 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1129 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1130 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1131 | |
| 1132 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1133 | return result_tens |
| 1134 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1135 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1136 | 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] | 1137 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1138 | assert len(inputs) == 2 |
| 1139 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1140 | accum_dtype = args_dict["acc_type"] |
| 1141 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1142 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1143 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1144 | |
| 1145 | # Invalidate Input/Output list for error if checks. |
| 1146 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1147 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1148 | pCount, cCount = op["operands"] |
| 1149 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1150 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1151 | self, error_name, input_list, output_list |
| 1152 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1153 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1154 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1155 | self.ser, |
| 1156 | validator_fcns, |
| 1157 | error_name, |
| 1158 | op=op, |
| 1159 | input_shape=a.shape, |
| 1160 | input_dtype=a.dtype, |
| 1161 | input2_shape=b.shape, |
| 1162 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1163 | output_shape=result_tensor.shape, |
| 1164 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1165 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1166 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1167 | input_list=input_list, |
| 1168 | output_list=output_list, |
| 1169 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1170 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1171 | ): |
| 1172 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1173 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1174 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1175 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1176 | |
| 1177 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1178 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1179 | compliance = self.tensorComplianceMetaData( |
| 1180 | op, a.dtype, args_dict, result_tensor, error_name |
| 1181 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1182 | |
| 1183 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1184 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1185 | def build_reduce( |
| 1186 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1187 | ): |
| 1188 | assert len(inputs) == 1 |
| 1189 | a = inputs[0] |
| 1190 | axis = args_dict["axis"] |
| 1191 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1192 | |
| 1193 | # Invalidate Input/Output list for error if checks. |
| 1194 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1195 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1196 | pCount, cCount = op["operands"] |
| 1197 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1198 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1199 | self, error_name, input_list, output_list |
| 1200 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1201 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1202 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1203 | self.ser, |
| 1204 | validator_fcns, |
| 1205 | error_name, |
| 1206 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1207 | axis=axis, |
| 1208 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1209 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1210 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1211 | output_dtype=result_tensor.dtype, |
| 1212 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1213 | input_list=input_list, |
| 1214 | output_list=output_list, |
| 1215 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1216 | ): |
| 1217 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1218 | |
| 1219 | attr = ts.TosaSerializerAttribute() |
| 1220 | attr.AxisAttribute(axis) |
| 1221 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1222 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1223 | |
| 1224 | if op["op"] == Op.REDUCE_PRODUCT: |
| 1225 | # TODO: Add compliance support! |
| 1226 | compliance = None |
| 1227 | else: |
| 1228 | compliance = self.tensorComplianceMetaData( |
| 1229 | op, a.dtype, args_dict, result_tensor, error_name |
| 1230 | ) |
| 1231 | |
| 1232 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1233 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1234 | def build_clamp(self, op, a, validator_fcns=None, error_name=None): |
| 1235 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1236 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1237 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1238 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1239 | if error_name == ErrorIf.MaxSmallerMin: |
| 1240 | # Make sure the numbers are different to invoke this error |
| 1241 | while v[0] == v[1]: |
| 1242 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1243 | max_val = min(v) |
| 1244 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1245 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1246 | max_val = max(v) |
| 1247 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1248 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1249 | # Invalidate Input/Output list for error if checks. |
| 1250 | input_list = [a.name] |
| 1251 | output_list = [result_tens.name] |
| 1252 | pCount, cCount = op["operands"] |
| 1253 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1254 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1255 | self, error_name, input_list, output_list |
| 1256 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1257 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1258 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1259 | self.ser, |
| 1260 | validator_fcns, |
| 1261 | error_name, |
| 1262 | op=op, |
| 1263 | max_val=max_val, |
| 1264 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1265 | input_shape=a.shape, |
| 1266 | output_shape=result_tens.shape, |
| 1267 | input_dtype=a.dtype, |
| 1268 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1269 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1270 | input_list=input_list, |
| 1271 | output_list=output_list, |
| 1272 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1273 | ): |
| 1274 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1275 | |
| 1276 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1277 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1278 | if a.dtype == DType.FP16: |
| 1279 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1280 | min_val = min_val.astype(np.float32) |
| 1281 | max_val = max_val.astype(np.float32) |
| 1282 | |
| 1283 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1284 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1285 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1286 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1287 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1288 | return result_tens |
| 1289 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1290 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1291 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1292 | attr = ts.TosaSerializerAttribute() |
| 1293 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1294 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1295 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1296 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1297 | return result_tens |
| 1298 | |
| 1299 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1300 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1301 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1302 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1303 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1304 | return result_tens |
| 1305 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1306 | def build_sigmoid(self, op, a, validator_fcns=None, error_name=None): |
| 1307 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1308 | |
| 1309 | # Invalidate Input/Output list for error if checks. |
| 1310 | input_list = [a.name] |
| 1311 | output_list = [result_tens.name] |
| 1312 | pCount, cCount = op["operands"] |
| 1313 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1314 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1315 | self, error_name, input_list, output_list |
| 1316 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1317 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1318 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1319 | self.ser, |
| 1320 | validator_fcns, |
| 1321 | error_name, |
| 1322 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1323 | input_shape=a.shape, |
| 1324 | output_shape=result_tens.shape, |
| 1325 | input_dtype=a.dtype, |
| 1326 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1327 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1328 | input_list=input_list, |
| 1329 | output_list=output_list, |
| 1330 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1331 | ): |
| 1332 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1333 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1334 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1335 | return result_tens |
| 1336 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1337 | def build_tanh(self, op, a, validator_fcns=None, error_name=None): |
| 1338 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1339 | |
| 1340 | # Invalidate Input/Output list for error if checks. |
| 1341 | input_list = [a.name] |
| 1342 | output_list = [result_tens.name] |
| 1343 | pCount, cCount = op["operands"] |
| 1344 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1345 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1346 | self, error_name, input_list, output_list |
| 1347 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1348 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1349 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1350 | self.ser, |
| 1351 | validator_fcns, |
| 1352 | error_name, |
| 1353 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1354 | input_shape=a.shape, |
| 1355 | output_shape=result_tens.shape, |
| 1356 | input_dtype=a.dtype, |
| 1357 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1358 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1359 | input_list=input_list, |
| 1360 | output_list=output_list, |
| 1361 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1362 | ): |
| 1363 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1364 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1365 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1366 | return result_tens |
| 1367 | |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1368 | def build_erf(self, op, a, validator_fcns=None, error_name=None): |
| 1369 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1370 | |
| 1371 | # Invalidate Input/Output list for error if checks. |
| 1372 | input_list = [a.name] |
| 1373 | output_list = [result_tens.name] |
| 1374 | pCount, cCount = op["operands"] |
| 1375 | num_operands = pCount + cCount |
| 1376 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1377 | self, error_name, input_list, output_list |
| 1378 | ) |
| 1379 | |
| 1380 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1381 | self.ser, |
| 1382 | validator_fcns, |
| 1383 | error_name, |
| 1384 | op=op, |
| 1385 | input_shape=a.shape, |
| 1386 | output_shape=result_tens.shape, |
| 1387 | input_dtype=a.dtype, |
| 1388 | output_dtype=result_tens.dtype, |
| 1389 | result_tensors=[result_tens], |
| 1390 | input_list=input_list, |
| 1391 | output_list=output_list, |
| 1392 | num_operands=num_operands, |
| 1393 | ): |
| 1394 | return None |
| 1395 | |
| 1396 | self.ser.addOperator(op["op"], input_list, output_list) |
| 1397 | return result_tens |
| 1398 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1399 | def build_concat( |
| 1400 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1401 | ): |
| 1402 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1403 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1404 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1405 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1406 | result_tensor = OutputShaper.concatOp( |
| 1407 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1408 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1409 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1410 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1411 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1412 | input_tensor_names.append(tensor.name) |
| 1413 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1414 | # Invalidate Input/Output list for error if checks. |
| 1415 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1416 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1417 | pCount, cCount = op["operands"] |
| 1418 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1419 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1420 | self, error_name, input_list, output_list |
| 1421 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1422 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1423 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1424 | self.ser, |
| 1425 | validator_fcns, |
| 1426 | error_name, |
| 1427 | op=op, |
| 1428 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1429 | input_shape=inputs[0].shape, |
| 1430 | output_shape=result_tensor.shape, |
| 1431 | input_dtype=inputs[0].dtype, |
| 1432 | output_dtype=result_tensor.dtype, |
| 1433 | inputs=inputs, |
| 1434 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1435 | input_list=input_list, |
| 1436 | output_list=output_list, |
| 1437 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1438 | ): |
| 1439 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1440 | |
| 1441 | attr = ts.TosaSerializerAttribute() |
| 1442 | attr.AxisAttribute(axis) |
| 1443 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1444 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1445 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1446 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1447 | def build_pad( |
| 1448 | self, |
| 1449 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1450 | inputs, |
| 1451 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1452 | validator_fcns=None, |
| 1453 | error_name=None, |
| 1454 | qinfo=None, |
| 1455 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1456 | assert len(inputs) == 1 |
| 1457 | a = inputs[0] |
| 1458 | padding = args_dict["pad"] |
| 1459 | pad_const_int = args_dict["pad_const_int"] |
| 1460 | pad_const_float = args_dict["pad_const_fp"] |
| 1461 | |
| 1462 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1463 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1464 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1465 | attr.PadAttribute( |
| 1466 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1467 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1468 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1469 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1470 | input_list = [a.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1471 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1472 | pCount, cCount = op["operands"] |
| 1473 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1474 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1475 | self, error_name, input_list, output_list |
| 1476 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1477 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1478 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1479 | self.ser, |
| 1480 | validator_fcns, |
| 1481 | error_name, |
| 1482 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1483 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1484 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1485 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1486 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1487 | pad=padding, |
| 1488 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1489 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1490 | input_list=input_list, |
| 1491 | output_list=output_list, |
| 1492 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1493 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1494 | ): |
| 1495 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1496 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1497 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1498 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1499 | compliance = self.tensorComplianceMetaData( |
| 1500 | op, a.dtype, args_dict, result_tensor, error_name |
| 1501 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1502 | |
| 1503 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1504 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1505 | def build_dim( |
| 1506 | self, |
| 1507 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1508 | inputs, |
| 1509 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1510 | validator_fcns=None, |
| 1511 | error_name=None, |
| 1512 | qinfo=None, |
| 1513 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1514 | assert len(inputs) == 1 |
| 1515 | a = inputs[0] |
| 1516 | axis = args_dict["axis"] |
| 1517 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1518 | |
| 1519 | # Invalidate Input/Output list for error if checks. |
| 1520 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1521 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1522 | pCount, cCount = op["operands"] |
| 1523 | num_operands = pCount + cCount |
| 1524 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1525 | self, error_name, input_list, output_list |
| 1526 | ) |
| 1527 | |
| 1528 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1529 | self.ser, |
| 1530 | validator_fcns, |
| 1531 | error_name, |
| 1532 | op=op, |
| 1533 | axis=axis, |
| 1534 | input_shape=a.shape, |
| 1535 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1536 | output_shape=result_tensor.shape, |
| 1537 | output_dtype=result_tensor.dtype, |
| 1538 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1539 | input_list=input_list, |
| 1540 | output_list=output_list, |
| 1541 | num_operands=num_operands, |
| 1542 | ): |
| 1543 | return None |
| 1544 | |
| 1545 | attr = ts.TosaSerializerAttribute() |
| 1546 | attr.AxisAttribute(axis) |
| 1547 | |
| 1548 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1549 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1550 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1551 | 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] | 1552 | result_tens = OutputShaper.reshapeOp( |
| 1553 | self.ser, self.rng, a, newShape, error_name |
| 1554 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1555 | |
| 1556 | # Invalidate Input/Output list for error if checks. |
| 1557 | input_list = [a.name] |
| 1558 | output_list = [result_tens.name] |
| 1559 | pCount, cCount = op["operands"] |
| 1560 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1561 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1562 | self, error_name, input_list, output_list |
| 1563 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1564 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1565 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1566 | self.ser, |
| 1567 | validator_fcns, |
| 1568 | error_name, |
| 1569 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1570 | input_shape=a.shape, |
| 1571 | output_shape=result_tens.shape, |
| 1572 | input_dtype=a.dtype, |
| 1573 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1574 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1575 | input_list=input_list, |
| 1576 | output_list=output_list, |
| 1577 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1578 | ): |
| 1579 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1580 | |
| 1581 | attr = ts.TosaSerializerAttribute() |
| 1582 | attr.ReshapeAttribute(newShape) |
| 1583 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1584 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1585 | return result_tens |
| 1586 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1587 | def build_reverse( |
| 1588 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1589 | ): |
| 1590 | assert len(inputs) == 1 |
| 1591 | a = inputs[0] |
| 1592 | axis = args_dict["axis"] |
| 1593 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1594 | |
| 1595 | # Invalidate Input/Output list for error if checks. |
| 1596 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1597 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1598 | pCount, cCount = op["operands"] |
| 1599 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1600 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1601 | self, error_name, input_list, output_list |
| 1602 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1603 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1604 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1605 | self.ser, |
| 1606 | validator_fcns, |
| 1607 | error_name, |
| 1608 | op=op, |
| 1609 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1610 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1611 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1612 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1613 | output_dtype=result_tensor.dtype, |
| 1614 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1615 | input_list=input_list, |
| 1616 | output_list=output_list, |
| 1617 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1618 | ): |
| 1619 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1620 | |
| 1621 | attr = ts.TosaSerializerAttribute() |
| 1622 | attr.AxisAttribute(axis) |
| 1623 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1624 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 1625 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1626 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1627 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1628 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1629 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1630 | attr = ts.TosaSerializerAttribute() |
| 1631 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1632 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1633 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1634 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1635 | output_list = [result_tens.name] |
| 1636 | pCount, cCount = op["operands"] |
| 1637 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1638 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1639 | self, error_name, input_list, output_list |
| 1640 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1641 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1642 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1643 | self.ser, |
| 1644 | validator_fcns, |
| 1645 | error_name, |
| 1646 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1647 | input_shape=a.shape, |
| 1648 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1649 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1650 | input_dtype=a.dtype, |
| 1651 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1652 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1653 | input_list=input_list, |
| 1654 | output_list=output_list, |
| 1655 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1656 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1657 | ): |
| 1658 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1659 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1660 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1661 | return result_tens |
| 1662 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1663 | 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] | 1664 | result_tens = OutputShaper.sliceOp( |
| 1665 | self.ser, self.rng, a, start, size, error_name |
| 1666 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1667 | |
| 1668 | # Invalidate Input/Output list for error if checks. |
| 1669 | input_list = [a.name] |
| 1670 | output_list = [result_tens.name] |
| 1671 | pCount, cCount = op["operands"] |
| 1672 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1673 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1674 | self, error_name, input_list, output_list |
| 1675 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1676 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1677 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1678 | self.ser, |
| 1679 | validator_fcns, |
| 1680 | error_name, |
| 1681 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1682 | input_shape=a.shape, |
| 1683 | output_shape=result_tens.shape, |
| 1684 | input_dtype=a.dtype, |
| 1685 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1686 | start=start, |
| 1687 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1688 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1689 | input_list=input_list, |
| 1690 | output_list=output_list, |
| 1691 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1692 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1693 | ): |
| 1694 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1695 | |
| 1696 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1697 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1698 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1699 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1700 | return result_tens |
| 1701 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1702 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1703 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1704 | |
| 1705 | # Invalidate Input/Output list for error if checks. |
| 1706 | input_list = [a.name] |
| 1707 | output_list = [result_tens.name] |
| 1708 | pCount, cCount = op["operands"] |
| 1709 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1710 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1711 | self, error_name, input_list, output_list |
| 1712 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1713 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1714 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1715 | self.ser, |
| 1716 | validator_fcns, |
| 1717 | error_name, |
| 1718 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1719 | input_shape=a.shape, |
| 1720 | output_shape=result_tens.shape, |
| 1721 | input_dtype=a.dtype, |
| 1722 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1723 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1724 | input_list=input_list, |
| 1725 | output_list=output_list, |
| 1726 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1727 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1728 | ): |
| 1729 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1730 | |
| 1731 | attr = ts.TosaSerializerAttribute() |
| 1732 | attr.TileAttribute(multiples) |
| 1733 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1734 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1735 | return result_tens |
| 1736 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1737 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1738 | |
| 1739 | # Create a new indicies tensor |
| 1740 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1741 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1742 | K = values.shape[1] # K |
| 1743 | W = self.randInt( |
| 1744 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1745 | ) # W |
| 1746 | indicies_arr = np.int32( |
| 1747 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1748 | ) # (N, W) |
| 1749 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1750 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1751 | result_tens = OutputShaper.gatherOp( |
| 1752 | self.ser, self.rng, values, indicies, error_name |
| 1753 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1754 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1755 | # Invalidate Input/Output list for error if checks. |
| 1756 | input_list = [values.name, indicies.name] |
| 1757 | output_list = [result_tens.name] |
| 1758 | pCount, cCount = op["operands"] |
| 1759 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1760 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1761 | self, error_name, input_list, output_list |
| 1762 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1763 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1764 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1765 | self.ser, |
| 1766 | validator_fcns, |
| 1767 | error_name, |
| 1768 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1769 | input_shape=values.shape, |
| 1770 | output_shape=result_tens.shape, |
| 1771 | input_dtype=values.dtype, |
| 1772 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1773 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1774 | input_list=input_list, |
| 1775 | output_list=output_list, |
| 1776 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1777 | ): |
| 1778 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1779 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1780 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1781 | |
| 1782 | return result_tens |
| 1783 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1784 | 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] | 1785 | |
| 1786 | # Create a new indicies tensor |
| 1787 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1788 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1789 | K = values_in.shape[1] # K |
| 1790 | W = input.shape[1] # W |
| 1791 | indicies_arr = np.int32( |
| 1792 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1793 | ) # (N, W) |
| 1794 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1795 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1796 | result_tens = OutputShaper.scatterOp( |
| 1797 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1798 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1799 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1800 | # Invalidate Input/Output list for error if checks. |
| 1801 | input_list = [values_in.name, indicies.name, input.name] |
| 1802 | output_list = [result_tens.name] |
| 1803 | pCount, cCount = op["operands"] |
| 1804 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1805 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1806 | self, error_name, input_list, output_list |
| 1807 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1808 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1809 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1810 | self.ser, |
| 1811 | validator_fcns, |
| 1812 | error_name, |
| 1813 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1814 | input_shape=values_in.shape, |
| 1815 | output_shape=result_tens.shape, |
| 1816 | input_dtype=values_in.dtype, |
| 1817 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1818 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1819 | input_list=input_list, |
| 1820 | output_list=output_list, |
| 1821 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1822 | ): |
| 1823 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1824 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1825 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1826 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1827 | return result_tens |
| 1828 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1829 | def build_resize( |
| 1830 | self, |
| 1831 | op, |
| 1832 | input, |
| 1833 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1834 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1835 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1836 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1837 | input_dtype, |
| 1838 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1839 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1840 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1841 | ): |
| 1842 | result_tens = OutputShaper.resizeOp( |
| 1843 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1844 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1845 | input, |
| 1846 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1847 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1848 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1849 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1850 | input_dtype, |
| 1851 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1852 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1853 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1854 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1855 | # Invalidate Input/Output list for error if checks. |
| 1856 | input_list = [input.name] |
| 1857 | output_list = [result_tens.name] |
| 1858 | pCount, cCount = op["operands"] |
| 1859 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1860 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1861 | self, error_name, input_list, output_list |
| 1862 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1863 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1864 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1865 | self.ser, |
| 1866 | validator_fcns, |
| 1867 | error_name, |
| 1868 | op=op, |
| 1869 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1870 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1871 | input_dtype=input_dtype, |
| 1872 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1873 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1874 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1875 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1876 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1877 | input_list=input_list, |
| 1878 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1879 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1880 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1881 | ): |
| 1882 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1883 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1884 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1885 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1886 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1887 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1888 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1889 | return result_tens |
| 1890 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1891 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1892 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1893 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1894 | self.ser.addOperator( |
| 1895 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1896 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1897 | return result_tens |
| 1898 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1899 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1900 | self.ser.addOutputTensor(val) |
| 1901 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1902 | |
| 1903 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1904 | 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] | 1905 | result_tens = OutputShaper.typeConversionOp( |
| 1906 | self.ser, self.rng, val, out_dtype, error_name |
| 1907 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1908 | |
| 1909 | # Invalidate Input/Output list for error if checks. |
| 1910 | input_list = [val.name] |
| 1911 | output_list = [result_tens.name] |
| 1912 | pCount, cCount = op["operands"] |
| 1913 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1914 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1915 | self, error_name, input_list, output_list |
| 1916 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1917 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1918 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1919 | self.ser, |
| 1920 | validator_fcns, |
| 1921 | error_name, |
| 1922 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1923 | input_shape=val.shape, |
| 1924 | output_shape=result_tens.shape, |
| 1925 | input_dtype=val.dtype, |
| 1926 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1927 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1928 | input_list=input_list, |
| 1929 | output_list=output_list, |
| 1930 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1931 | ): |
| 1932 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1933 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1934 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1935 | return result_tens |
| 1936 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1937 | def build_rescale( |
| 1938 | self, |
| 1939 | op, |
| 1940 | val, |
| 1941 | out_dtype, |
| 1942 | scale32, |
| 1943 | double_round, |
| 1944 | per_channel, |
| 1945 | validator_fcns, |
| 1946 | error_name, |
| 1947 | ): |
| 1948 | result_tens = OutputShaper.typeConversionOp( |
| 1949 | self.ser, self.rng, val, out_dtype, error_name |
| 1950 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1951 | |
| 1952 | if per_channel: |
| 1953 | nc = val.shape[-1] |
| 1954 | else: |
| 1955 | nc = 1 |
| 1956 | |
| 1957 | in_type_width = self.typeWidth(val.dtype) |
| 1958 | out_type_width = self.typeWidth(out_dtype) |
| 1959 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1960 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1961 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1962 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1963 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1964 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1965 | in_type_width += 1 |
| 1966 | elif error_name in [ |
| 1967 | ErrorIf.InputZeroPointNotZero, |
| 1968 | ErrorIf.U16InputZeroPointNotValid, |
| 1969 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1970 | input_zp = self.randInt(-128, 128) |
| 1971 | if input_zp == 0: |
| 1972 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1973 | in_type_width += 1 |
| 1974 | elif val.dtype == DType.UINT16: |
| 1975 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1976 | input_zp = self.rng.choice([0, 32768]) |
| 1977 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1978 | else: |
| 1979 | input_zp = 0 |
| 1980 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1981 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1982 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1983 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1984 | elif out_dtype == DType.UINT8: |
| 1985 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1986 | out_type_width += 1 |
| 1987 | elif error_name in [ |
| 1988 | ErrorIf.OutputZeroPointNotZero, |
| 1989 | ErrorIf.U16OutputZeroPointNotValid, |
| 1990 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1991 | output_zp = self.randInt(-128, 128) |
| 1992 | if output_zp == 0: |
| 1993 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1994 | out_type_width += 1 |
| 1995 | elif out_dtype == DType.UINT16: |
| 1996 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1997 | output_zp = self.rng.choice([0, 32768]) |
| 1998 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1999 | else: |
| 2000 | output_zp = 0 |
| 2001 | |
| 2002 | # Calculate scale based on: |
| 2003 | # scale = a *(2^output_width)/(2^input_width)) |
| 2004 | |
| 2005 | a = np.float32(self.rng.random(size=[nc])) |
| 2006 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2007 | |
| 2008 | if scale32: |
| 2009 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2010 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2011 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2012 | else: |
| 2013 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2014 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2015 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2016 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2017 | |
| 2018 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2019 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2020 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2021 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2022 | |
| 2023 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2024 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2025 | scale_arr[i], scale32 |
| 2026 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2027 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2028 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2029 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2030 | # 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] | 2031 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2032 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2033 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2034 | assert val.placeholderFilename |
| 2035 | values = np.load( |
| 2036 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2037 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2038 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2039 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2040 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 2041 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2042 | if not np.all(np.array_equal(values, val_adj)): |
| 2043 | # Values changed so overwrite file with new values |
| 2044 | np.save( |
| 2045 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2046 | val_adj, |
| 2047 | False, |
| 2048 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2049 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2050 | # Invalidate Input/Output list for error if checks. |
| 2051 | input_list = [val.name] |
| 2052 | output_list = [result_tens.name] |
| 2053 | pCount, cCount = op["operands"] |
| 2054 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2055 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2056 | self, error_name, input_list, output_list |
| 2057 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2058 | |
| 2059 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2060 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2061 | self.ser, |
| 2062 | validator_fcns, |
| 2063 | error_name, |
| 2064 | op=op, |
| 2065 | input_dtype=val.dtype, |
| 2066 | output_dtype=out_dtype, |
| 2067 | input_shape=val.shape, |
| 2068 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2069 | scale32=scale32, |
| 2070 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2071 | input_list=input_list, |
| 2072 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2073 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2074 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2075 | ): |
| 2076 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2077 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2078 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2079 | attr.RescaleAttribute( |
| 2080 | input_zp, |
| 2081 | output_zp, |
| 2082 | multiplier_arr, |
| 2083 | shift_arr, |
| 2084 | scale32, |
| 2085 | double_round, |
| 2086 | per_channel, |
| 2087 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2088 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2089 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2090 | return result_tens |
| 2091 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2092 | def _get_condition_tensor(self, op, cond, error_name): |
| 2093 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2094 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2095 | else: |
| 2096 | cond_type = DType.BOOL |
| 2097 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2098 | choice = self.rng.choice([1, 2]) |
| 2099 | if choice == 1: |
| 2100 | cond_shape = [2] |
| 2101 | else: |
| 2102 | cond_shape = [1, 2] |
| 2103 | else: |
| 2104 | # Must be of size 1 (rank 0) |
| 2105 | cond_shape = [] |
| 2106 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2107 | return cond_tens |
| 2108 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2109 | def build_cond_if_const( |
| 2110 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2111 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2112 | # 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] | 2113 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2114 | # and fill them with const nodes for the body. |
| 2115 | |
| 2116 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2117 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2118 | |
| 2119 | # Make then/else tensors |
| 2120 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2121 | |
| 2122 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2123 | if error_name in [ |
| 2124 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2125 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2126 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2127 | incorrect_shape = deepcopy(then_tens.shape) |
| 2128 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2129 | incorrect_shape[i] += ( |
| 2130 | self.rng.choice([-3, -2, 2, 3]) |
| 2131 | if incorrect_shape[i] > 3 |
| 2132 | else self.rng.choice([1, 2, 4]) |
| 2133 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2134 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2135 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2136 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2137 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2138 | |
| 2139 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2140 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2141 | |
| 2142 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2143 | then_block = "THEN_BLOCK" |
| 2144 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2145 | attr = ts.TosaSerializerAttribute() |
| 2146 | attr.CondIfAttribute(then_block, else_block) |
| 2147 | |
| 2148 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2149 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2150 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2151 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2152 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2153 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2154 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2155 | else: |
| 2156 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2157 | self.ser.addOutputTensor(then_tens) |
| 2158 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2159 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2160 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2161 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2162 | else: |
| 2163 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2164 | self.ser.addOutputTensor(else_tens) |
| 2165 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2166 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2167 | self.ser, |
| 2168 | validator_fcns, |
| 2169 | error_name, |
| 2170 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2171 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2172 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2173 | ): |
| 2174 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2175 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2176 | return result_tens |
| 2177 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2178 | def build_cond_if_binary( |
| 2179 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2180 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2181 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2182 | # alternately add or subtract them based on the condition |
| 2183 | |
| 2184 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2185 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2186 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2187 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2188 | |
| 2189 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2190 | then_block = "THEN_BLOCK" |
| 2191 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2192 | attr = ts.TosaSerializerAttribute() |
| 2193 | attr.CondIfAttribute(then_block, else_block) |
| 2194 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2195 | if error_name in [ |
| 2196 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2197 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2198 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2199 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2200 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2201 | incorrect_shape = a.shape.copy() |
| 2202 | for i in range(len(incorrect_shape)): |
| 2203 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2204 | incorrect_block_input = deepcopy(a) |
| 2205 | incorrect_block_input.shape = incorrect_shape |
| 2206 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2207 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2208 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2209 | 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] | 2210 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2211 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2212 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2213 | then_op, else_op = Op.ADD, Op.SUB |
| 2214 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2215 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2216 | else: |
| 2217 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2218 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2219 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2220 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2221 | if ( |
| 2222 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2223 | and block == then_block |
| 2224 | ) or ( |
| 2225 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2226 | and block == else_block |
| 2227 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2228 | self.ser.addInputTensor(incorrect_block_input) |
| 2229 | self.ser.addInputTensor(b) |
| 2230 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2231 | elif ( |
| 2232 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2233 | and block == then_block |
| 2234 | ) or ( |
| 2235 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2236 | and block == else_block |
| 2237 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2238 | self.ser.addInputTensor(a) |
| 2239 | self.ser.addInputTensor(b) |
| 2240 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2241 | else: |
| 2242 | self.ser.addInputTensor(a) |
| 2243 | self.ser.addInputTensor(b) |
| 2244 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2245 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2246 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2247 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2248 | self.ser, |
| 2249 | validator_fcns, |
| 2250 | error_name, |
| 2251 | op=op, |
| 2252 | a=a, |
| 2253 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2254 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2255 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2256 | ): |
| 2257 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2258 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2259 | return result_tens |
| 2260 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2261 | 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] | 2262 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2263 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2264 | cond_block = "COND_BLOCK" |
| 2265 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2266 | |
| 2267 | attr = ts.TosaSerializerAttribute() |
| 2268 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2269 | |
| 2270 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2271 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2272 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2273 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2274 | |
| 2275 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2276 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2277 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2278 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2279 | incorrect_acc = deepcopy(acc) |
| 2280 | for i in range(len(incorrect_acc.shape)): |
| 2281 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2282 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2283 | else: |
| 2284 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2285 | |
| 2286 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2287 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2288 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2289 | [iter.name, a.name, acc.name], |
| 2290 | [iter_out.name, a_out.name, acc_out.name], |
| 2291 | attr, |
| 2292 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2293 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2294 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2295 | if error_name in [ |
| 2296 | ErrorIf.InputListCondGraphMismatch, |
| 2297 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2298 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2299 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2300 | incorrect_iter = deepcopy(iter) |
| 2301 | for i in range(len(incorrect_iter.shape)): |
| 2302 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2303 | if len(incorrect_iter.shape) == 0: |
| 2304 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2305 | |
| 2306 | incorrect_acc = deepcopy(acc) |
| 2307 | for i in range(len(incorrect_acc.shape)): |
| 2308 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2309 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2310 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2311 | self.ser.addBasicBlock(cond_block) |
| 2312 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2313 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2314 | self.ser.addInputTensor(incorrect_iter) |
| 2315 | self.ser.addInputTensor(a) |
| 2316 | self.ser.addInputTensor(incorrect_acc) |
| 2317 | else: |
| 2318 | self.ser.addInputTensor(iter) |
| 2319 | self.ser.addInputTensor(a) |
| 2320 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2321 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2322 | |
| 2323 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2324 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2325 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2326 | cond_type = DType.BOOL |
| 2327 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2328 | choice = self.rng.choice([1, 2]) |
| 2329 | if choice == 1: |
| 2330 | cond_shape = [3] |
| 2331 | else: |
| 2332 | cond_shape = [1, 2] |
| 2333 | else: |
| 2334 | cond_shape = [] |
| 2335 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2336 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2337 | 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] | 2338 | |
| 2339 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2340 | # 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] | 2341 | self.ser.addBasicBlock(body_block) |
| 2342 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2343 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2344 | self.ser.addInputTensor(incorrect_iter) |
| 2345 | self.ser.addInputTensor(a) |
| 2346 | self.ser.addInputTensor(incorrect_acc) |
| 2347 | else: |
| 2348 | self.ser.addInputTensor(iter) |
| 2349 | self.ser.addInputTensor(a) |
| 2350 | self.ser.addInputTensor(acc) |
| 2351 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2352 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2353 | |
| 2354 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2355 | iter_body_out = self.ser.addIntermediate( |
| 2356 | incorrect_iter.shape, incorrect_iter.dtype |
| 2357 | ) |
| 2358 | acc_body_out = self.ser.addIntermediate( |
| 2359 | incorrect_acc.shape, incorrect_acc.dtype |
| 2360 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2361 | else: |
| 2362 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2363 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2364 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2365 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2366 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2367 | self.ser.addOutputTensor(iter_body_out) |
| 2368 | self.ser.addOutputTensor(a) |
| 2369 | self.ser.addOutputTensor(acc_body_out) |
| 2370 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2371 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2372 | self.ser, |
| 2373 | validator_fcns, |
| 2374 | error_name, |
| 2375 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2376 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2377 | ): |
| 2378 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2379 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2380 | return acc_out |
| 2381 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2382 | def build_fft2d( |
| 2383 | self, op, val1, val2, inverse, validator_fcns=None, error_name=None |
| 2384 | ): |
| 2385 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2386 | |
| 2387 | input_names = [val1.name, val2.name] |
| 2388 | pCount, cCount = op["operands"] |
| 2389 | num_operands = pCount + cCount |
| 2390 | |
| 2391 | output_names = [res.name for res in results] |
| 2392 | output_shapes = [res.shape for res in results] |
| 2393 | output_dtypes = [res.dtype for res in results] |
| 2394 | |
| 2395 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2396 | self, error_name, input_names, output_names |
| 2397 | ) |
| 2398 | |
| 2399 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2400 | self.ser, |
| 2401 | validator_fcns, |
| 2402 | error_name, |
| 2403 | op=op, |
| 2404 | inverse=inverse, |
| 2405 | input1=val1, |
| 2406 | input2=val2, |
| 2407 | input_shape=val1.shape, |
| 2408 | input_dtype=val1.dtype, |
| 2409 | output_shape=output_shapes, |
| 2410 | output_dtype=output_dtypes, |
| 2411 | result_tensors=results, |
| 2412 | input_list=input_names, |
| 2413 | output_list=output_names, |
| 2414 | num_operands=num_operands, |
| 2415 | ): |
| 2416 | return None |
| 2417 | |
| 2418 | attr = ts.TosaSerializerAttribute() |
| 2419 | attr.FFTAttribute(inverse) |
| 2420 | |
| 2421 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2422 | return results |
| 2423 | |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2424 | def build_rfft2d(self, op, val, validator_fcns=None, error_name=None): |
| 2425 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2426 | |
| 2427 | input_names = [val.name] |
| 2428 | pCount, cCount = op["operands"] |
| 2429 | num_operands = pCount + cCount |
| 2430 | |
| 2431 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2432 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2433 | output_dtypes = [res.dtype for res in results] |
| 2434 | |
| 2435 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2436 | self, error_name, input_names, output_names |
| 2437 | ) |
| 2438 | |
| 2439 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2440 | self.ser, |
| 2441 | validator_fcns, |
| 2442 | error_name, |
| 2443 | op=op, |
| 2444 | input_shape=val.shape, |
| 2445 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2446 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2447 | output_dtype=output_dtypes, |
| 2448 | result_tensors=results, |
| 2449 | input_list=input_names, |
| 2450 | output_list=output_names, |
| 2451 | num_operands=num_operands, |
| 2452 | ): |
| 2453 | return None |
| 2454 | |
| 2455 | self.ser.addOperator(op["op"], input_names, output_names) |
| 2456 | return results |
| 2457 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2458 | def create_filter_lists( |
| 2459 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2460 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2461 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2462 | default_test_rank_range = range(1, 5) |
| 2463 | if not shapeFilter: |
| 2464 | shapeFilter = [None] |
| 2465 | |
| 2466 | # Calculate the filters based on what is requested and what the operator allows |
| 2467 | rmin, rmax = op["rank"] |
| 2468 | if rankFilter is not None: |
| 2469 | cleanRankFilter = [] |
| 2470 | # Ensure rankFilter values are allowed by operator |
| 2471 | for rank in rankFilter: |
| 2472 | if rank >= rmin and rank <= rmax: |
| 2473 | cleanRankFilter.append(rank) |
| 2474 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2475 | # Ensure default behaviour is bounded by default range or by operator, |
| 2476 | # whichever is the smaller range of ranks. |
| 2477 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2478 | cleanRankFilter = ( |
| 2479 | opRankRange |
| 2480 | if len(opRankRange) <= len(default_test_rank_range) |
| 2481 | else default_test_rank_range |
| 2482 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2483 | else: |
| 2484 | cleanRankFilter = range(rmin, rmax + 1) |
| 2485 | |
| 2486 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2487 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2488 | if dtypeFilter is not None: |
| 2489 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2490 | # Create list of operator dtypes filtered by requested dtypes |
| 2491 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2492 | if dtype in dtypeFilter or ( |
| 2493 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2494 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2495 | cleanDtypeFilter.append(dtype) |
| 2496 | else: |
| 2497 | cleanDtypeFilter = dtypes |
| 2498 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2499 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2500 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2501 | "shapeFilter": shapeFilter, |
| 2502 | "rankFilter": cleanRankFilter, |
| 2503 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2504 | } |
| 2505 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2506 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2507 | if validator is not None: |
| 2508 | validator_info = validator(check=False, op=op) |
| 2509 | else: |
| 2510 | return None |
| 2511 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2512 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2513 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2514 | # Set parameters as required |
| 2515 | if error_arguments["rank"] is not None: |
| 2516 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2517 | else: |
| 2518 | rankFilter = cleanRankFilter |
| 2519 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2520 | if error_arguments["dtype"] is not None: |
| 2521 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2522 | else: |
| 2523 | dtypeFilter = cleanDtypeFilter |
| 2524 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2525 | if error_arguments["shape"] is not None: |
| 2526 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2527 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2528 | shapeFilter = shapeFilter[ |
| 2529 | :2 |
| 2530 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2531 | |
| 2532 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2533 | "shapeFilter": shapeFilter, |
| 2534 | "rankFilter": rankFilter, |
| 2535 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2536 | } |
| 2537 | return filterDict |
| 2538 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2539 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2540 | self, |
| 2541 | opName, |
| 2542 | shapeFilter=[None], |
| 2543 | rankFilter=None, |
| 2544 | dtypeFilter=None, |
| 2545 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2546 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2547 | |
| 2548 | try: |
| 2549 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2550 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2551 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2552 | |
| 2553 | # Initialize a new random number generator |
| 2554 | self.rng = np.random.default_rng(self.random_seed) |
| 2555 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2556 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2557 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2558 | # Test list consists of a tuple of: |
| 2559 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2560 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2561 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2562 | error_if_validators = op["error_if_validators"] |
| 2563 | else: |
| 2564 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2565 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2566 | for validator in error_if_validators: |
| 2567 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2568 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2569 | else: |
| 2570 | error_name = None |
| 2571 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2572 | filterDict = self.create_filter_lists( |
| 2573 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2574 | ) |
| 2575 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2576 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2577 | cleanRankFilter = filterDict["rankFilter"] |
| 2578 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2579 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2580 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2581 | |
| 2582 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2583 | for t in cleanDtypeFilter: |
| 2584 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2585 | # Filter out by rank |
| 2586 | if shape is not None and len(shape) != r: |
| 2587 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2588 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2589 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2590 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2591 | shapeStr = self.shapeStr(shapeList[0]) |
| 2592 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2593 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2594 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2595 | argList = [] |
| 2596 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2597 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2598 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2599 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2600 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2601 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2602 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2603 | if argStr: |
| 2604 | testStr = "{}_{}_{}_{}".format( |
| 2605 | opName, shapeStr, typeStr, argStr |
| 2606 | ) |
| 2607 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2608 | testStr = "{}_{}_{}".format( |
| 2609 | opName, shapeStr, typeStr |
| 2610 | ) |
| 2611 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2612 | if argStr: |
| 2613 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2614 | opName, error_name, shapeStr, typeStr, argStr |
| 2615 | ) |
| 2616 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2617 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2618 | opName, error_name, shapeStr, typeStr |
| 2619 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2620 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2621 | testList.append( |
| 2622 | (opName, testStr, t, error_name, shapeList, args) |
| 2623 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2624 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2625 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2626 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2627 | if "invalid_test_validators" in op: |
| 2628 | invalid_test_validators = op["invalid_test_validators"] |
| 2629 | clean_testList = [] |
| 2630 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2631 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2632 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2633 | if validator_fcn( |
| 2634 | opName=test[0], |
| 2635 | input_dtype=test[2], |
| 2636 | shapeList=test[4], |
| 2637 | args=test[5], |
| 2638 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2639 | remove_test = True |
| 2640 | if not remove_test: |
| 2641 | clean_testList.append(test) |
| 2642 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2643 | |
| 2644 | return testList |
| 2645 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2646 | def serializeTest( |
| 2647 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2648 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2649 | try: |
| 2650 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2651 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2652 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2653 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2654 | if self.args.verbose: |
| 2655 | print(f"Creating {testStr}") |
| 2656 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2657 | # Create a serializer |
| 2658 | self.createSerializer(opName, testStr) |
| 2659 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2660 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2661 | if "error_if_validators" in op: |
| 2662 | error_if_validators = op["error_if_validators"] |
| 2663 | else: |
| 2664 | error_if_validators = None |
| 2665 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2666 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2667 | num_operands = pCount + cCount |
| 2668 | |
| 2669 | if isinstance(dtype_or_dtypeList, list): |
| 2670 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2671 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2672 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2673 | else: |
| 2674 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2675 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2676 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2677 | assert ( |
| 2678 | len(shapeList) == num_operands |
| 2679 | ), "shapeList length {} must match number of operands {}".format( |
| 2680 | len(shapeList), num_operands |
| 2681 | ) |
| 2682 | assert ( |
| 2683 | len(dtypeList) == num_operands |
| 2684 | ), "dtypeList length {} must match number of operands {}".format( |
| 2685 | len(dtypeList), num_operands |
| 2686 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2687 | |
| 2688 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2689 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2690 | except KeyError: |
| 2691 | qgen = None |
| 2692 | |
| 2693 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2694 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2695 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2696 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2697 | else: |
| 2698 | qinfo = None |
| 2699 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2700 | # Extra meta data for the desc.json |
| 2701 | tensMeta = {} |
| 2702 | |
| 2703 | # Check we are using the new testArgs interface with an argsDict dictionary |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2704 | if isinstance(testArgs, dict): |
| 2705 | # New interface with args info in dictionary |
| 2706 | argsDict = testArgs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2707 | assert "dg_type" in argsDict |
| 2708 | tvgInfo = tvgen_fcn( |
| 2709 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2710 | ) |
| 2711 | if tvgInfo.dataGenDict: |
| 2712 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2713 | tens = tvgInfo.tensorList |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2714 | |
| 2715 | result = build_fcn( |
| 2716 | self, |
| 2717 | op, |
| 2718 | tens, |
| 2719 | argsDict, |
| 2720 | validator_fcns=error_if_validators, |
| 2721 | error_name=error_name, |
| 2722 | qinfo=qinfo, |
| 2723 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2724 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2725 | # Old interface with args info in a list |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2726 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2727 | |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2728 | try: |
| 2729 | if error_if_validators is None: |
| 2730 | if qinfo is not None: |
| 2731 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2732 | else: |
| 2733 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2734 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2735 | if qinfo is not None: |
| 2736 | result = build_fcn( |
| 2737 | self, |
| 2738 | op, |
| 2739 | *tens, |
| 2740 | *testArgs, |
| 2741 | validator_fcns=error_if_validators, |
| 2742 | error_name=error_name, |
| 2743 | qinfo=qinfo, |
| 2744 | ) |
| 2745 | else: |
| 2746 | result = build_fcn( |
| 2747 | self, |
| 2748 | op, |
| 2749 | *tens, |
| 2750 | *testArgs, |
| 2751 | validator_fcns=error_if_validators, |
| 2752 | error_name=error_name, |
| 2753 | ) |
| 2754 | except TypeError as e: |
| 2755 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
| 2756 | raise e |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2757 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2758 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2759 | # The test is valid, serialize it |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2760 | if isinstance(result, TosaTestGen.BuildInfo) and result.complianceDict: |
| 2761 | # Add the compliance meta data |
| 2762 | # NOTE: This currently expects only one result output |
| 2763 | tensMeta["compliance"] = { |
| 2764 | "version": "0.1", |
| 2765 | "tensors": {result.resultTensor.name: result.complianceDict}, |
| 2766 | } |
| 2767 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2768 | else: |
| 2769 | # The test is not valid |
| 2770 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2771 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2772 | def createDynamicOpLists(self): |
| 2773 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2774 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2775 | # Already created these lists (can occur when class is initialized more than once) |
| 2776 | return |
| 2777 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2778 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2779 | if not self.args.level8k: |
| 2780 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2781 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2782 | else: |
| 2783 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2784 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2785 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2786 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2787 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2788 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2789 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2790 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2791 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2792 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2793 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2794 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2795 | "depthwise_conv2d_TEMPLATE" |
| 2796 | ].copy() |
| 2797 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2798 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2799 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2800 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2801 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2802 | "transpose_conv2d_TEMPLATE" |
| 2803 | ].copy() |
| 2804 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2805 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2806 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2807 | for k in KERNELS_3D: |
| 2808 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2809 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2810 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2811 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2812 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2813 | # Delete any templates after having created any dynamic ops |
| 2814 | # This is a two-pass operation because it's bad practice to delete |
| 2815 | # keys from dictionaries while iterating |
| 2816 | keyList = [] |
| 2817 | for k in self.TOSA_OP_LIST: |
| 2818 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2819 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2820 | keyList.append(k) |
| 2821 | continue |
| 2822 | except KeyError: |
| 2823 | pass |
| 2824 | |
| 2825 | for k in keyList: |
| 2826 | del self.TOSA_OP_LIST[k] |
| 2827 | |
| 2828 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2829 | """Fill in default fields for ops if they aren't already specified. |
| 2830 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2831 | for op in self.TOSA_OP_LIST: |
| 2832 | |
| 2833 | # Required fields |
| 2834 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2835 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2836 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2837 | raise Exception( |
| 2838 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2839 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2840 | |
| 2841 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2842 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2843 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2844 | raise Exception( |
| 2845 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2846 | op |
| 2847 | ) |
| 2848 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2849 | |
| 2850 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2851 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2852 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2853 | raise Exception( |
| 2854 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2855 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2856 | |
| 2857 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2858 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2859 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2860 | raise Exception( |
| 2861 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2862 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2863 | |
| 2864 | # Put in default rank range, if missing |
| 2865 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2866 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2867 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2868 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2869 | |
| 2870 | # Tensor operator list |
| 2871 | # 'op': op name |
| 2872 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2873 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2874 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2875 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2876 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2877 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2878 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2879 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2880 | TYPE_INT_FP = [ |
| 2881 | DType.INT8, |
| 2882 | DType.INT16, |
| 2883 | DType.INT32, |
| 2884 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2885 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2886 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2887 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2888 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2889 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2890 | TYPE_FI32 = [ |
| 2891 | DType.FP32, |
| 2892 | DType.FP16, |
| 2893 | DType.BF16, |
| 2894 | DType.INT32, |
| 2895 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2896 | TYPE_FIB = [ |
| 2897 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2898 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2899 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2900 | DType.INT8, |
| 2901 | DType.INT16, |
| 2902 | DType.INT32, |
| 2903 | DType.BOOL, |
| 2904 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2905 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2906 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2907 | 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] | 2908 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2909 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2910 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2911 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2912 | [DType.INT8, DType.INT8, DType.INT32], |
| 2913 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2914 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2915 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2916 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2917 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2918 | ] |
| 2919 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2920 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2921 | |
| 2922 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2923 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2924 | "argmax": { |
| 2925 | "op": Op.ARGMAX, |
| 2926 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 2927 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2928 | "build_fcn": ( |
| 2929 | build_argmax, |
| 2930 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 2931 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2932 | TosaArgGen.agAxis, |
| 2933 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2934 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2935 | "error_if_validators": ( |
| 2936 | TosaErrorValidator.evAxisSmallerZero, |
| 2937 | TosaErrorValidator.evAxisLargerRank, |
| 2938 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2939 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2940 | TosaErrorValidator.evWrongRank, |
| 2941 | TosaErrorValidator.evWrongInputType, |
| 2942 | TosaErrorValidator.evWrongOutputType, |
| 2943 | TosaErrorValidator.evWrongInputList, |
| 2944 | TosaErrorValidator.evWrongOutputList, |
| 2945 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 2946 | "data_gen": { |
| 2947 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 2948 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2949 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2950 | "avg_pool2d": { |
| 2951 | "op": Op.AVG_POOL2D, |
| 2952 | "operands": (1, 0), |
| 2953 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2954 | "build_fcn": ( |
| 2955 | build_pool2d, |
| 2956 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2957 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2958 | TosaArgGen.agPooling, |
| 2959 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2960 | "qgen": TosaQuantGen.qgUnary, |
| 2961 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2962 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2963 | "error_if_validators": ( |
| 2964 | TosaErrorValidator.evKernelSmallerOne, |
| 2965 | TosaErrorValidator.evStrideSmallerOne, |
| 2966 | TosaErrorValidator.evPadSmallerZero, |
| 2967 | TosaErrorValidator.evWrongRank, |
| 2968 | TosaErrorValidator.evWrongInputType, |
| 2969 | TosaErrorValidator.evWrongOutputType, |
| 2970 | TosaErrorValidator.evWrongInputList, |
| 2971 | TosaErrorValidator.evWrongOutputList, |
| 2972 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2973 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2974 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2975 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2976 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2977 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2978 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2979 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2980 | "conv2d_TEMPLATE": { |
| 2981 | "op": Op.CONV2D, |
| 2982 | "operands": (1, 2), |
| 2983 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2984 | "build_fcn": ( |
| 2985 | build_conv2d, |
| 2986 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 2987 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2988 | TosaArgGen.agConv, |
| 2989 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2990 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2991 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2992 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2993 | "error_if_validators": ( |
| 2994 | TosaErrorValidator.evWrongInputType, |
| 2995 | TosaErrorValidator.evWrongOutputType, |
| 2996 | TosaErrorValidator.evWrongInputList, |
| 2997 | TosaErrorValidator.evWrongOutputList, |
| 2998 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2999 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3000 | TosaErrorValidator.evPadSmallerZero, |
| 3001 | TosaErrorValidator.evStrideSmallerOne, |
| 3002 | TosaErrorValidator.evDilationSmallerOne, |
| 3003 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3004 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3005 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3006 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3007 | "data_gen": { |
| 3008 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3009 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3010 | "template": True, |
| 3011 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3012 | # Templated operator. Filled in by createDynamicOpLists |
| 3013 | "conv3d_TEMPLATE": { |
| 3014 | "op": Op.CONV3D, |
| 3015 | "operands": (1, 2), |
| 3016 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3017 | "build_fcn": ( |
| 3018 | build_conv3d, |
| 3019 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3020 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3021 | TosaArgGen.agConv, |
| 3022 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3023 | "qgen": TosaQuantGen.qgConv, |
| 3024 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3025 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3026 | "error_if_validators": ( |
| 3027 | TosaErrorValidator.evWrongInputType, |
| 3028 | TosaErrorValidator.evWrongOutputType, |
| 3029 | TosaErrorValidator.evWrongInputList, |
| 3030 | TosaErrorValidator.evWrongOutputList, |
| 3031 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3032 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3033 | TosaErrorValidator.evPadSmallerZero, |
| 3034 | TosaErrorValidator.evStrideSmallerOne, |
| 3035 | TosaErrorValidator.evDilationSmallerOne, |
| 3036 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3037 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3038 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3039 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3040 | "template": True, |
| 3041 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3042 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3043 | "depthwise_conv2d_TEMPLATE": { |
| 3044 | "op": Op.DEPTHWISE_CONV2D, |
| 3045 | "operands": (1, 2), |
| 3046 | "filter": [1, 1], |
| 3047 | "rank": (4, 4), |
| 3048 | "build_fcn": ( |
| 3049 | build_depthwise_conv2d, |
| 3050 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3051 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3052 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3053 | ), |
| 3054 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3055 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3056 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3057 | "error_if_validators": ( |
| 3058 | TosaErrorValidator.evWrongInputType, |
| 3059 | TosaErrorValidator.evWrongOutputType, |
| 3060 | TosaErrorValidator.evWrongInputList, |
| 3061 | TosaErrorValidator.evWrongOutputList, |
| 3062 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3063 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3064 | TosaErrorValidator.evPadSmallerZero, |
| 3065 | TosaErrorValidator.evStrideSmallerOne, |
| 3066 | TosaErrorValidator.evDilationSmallerOne, |
| 3067 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3068 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3069 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3070 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3071 | "template": True, |
| 3072 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3073 | "fully_connected": { |
| 3074 | "op": Op.FULLY_CONNECTED, |
| 3075 | "operands": (1, 2), |
| 3076 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3077 | "build_fcn": ( |
| 3078 | build_fully_connected, |
| 3079 | TosaTensorGen.tgFullyConnected, |
| 3080 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3081 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3082 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3083 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3084 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3085 | "error_if_validators": ( |
| 3086 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3087 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3088 | TosaErrorValidator.evWrongRank, |
| 3089 | TosaErrorValidator.evWrongInputType, |
| 3090 | TosaErrorValidator.evWrongOutputType, |
| 3091 | TosaErrorValidator.evWrongInputList, |
| 3092 | TosaErrorValidator.evWrongOutputList, |
| 3093 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3094 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3095 | "matmul": { |
| 3096 | "op": Op.MATMUL, |
| 3097 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3098 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3099 | "build_fcn": ( |
| 3100 | build_matmul, |
| 3101 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3102 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3103 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3104 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3105 | "qgen": TosaQuantGen.qgMatmul, |
| 3106 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3107 | "error_if_validators": ( |
| 3108 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3109 | TosaErrorValidator.evWrongRank, |
| 3110 | TosaErrorValidator.evWrongInputType, |
| 3111 | TosaErrorValidator.evWrongOutputType, |
| 3112 | TosaErrorValidator.evWrongInputList, |
| 3113 | TosaErrorValidator.evWrongOutputList, |
| 3114 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3115 | "data_gen": { |
| 3116 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3117 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3118 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3119 | "max_pool2d": { |
| 3120 | "op": Op.MAX_POOL2D, |
| 3121 | "operands": (1, 0), |
| 3122 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3123 | "build_fcn": ( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3124 | build_maxpool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3125 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3126 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3127 | TosaArgGen.agPooling, |
| 3128 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3129 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3130 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3131 | "error_if_validators": ( |
| 3132 | TosaErrorValidator.evKernelSmallerOne, |
| 3133 | TosaErrorValidator.evStrideSmallerOne, |
| 3134 | TosaErrorValidator.evPadSmallerZero, |
| 3135 | TosaErrorValidator.evWrongRank, |
| 3136 | TosaErrorValidator.evWrongInputType, |
| 3137 | TosaErrorValidator.evWrongOutputType, |
| 3138 | TosaErrorValidator.evWrongInputList, |
| 3139 | TosaErrorValidator.evWrongOutputList, |
| 3140 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3141 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3142 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3143 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3144 | "data_gen": { |
| 3145 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3146 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3147 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3148 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3149 | "transpose_conv2d_TEMPLATE": { |
| 3150 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3151 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3152 | "rank": (4, 4), |
| 3153 | "build_fcn": ( |
| 3154 | build_transpose_conv2d, |
| 3155 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3156 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3157 | TosaArgGen.agTransposeConv2D, |
| 3158 | ), |
| 3159 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3160 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3161 | "invalid_test_validators": ( |
| 3162 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3163 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3164 | ), |
| 3165 | "error_if_validators": ( |
| 3166 | TosaErrorValidator.evWrongInputType, |
| 3167 | TosaErrorValidator.evWrongOutputType, |
| 3168 | TosaErrorValidator.evWrongInputList, |
| 3169 | TosaErrorValidator.evWrongOutputList, |
| 3170 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3171 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3172 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3173 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3174 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3175 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3176 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3177 | "template": True, |
| 3178 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3179 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3180 | "clamp": { |
| 3181 | "op": Op.CLAMP, |
| 3182 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3183 | "build_fcn": ( |
| 3184 | build_clamp, |
| 3185 | TosaTensorGen.tgBasic, |
| 3186 | TosaTensorValuesGen.tvgDefault, |
| 3187 | None, |
| 3188 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3189 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3190 | "error_if_validators": ( |
| 3191 | TosaErrorValidator.evMaxSmallerMin, |
| 3192 | TosaErrorValidator.evWrongInputType, |
| 3193 | TosaErrorValidator.evWrongOutputType, |
| 3194 | TosaErrorValidator.evWrongInputList, |
| 3195 | TosaErrorValidator.evWrongOutputList, |
| 3196 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3197 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3198 | "sigmoid": { |
| 3199 | "op": Op.SIGMOID, |
| 3200 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3201 | "build_fcn": ( |
| 3202 | build_sigmoid, |
| 3203 | TosaTensorGen.tgBasic, |
| 3204 | TosaTensorValuesGen.tvgDefault, |
| 3205 | None, |
| 3206 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3207 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3208 | "error_if_validators": ( |
| 3209 | TosaErrorValidator.evWrongInputType, |
| 3210 | TosaErrorValidator.evWrongOutputType, |
| 3211 | TosaErrorValidator.evWrongInputList, |
| 3212 | TosaErrorValidator.evWrongOutputList, |
| 3213 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3214 | }, |
| 3215 | "tanh": { |
| 3216 | "op": Op.TANH, |
| 3217 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3218 | "build_fcn": ( |
| 3219 | build_tanh, |
| 3220 | TosaTensorGen.tgBasic, |
| 3221 | TosaTensorValuesGen.tvgDefault, |
| 3222 | None, |
| 3223 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3224 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3225 | "error_if_validators": ( |
| 3226 | TosaErrorValidator.evWrongInputType, |
| 3227 | TosaErrorValidator.evWrongOutputType, |
| 3228 | TosaErrorValidator.evWrongInputList, |
| 3229 | TosaErrorValidator.evWrongOutputList, |
| 3230 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3231 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3232 | "erf": { |
| 3233 | "op": Op.ERF, |
| 3234 | "operands": (1, 0), |
| 3235 | "build_fcn": ( |
| 3236 | build_erf, |
| 3237 | TosaTensorGen.tgBasic, |
| 3238 | TosaTensorValuesGen.tvgDefault, |
| 3239 | None, |
| 3240 | ), |
| 3241 | "types": TYPE_FP, |
| 3242 | "error_if_validators": ( |
| 3243 | TosaErrorValidator.evWrongInputType, |
| 3244 | TosaErrorValidator.evWrongOutputType, |
| 3245 | TosaErrorValidator.evWrongInputList, |
| 3246 | TosaErrorValidator.evWrongOutputList, |
| 3247 | ), |
| 3248 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3249 | # Elementwise Binary Operators |
| 3250 | "add": { |
| 3251 | "op": Op.ADD, |
| 3252 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3253 | "build_fcn": ( |
| 3254 | build_binary_broadcast, |
| 3255 | TosaTensorGen.tgBroadcastFuzz, |
| 3256 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3257 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3258 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3259 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3260 | "error_if_validators": ( |
| 3261 | TosaErrorValidator.evRankMismatch, |
| 3262 | TosaErrorValidator.evWrongInputType, |
| 3263 | TosaErrorValidator.evWrongOutputType, |
| 3264 | TosaErrorValidator.evWrongInputList, |
| 3265 | TosaErrorValidator.evWrongOutputList, |
| 3266 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3267 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3268 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3269 | "data_gen": { |
| 3270 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3271 | }, |
| 3272 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3273 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3274 | "arithmetic_right_shift": { |
| 3275 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3276 | "operands": (2, 0), |
| 3277 | "build_fcn": ( |
| 3278 | build_arithmetic_right_shift, |
| 3279 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3280 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3281 | TosaArgGen.agArithmeticRightShift, |
| 3282 | ), |
| 3283 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3284 | "error_if_validators": ( |
| 3285 | TosaErrorValidator.evRankMismatch, |
| 3286 | TosaErrorValidator.evWrongInputType, |
| 3287 | TosaErrorValidator.evWrongOutputType, |
| 3288 | TosaErrorValidator.evWrongInputList, |
| 3289 | TosaErrorValidator.evWrongOutputList, |
| 3290 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3291 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3292 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3293 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3294 | "bitwise_and": { |
| 3295 | "op": Op.BITWISE_AND, |
| 3296 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3297 | "build_fcn": ( |
| 3298 | build_binary_broadcast, |
| 3299 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3300 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3301 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3302 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3303 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3304 | "error_if_validators": ( |
| 3305 | TosaErrorValidator.evRankMismatch, |
| 3306 | TosaErrorValidator.evWrongInputType, |
| 3307 | TosaErrorValidator.evWrongOutputType, |
| 3308 | TosaErrorValidator.evWrongInputList, |
| 3309 | TosaErrorValidator.evWrongOutputList, |
| 3310 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3311 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3312 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3313 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3314 | "bitwise_or": { |
| 3315 | "op": Op.BITWISE_OR, |
| 3316 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3317 | "build_fcn": ( |
| 3318 | build_binary_broadcast, |
| 3319 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3320 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3321 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3322 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3323 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3324 | "error_if_validators": ( |
| 3325 | TosaErrorValidator.evRankMismatch, |
| 3326 | TosaErrorValidator.evWrongInputType, |
| 3327 | TosaErrorValidator.evWrongOutputType, |
| 3328 | TosaErrorValidator.evWrongInputList, |
| 3329 | TosaErrorValidator.evWrongOutputList, |
| 3330 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3331 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3332 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3333 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3334 | "bitwise_xor": { |
| 3335 | "op": Op.BITWISE_XOR, |
| 3336 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3337 | "build_fcn": ( |
| 3338 | build_binary_broadcast, |
| 3339 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3340 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3341 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3342 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3343 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3344 | "error_if_validators": ( |
| 3345 | TosaErrorValidator.evRankMismatch, |
| 3346 | TosaErrorValidator.evWrongInputType, |
| 3347 | TosaErrorValidator.evWrongOutputType, |
| 3348 | TosaErrorValidator.evWrongInputList, |
| 3349 | TosaErrorValidator.evWrongOutputList, |
| 3350 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3351 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3352 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3353 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3354 | "intdiv": { |
| 3355 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3356 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3357 | "build_fcn": ( |
| 3358 | build_binary_broadcast, |
| 3359 | TosaTensorGen.tgBroadcastFuzz, |
| 3360 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3361 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3362 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3363 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3364 | "error_if_validators": ( |
| 3365 | TosaErrorValidator.evRankMismatch, |
| 3366 | TosaErrorValidator.evWrongInputType, |
| 3367 | TosaErrorValidator.evWrongOutputType, |
| 3368 | TosaErrorValidator.evWrongInputList, |
| 3369 | TosaErrorValidator.evWrongOutputList, |
| 3370 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3371 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3372 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3373 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3374 | "logical_and": { |
| 3375 | "op": Op.LOGICAL_AND, |
| 3376 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3377 | "build_fcn": ( |
| 3378 | build_binary_broadcast, |
| 3379 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3380 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3381 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3382 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3383 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3384 | "error_if_validators": ( |
| 3385 | TosaErrorValidator.evRankMismatch, |
| 3386 | TosaErrorValidator.evWrongInputType, |
| 3387 | TosaErrorValidator.evWrongOutputType, |
| 3388 | TosaErrorValidator.evWrongInputList, |
| 3389 | TosaErrorValidator.evWrongOutputList, |
| 3390 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3391 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3392 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3393 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3394 | "logical_left_shift": { |
| 3395 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3396 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3397 | "build_fcn": ( |
| 3398 | build_binary_broadcast, |
| 3399 | TosaTensorGen.tgBroadcastFuzz, |
| 3400 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3401 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3402 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3403 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3404 | "error_if_validators": ( |
| 3405 | TosaErrorValidator.evRankMismatch, |
| 3406 | TosaErrorValidator.evWrongInputType, |
| 3407 | TosaErrorValidator.evWrongOutputType, |
| 3408 | TosaErrorValidator.evWrongInputList, |
| 3409 | TosaErrorValidator.evWrongOutputList, |
| 3410 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3411 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3412 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3413 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3414 | "logical_right_shift": { |
| 3415 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3416 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3417 | "build_fcn": ( |
| 3418 | build_binary_broadcast, |
| 3419 | TosaTensorGen.tgBroadcastFuzz, |
| 3420 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3421 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3422 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3423 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3424 | "error_if_validators": ( |
| 3425 | TosaErrorValidator.evRankMismatch, |
| 3426 | TosaErrorValidator.evWrongInputType, |
| 3427 | TosaErrorValidator.evWrongOutputType, |
| 3428 | TosaErrorValidator.evWrongInputList, |
| 3429 | TosaErrorValidator.evWrongOutputList, |
| 3430 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3431 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3432 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3433 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3434 | "logical_or": { |
| 3435 | "op": Op.LOGICAL_OR, |
| 3436 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3437 | "build_fcn": ( |
| 3438 | build_binary_broadcast, |
| 3439 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3440 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3441 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3442 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3443 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3444 | "error_if_validators": ( |
| 3445 | TosaErrorValidator.evRankMismatch, |
| 3446 | TosaErrorValidator.evWrongInputType, |
| 3447 | TosaErrorValidator.evWrongOutputType, |
| 3448 | TosaErrorValidator.evWrongInputList, |
| 3449 | TosaErrorValidator.evWrongOutputList, |
| 3450 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3451 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3452 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3453 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3454 | "logical_xor": { |
| 3455 | "op": Op.LOGICAL_XOR, |
| 3456 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3457 | "build_fcn": ( |
| 3458 | build_binary_broadcast, |
| 3459 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3460 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3461 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3462 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3463 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3464 | "error_if_validators": ( |
| 3465 | TosaErrorValidator.evRankMismatch, |
| 3466 | TosaErrorValidator.evWrongInputType, |
| 3467 | TosaErrorValidator.evWrongOutputType, |
| 3468 | TosaErrorValidator.evWrongInputList, |
| 3469 | TosaErrorValidator.evWrongOutputList, |
| 3470 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3471 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3472 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3473 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3474 | "maximum": { |
| 3475 | "op": Op.MAXIMUM, |
| 3476 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3477 | "build_fcn": ( |
| 3478 | build_binary_broadcast, |
| 3479 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3480 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3481 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3482 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3483 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3484 | "error_if_validators": ( |
| 3485 | TosaErrorValidator.evRankMismatch, |
| 3486 | TosaErrorValidator.evWrongInputType, |
| 3487 | TosaErrorValidator.evWrongOutputType, |
| 3488 | TosaErrorValidator.evWrongInputList, |
| 3489 | TosaErrorValidator.evWrongOutputList, |
| 3490 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3491 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3492 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3493 | "data_gen": { |
| 3494 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3495 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3496 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3497 | "minimum": { |
| 3498 | "op": Op.MINIMUM, |
| 3499 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3500 | "build_fcn": ( |
| 3501 | build_binary_broadcast, |
| 3502 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3503 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3504 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3505 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3506 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3507 | "error_if_validators": ( |
| 3508 | TosaErrorValidator.evRankMismatch, |
| 3509 | TosaErrorValidator.evWrongInputType, |
| 3510 | TosaErrorValidator.evWrongOutputType, |
| 3511 | TosaErrorValidator.evWrongInputList, |
| 3512 | TosaErrorValidator.evWrongOutputList, |
| 3513 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3514 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3515 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3516 | "data_gen": { |
| 3517 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3518 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3519 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3520 | "mul": { |
| 3521 | "op": Op.MUL, |
| 3522 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3523 | "build_fcn": ( |
| 3524 | build_mul, |
| 3525 | TosaTensorGen.tgBroadcastFuzz, |
| 3526 | TosaTensorValuesGen.tvgMul, |
| 3527 | TosaArgGen.agMul, |
| 3528 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3529 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3530 | "error_if_validators": ( |
| 3531 | TosaErrorValidator.evWrongInputType, |
| 3532 | TosaErrorValidator.evWrongOutputType, |
| 3533 | TosaErrorValidator.evWrongInputList, |
| 3534 | TosaErrorValidator.evWrongOutputList, |
| 3535 | TosaErrorValidator.evRankMismatch, |
| 3536 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3537 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3538 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3539 | "data_gen": { |
| 3540 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3541 | }, |
| 3542 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3543 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3544 | "pow": { |
| 3545 | "op": Op.POW, |
| 3546 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3547 | "build_fcn": ( |
| 3548 | build_binary_broadcast, |
| 3549 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3550 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3551 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3552 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3553 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3554 | "error_if_validators": ( |
| 3555 | TosaErrorValidator.evRankMismatch, |
| 3556 | TosaErrorValidator.evWrongInputType, |
| 3557 | TosaErrorValidator.evWrongOutputType, |
| 3558 | TosaErrorValidator.evWrongInputList, |
| 3559 | TosaErrorValidator.evWrongOutputList, |
| 3560 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3561 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3562 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3563 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3564 | "sub": { |
| 3565 | "op": Op.SUB, |
| 3566 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3567 | "build_fcn": ( |
| 3568 | build_binary_broadcast, |
| 3569 | TosaTensorGen.tgBroadcastFuzz, |
| 3570 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3571 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3572 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3573 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3574 | "error_if_validators": ( |
| 3575 | TosaErrorValidator.evRankMismatch, |
| 3576 | TosaErrorValidator.evWrongInputType, |
| 3577 | TosaErrorValidator.evWrongOutputType, |
| 3578 | TosaErrorValidator.evWrongInputList, |
| 3579 | TosaErrorValidator.evWrongOutputList, |
| 3580 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3581 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3582 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3583 | "data_gen": { |
| 3584 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3585 | }, |
| 3586 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3587 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3588 | "table": { |
| 3589 | "op": Op.TABLE, |
| 3590 | # Use the automatic generation functions to create the input array |
| 3591 | # but create the table tensor in the build function, as it may be |
| 3592 | # a different type from the input |
| 3593 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3594 | "build_fcn": ( |
| 3595 | build_table, |
| 3596 | TosaTensorGen.tgBasic, |
| 3597 | TosaTensorValuesGen.tvgDefault, |
| 3598 | TosaArgGen.agTable, |
| 3599 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3600 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3601 | "error_if_validators": ( |
| 3602 | TosaErrorValidator.evWrongInputType, |
| 3603 | TosaErrorValidator.evWrongOutputType, |
| 3604 | TosaErrorValidator.evWrongInputList, |
| 3605 | TosaErrorValidator.evWrongOutputList, |
| 3606 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3607 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3608 | # Elementwise Unary operators |
| 3609 | "abs": { |
| 3610 | "op": Op.ABS, |
| 3611 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3612 | "build_fcn": ( |
| 3613 | build_unary, |
| 3614 | TosaTensorGen.tgBasic, |
| 3615 | TosaTensorValuesGen.tvgDefault, |
| 3616 | None, |
| 3617 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3618 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3619 | "error_if_validators": ( |
| 3620 | TosaErrorValidator.evWrongInputType, |
| 3621 | TosaErrorValidator.evWrongOutputType, |
| 3622 | TosaErrorValidator.evWrongInputList, |
| 3623 | TosaErrorValidator.evWrongOutputList, |
| 3624 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3625 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3626 | "bitwise_not": { |
| 3627 | "op": Op.BITWISE_NOT, |
| 3628 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3629 | "build_fcn": ( |
| 3630 | build_unary, |
| 3631 | TosaTensorGen.tgBasic, |
| 3632 | TosaTensorValuesGen.tvgDefault, |
| 3633 | None, |
| 3634 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3635 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3636 | "error_if_validators": ( |
| 3637 | TosaErrorValidator.evWrongInputType, |
| 3638 | TosaErrorValidator.evWrongOutputType, |
| 3639 | TosaErrorValidator.evWrongInputList, |
| 3640 | TosaErrorValidator.evWrongOutputList, |
| 3641 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3642 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3643 | "ceil": { |
| 3644 | "op": Op.CEIL, |
| 3645 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3646 | "build_fcn": ( |
| 3647 | build_unary, |
| 3648 | TosaTensorGen.tgBasic, |
| 3649 | TosaTensorValuesGen.tvgDefault, |
| 3650 | None, |
| 3651 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3652 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3653 | "error_if_validators": ( |
| 3654 | TosaErrorValidator.evWrongInputType, |
| 3655 | TosaErrorValidator.evWrongOutputType, |
| 3656 | TosaErrorValidator.evWrongInputList, |
| 3657 | TosaErrorValidator.evWrongOutputList, |
| 3658 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3659 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3660 | "clz": { |
| 3661 | "op": Op.CLZ, |
| 3662 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3663 | "build_fcn": ( |
| 3664 | build_unary, |
| 3665 | TosaTensorGen.tgBasic, |
| 3666 | TosaTensorValuesGen.tvgDefault, |
| 3667 | None, |
| 3668 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3669 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3670 | "error_if_validators": ( |
| 3671 | TosaErrorValidator.evWrongInputType, |
| 3672 | TosaErrorValidator.evWrongOutputType, |
| 3673 | TosaErrorValidator.evWrongInputList, |
| 3674 | TosaErrorValidator.evWrongOutputList, |
| 3675 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3676 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3677 | "exp": { |
| 3678 | "op": Op.EXP, |
| 3679 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3680 | "build_fcn": ( |
| 3681 | build_unary, |
| 3682 | TosaTensorGen.tgBasic, |
| 3683 | TosaTensorValuesGen.tvgDefault, |
| 3684 | None, |
| 3685 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3686 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3687 | "error_if_validators": ( |
| 3688 | TosaErrorValidator.evWrongInputType, |
| 3689 | TosaErrorValidator.evWrongOutputType, |
| 3690 | TosaErrorValidator.evWrongInputList, |
| 3691 | TosaErrorValidator.evWrongOutputList, |
| 3692 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3693 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3694 | "floor": { |
| 3695 | "op": Op.FLOOR, |
| 3696 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3697 | "build_fcn": ( |
| 3698 | build_unary, |
| 3699 | TosaTensorGen.tgBasic, |
| 3700 | TosaTensorValuesGen.tvgDefault, |
| 3701 | None, |
| 3702 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3703 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3704 | "error_if_validators": ( |
| 3705 | TosaErrorValidator.evWrongInputType, |
| 3706 | TosaErrorValidator.evWrongOutputType, |
| 3707 | TosaErrorValidator.evWrongInputList, |
| 3708 | TosaErrorValidator.evWrongOutputList, |
| 3709 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3710 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3711 | "log": { |
| 3712 | "op": Op.LOG, |
| 3713 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3714 | "build_fcn": ( |
| 3715 | build_unary, |
| 3716 | TosaTensorGen.tgBasic, |
| 3717 | TosaTensorValuesGen.tvgDefault, |
| 3718 | None, |
| 3719 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3720 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3721 | "error_if_validators": ( |
| 3722 | TosaErrorValidator.evWrongInputType, |
| 3723 | TosaErrorValidator.evWrongOutputType, |
| 3724 | TosaErrorValidator.evWrongInputList, |
| 3725 | TosaErrorValidator.evWrongOutputList, |
| 3726 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3727 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3728 | "logical_not": { |
| 3729 | "op": Op.LOGICAL_NOT, |
| 3730 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3731 | "build_fcn": ( |
| 3732 | build_unary, |
| 3733 | TosaTensorGen.tgBasic, |
| 3734 | TosaTensorValuesGen.tvgDefault, |
| 3735 | None, |
| 3736 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3737 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3738 | "error_if_validators": ( |
| 3739 | TosaErrorValidator.evWrongInputType, |
| 3740 | TosaErrorValidator.evWrongOutputType, |
| 3741 | TosaErrorValidator.evWrongInputList, |
| 3742 | TosaErrorValidator.evWrongOutputList, |
| 3743 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3744 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3745 | "negate": { |
| 3746 | "op": Op.NEGATE, |
| 3747 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3748 | "build_fcn": ( |
| 3749 | build_unary, |
| 3750 | TosaTensorGen.tgBasic, |
| 3751 | TosaTensorValuesGen.tvgNegate, |
| 3752 | None, |
| 3753 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3754 | "qgen": TosaQuantGen.qgUnary, |
| 3755 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3756 | "error_if_validators": ( |
| 3757 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3758 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3759 | TosaErrorValidator.evWrongInputType, |
| 3760 | TosaErrorValidator.evWrongOutputType, |
| 3761 | TosaErrorValidator.evWrongInputList, |
| 3762 | TosaErrorValidator.evWrongOutputList, |
| 3763 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3764 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3765 | "reciprocal": { |
| 3766 | "op": Op.RECIPROCAL, |
| 3767 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3768 | "build_fcn": ( |
| 3769 | build_unary, |
| 3770 | TosaTensorGen.tgBasic, |
| 3771 | TosaTensorValuesGen.tvgDefault, |
| 3772 | None, |
| 3773 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3774 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3775 | "error_if_validators": ( |
| 3776 | TosaErrorValidator.evWrongInputType, |
| 3777 | TosaErrorValidator.evWrongOutputType, |
| 3778 | TosaErrorValidator.evWrongInputList, |
| 3779 | TosaErrorValidator.evWrongOutputList, |
| 3780 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3781 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3782 | "rsqrt": { |
| 3783 | "op": Op.RSQRT, |
| 3784 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3785 | "build_fcn": ( |
| 3786 | build_unary, |
| 3787 | TosaTensorGen.tgBasic, |
| 3788 | TosaTensorValuesGen.tvgDefault, |
| 3789 | None, |
| 3790 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3791 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3792 | "error_if_validators": ( |
| 3793 | TosaErrorValidator.evWrongInputType, |
| 3794 | TosaErrorValidator.evWrongOutputType, |
| 3795 | TosaErrorValidator.evWrongInputList, |
| 3796 | TosaErrorValidator.evWrongOutputList, |
| 3797 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3798 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3799 | # Elementwise Ternary operators |
| 3800 | "select": { |
| 3801 | "op": Op.SELECT, |
| 3802 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3803 | "build_fcn": ( |
| 3804 | build_select, |
| 3805 | TosaTensorGen.tgBroadcastFuzz, |
| 3806 | TosaTensorValuesGen.tvgSelect, |
| 3807 | None, |
| 3808 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3809 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3810 | "error_if_validators": ( |
| 3811 | TosaErrorValidator.evRankMismatch, |
| 3812 | TosaErrorValidator.evWrongInputType, |
| 3813 | TosaErrorValidator.evWrongOutputType, |
| 3814 | TosaErrorValidator.evWrongInputList, |
| 3815 | TosaErrorValidator.evWrongOutputList, |
| 3816 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3817 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3818 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3819 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3820 | # Comparison operators |
| 3821 | "equal": { |
| 3822 | "op": Op.EQUAL, |
| 3823 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3824 | "build_fcn": ( |
| 3825 | build_comparison, |
| 3826 | TosaTensorGen.tgBroadcastFuzz, |
| 3827 | TosaTensorValuesGen.tvgEqual, |
| 3828 | None, |
| 3829 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3830 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3831 | "error_if_validators": ( |
| 3832 | TosaErrorValidator.evRankMismatch, |
| 3833 | TosaErrorValidator.evWrongInputType, |
| 3834 | TosaErrorValidator.evWrongOutputType, |
| 3835 | TosaErrorValidator.evWrongInputList, |
| 3836 | TosaErrorValidator.evWrongOutputList, |
| 3837 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3838 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3839 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3840 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3841 | "greater_equal": { |
| 3842 | "op": Op.GREATER_EQUAL, |
| 3843 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3844 | "build_fcn": ( |
| 3845 | build_comparison, |
| 3846 | TosaTensorGen.tgBroadcastFuzz, |
| 3847 | TosaTensorValuesGen.tvgDefault, |
| 3848 | None, |
| 3849 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3850 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3851 | "error_if_validators": ( |
| 3852 | TosaErrorValidator.evRankMismatch, |
| 3853 | TosaErrorValidator.evWrongInputType, |
| 3854 | TosaErrorValidator.evWrongOutputType, |
| 3855 | TosaErrorValidator.evWrongInputList, |
| 3856 | TosaErrorValidator.evWrongOutputList, |
| 3857 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3858 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3859 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3860 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3861 | "greater": { |
| 3862 | "op": Op.GREATER, |
| 3863 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3864 | "build_fcn": ( |
| 3865 | build_comparison, |
| 3866 | TosaTensorGen.tgBroadcastFuzz, |
| 3867 | TosaTensorValuesGen.tvgDefault, |
| 3868 | None, |
| 3869 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3870 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3871 | "error_if_validators": ( |
| 3872 | TosaErrorValidator.evRankMismatch, |
| 3873 | TosaErrorValidator.evWrongInputType, |
| 3874 | TosaErrorValidator.evWrongOutputType, |
| 3875 | TosaErrorValidator.evWrongInputList, |
| 3876 | TosaErrorValidator.evWrongOutputList, |
| 3877 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3878 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3879 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3880 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3881 | # Reduction operators |
| 3882 | "reduce_all": { |
| 3883 | "op": Op.REDUCE_ALL, |
| 3884 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3885 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3886 | "build_fcn": ( |
| 3887 | build_reduce, |
| 3888 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 3889 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3890 | TosaArgGen.agAxis, |
| 3891 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3892 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3893 | "error_if_validators": ( |
| 3894 | TosaErrorValidator.evAxisLargerRank, |
| 3895 | TosaErrorValidator.evAxisSmallerZero, |
| 3896 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3897 | TosaErrorValidator.evWrongInputType, |
| 3898 | TosaErrorValidator.evWrongOutputType, |
| 3899 | TosaErrorValidator.evWrongRank, |
| 3900 | TosaErrorValidator.evWrongInputList, |
| 3901 | TosaErrorValidator.evWrongOutputList, |
| 3902 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3903 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3904 | "reduce_any": { |
| 3905 | "op": Op.REDUCE_ANY, |
| 3906 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3907 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3908 | "build_fcn": ( |
| 3909 | build_reduce, |
| 3910 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 3911 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3912 | TosaArgGen.agAxis, |
| 3913 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3914 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3915 | "error_if_validators": ( |
| 3916 | TosaErrorValidator.evAxisLargerRank, |
| 3917 | TosaErrorValidator.evAxisSmallerZero, |
| 3918 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3919 | TosaErrorValidator.evWrongInputType, |
| 3920 | TosaErrorValidator.evWrongOutputType, |
| 3921 | TosaErrorValidator.evWrongRank, |
| 3922 | TosaErrorValidator.evWrongInputList, |
| 3923 | TosaErrorValidator.evWrongOutputList, |
| 3924 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3925 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3926 | "reduce_max": { |
| 3927 | "op": Op.REDUCE_MAX, |
| 3928 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3929 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3930 | "build_fcn": ( |
| 3931 | build_reduce, |
| 3932 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 3933 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3934 | TosaArgGen.agAxis, |
| 3935 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3936 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3937 | "error_if_validators": ( |
| 3938 | TosaErrorValidator.evAxisLargerRank, |
| 3939 | TosaErrorValidator.evAxisSmallerZero, |
| 3940 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3941 | TosaErrorValidator.evWrongInputType, |
| 3942 | TosaErrorValidator.evWrongOutputType, |
| 3943 | TosaErrorValidator.evWrongRank, |
| 3944 | TosaErrorValidator.evWrongInputList, |
| 3945 | TosaErrorValidator.evWrongOutputList, |
| 3946 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 3947 | "data_gen": { |
| 3948 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3949 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3950 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3951 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3952 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3953 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3954 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3955 | "build_fcn": ( |
| 3956 | build_reduce, |
| 3957 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 3958 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3959 | TosaArgGen.agAxis, |
| 3960 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3961 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3962 | "error_if_validators": ( |
| 3963 | TosaErrorValidator.evAxisLargerRank, |
| 3964 | TosaErrorValidator.evAxisSmallerZero, |
| 3965 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3966 | TosaErrorValidator.evWrongInputType, |
| 3967 | TosaErrorValidator.evWrongOutputType, |
| 3968 | TosaErrorValidator.evWrongRank, |
| 3969 | TosaErrorValidator.evWrongInputList, |
| 3970 | TosaErrorValidator.evWrongOutputList, |
| 3971 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 3972 | "data_gen": { |
| 3973 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3974 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3975 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3976 | "reduce_product": { |
| 3977 | "op": Op.REDUCE_PRODUCT, |
| 3978 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3979 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3980 | "build_fcn": ( |
| 3981 | build_reduce, |
| 3982 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 3983 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3984 | TosaArgGen.agAxis, |
| 3985 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3986 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3987 | "error_if_validators": ( |
| 3988 | TosaErrorValidator.evAxisLargerRank, |
| 3989 | TosaErrorValidator.evAxisSmallerZero, |
| 3990 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3991 | TosaErrorValidator.evWrongInputType, |
| 3992 | TosaErrorValidator.evWrongOutputType, |
| 3993 | TosaErrorValidator.evWrongRank, |
| 3994 | TosaErrorValidator.evWrongInputList, |
| 3995 | TosaErrorValidator.evWrongOutputList, |
| 3996 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3997 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3998 | "reduce_sum": { |
| 3999 | "op": Op.REDUCE_SUM, |
| 4000 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4001 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4002 | "build_fcn": ( |
| 4003 | build_reduce, |
| 4004 | TosaTensorGen.tgBasic, |
| 4005 | TosaTensorValuesGen.tvgReduceSum, |
| 4006 | TosaArgGen.agAxis, |
| 4007 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4008 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4009 | "error_if_validators": ( |
| 4010 | TosaErrorValidator.evAxisLargerRank, |
| 4011 | TosaErrorValidator.evAxisSmallerZero, |
| 4012 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4013 | TosaErrorValidator.evWrongInputType, |
| 4014 | TosaErrorValidator.evWrongOutputType, |
| 4015 | TosaErrorValidator.evWrongRank, |
| 4016 | TosaErrorValidator.evWrongInputList, |
| 4017 | TosaErrorValidator.evWrongOutputList, |
| 4018 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 4019 | "data_gen": { |
| 4020 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4021 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4022 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4023 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4024 | "concat": { |
| 4025 | "op": Op.CONCAT, |
| 4026 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4027 | "build_fcn": ( |
| 4028 | build_concat, |
| 4029 | TosaTensorGen.tgConcat, |
| 4030 | TosaTensorValuesGen.tvgConcat, |
| 4031 | TosaArgGen.agAxis, |
| 4032 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4033 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4034 | "error_if_validators": ( |
| 4035 | TosaErrorValidator.evAxisLargerRank, |
| 4036 | TosaErrorValidator.evAxisSmallerZero, |
| 4037 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4038 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4039 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4040 | TosaErrorValidator.evWrongInputType, |
| 4041 | TosaErrorValidator.evWrongOutputType, |
| 4042 | TosaErrorValidator.evWrongOutputList, |
| 4043 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4044 | }, |
| 4045 | "pad": { |
| 4046 | "op": Op.PAD, |
| 4047 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4048 | "build_fcn": ( |
| 4049 | build_pad, |
| 4050 | TosaTensorGen.tgBasic, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4051 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4052 | TosaArgGen.agPad, |
| 4053 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4054 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4055 | "error_if_validators": ( |
| 4056 | TosaErrorValidator.evWrongInputType, |
| 4057 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4058 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4059 | TosaErrorValidator.evWrongOutputType, |
| 4060 | TosaErrorValidator.evWrongInputList, |
| 4061 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4062 | TosaErrorValidator.evRankMismatch, |
| 4063 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4064 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4065 | "data_gen": { |
| 4066 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4067 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4068 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4069 | "dim": { |
| 4070 | "op": Op.DIM, |
| 4071 | "operands": (1, 0), |
| 4072 | "build_fcn": ( |
| 4073 | build_dim, |
| 4074 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 4075 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4076 | TosaArgGen.agAxis, |
| 4077 | ), |
| 4078 | "types": TYPE_FIB, |
| 4079 | "error_if_validators": ( |
| 4080 | TosaErrorValidator.evAxisLargerRank, |
| 4081 | TosaErrorValidator.evAxisSmallerZero, |
| 4082 | TosaErrorValidator.evWrongInputType, |
| 4083 | TosaErrorValidator.evWrongInputList, |
| 4084 | TosaErrorValidator.evWrongOutputList, |
| 4085 | TosaErrorValidator.evWrongRank, |
| 4086 | ), |
| 4087 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4088 | "reshape": { |
| 4089 | "op": Op.RESHAPE, |
| 4090 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4091 | "build_fcn": ( |
| 4092 | build_reshape, |
| 4093 | TosaTensorGen.tgBasic, |
| 4094 | TosaTensorValuesGen.tvgDefault, |
| 4095 | TosaArgGen.agReshape, |
| 4096 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4097 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4098 | "error_if_validators": ( |
| 4099 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4100 | TosaErrorValidator.evWrongInputType, |
| 4101 | TosaErrorValidator.evWrongOutputType, |
| 4102 | TosaErrorValidator.evWrongInputList, |
| 4103 | TosaErrorValidator.evWrongOutputList, |
Jerry Ge | 264f7fa | 2023-04-21 22:49:57 +0000 | [diff] [blame] | 4104 | TosaErrorValidator.evReshapeOutputSizeMultiInference, |
| 4105 | TosaErrorValidator.evReshapeOutputSizeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4106 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4107 | }, |
| 4108 | "reverse": { |
| 4109 | "op": Op.REVERSE, |
| 4110 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4111 | "build_fcn": ( |
| 4112 | build_reverse, |
| 4113 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 4114 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4115 | TosaArgGen.agAxis, |
| 4116 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4117 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4118 | "error_if_validators": ( |
| 4119 | TosaErrorValidator.evAxisSmallerZero, |
| 4120 | TosaErrorValidator.evAxisLargerRank, |
| 4121 | TosaErrorValidator.evWrongInputType, |
| 4122 | TosaErrorValidator.evWrongOutputType, |
| 4123 | TosaErrorValidator.evWrongInputList, |
| 4124 | TosaErrorValidator.evWrongOutputList, |
| 4125 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4126 | }, |
| 4127 | "slice": { |
| 4128 | "op": Op.SLICE, |
| 4129 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4130 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4131 | "build_fcn": ( |
| 4132 | build_slice, |
| 4133 | TosaTensorGen.tgBasic, |
| 4134 | TosaTensorValuesGen.tvgDefault, |
| 4135 | TosaArgGen.agSlice, |
| 4136 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4137 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4138 | "error_if_validators": ( |
| 4139 | TosaErrorValidator.evStartSmallerZero, |
| 4140 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 4141 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4142 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4143 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4144 | TosaErrorValidator.evWrongRank, |
| 4145 | TosaErrorValidator.evWrongInputType, |
| 4146 | TosaErrorValidator.evWrongOutputType, |
| 4147 | TosaErrorValidator.evWrongInputList, |
| 4148 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4149 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4150 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4151 | }, |
| 4152 | "tile": { |
| 4153 | "op": Op.TILE, |
| 4154 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4155 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4156 | "build_fcn": ( |
| 4157 | build_tile, |
| 4158 | TosaTensorGen.tgBasic, |
| 4159 | TosaTensorValuesGen.tvgDefault, |
| 4160 | TosaArgGen.agTile, |
| 4161 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4162 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4163 | "error_if_validators": ( |
| 4164 | TosaErrorValidator.evWrongInputType, |
| 4165 | TosaErrorValidator.evWrongOutputType, |
| 4166 | TosaErrorValidator.evWrongInputList, |
| 4167 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4168 | TosaErrorValidator.evRankMismatch, |
| 4169 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4170 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4171 | }, |
| 4172 | "transpose": { |
| 4173 | "op": Op.TRANSPOSE, |
| 4174 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4175 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4176 | "build_fcn": ( |
| 4177 | build_transpose, |
| 4178 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4179 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4180 | TosaArgGen.agTranspose, |
| 4181 | ), |
| 4182 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4183 | "error_if_validators": ( |
| 4184 | TosaErrorValidator.evIndexOutsideBounds, |
| 4185 | TosaErrorValidator.evIndexUsedTwice, |
| 4186 | TosaErrorValidator.evWrongInputType, |
| 4187 | TosaErrorValidator.evWrongOutputType, |
| 4188 | TosaErrorValidator.evWrongInputList, |
| 4189 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4190 | TosaErrorValidator.evWrongRank, |
| 4191 | TosaErrorValidator.evRankMismatch, |
| 4192 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4193 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4194 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4195 | # Data nodes |
| 4196 | "const": { |
| 4197 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4198 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4199 | "build_fcn": ( |
| 4200 | build_const, |
| 4201 | TosaTensorGen.tgBasic, |
| 4202 | TosaTensorValuesGen.tvgDefault, |
| 4203 | None, |
| 4204 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4205 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4206 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4207 | "identity": { |
| 4208 | "op": Op.IDENTITY, |
| 4209 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4210 | "build_fcn": ( |
| 4211 | build_unary, |
| 4212 | TosaTensorGen.tgBasic, |
| 4213 | TosaTensorValuesGen.tvgDefault, |
| 4214 | None, |
| 4215 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4216 | "types": TYPE_FIB, |
| 4217 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4218 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4219 | "gather": { |
| 4220 | "op": Op.GATHER, |
| 4221 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 4222 | "operands": (1, 0), |
| 4223 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4224 | "build_fcn": ( |
| 4225 | build_gather, |
| 4226 | TosaTensorGen.tgBasic, |
| 4227 | TosaTensorValuesGen.tvgDefault, |
| 4228 | None, |
| 4229 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4230 | "types": ( |
| 4231 | DType.INT8, |
| 4232 | DType.INT16, |
| 4233 | DType.INT32, |
| 4234 | DType.FP16, |
| 4235 | DType.BF16, |
| 4236 | DType.FP32, |
| 4237 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4238 | "error_if_validators": ( |
| 4239 | TosaErrorValidator.evWrongInputType, |
| 4240 | TosaErrorValidator.evWrongOutputType, |
| 4241 | TosaErrorValidator.evWrongInputList, |
| 4242 | TosaErrorValidator.evWrongOutputList, |
| 4243 | TosaErrorValidator.evWrongRank, |
| 4244 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4245 | }, |
| 4246 | "scatter": { |
| 4247 | "op": Op.SCATTER, |
| 4248 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4249 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4250 | "operands": (2, 0), |
| 4251 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4252 | "build_fcn": ( |
| 4253 | build_scatter, |
| 4254 | TosaTensorGen.tgScatter, |
| 4255 | TosaTensorValuesGen.tvgDefault, |
| 4256 | None, |
| 4257 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4258 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4259 | "error_if_validators": ( |
| 4260 | TosaErrorValidator.evWrongInputType, |
| 4261 | TosaErrorValidator.evWrongOutputType, |
| 4262 | TosaErrorValidator.evWrongInputList, |
| 4263 | TosaErrorValidator.evWrongOutputList, |
| 4264 | TosaErrorValidator.evWrongRank, |
| 4265 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4266 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4267 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4268 | "resize": { |
| 4269 | "op": Op.RESIZE, |
| 4270 | "operands": (1, 0), |
| 4271 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4272 | "build_fcn": ( |
| 4273 | build_resize, |
| 4274 | TosaTensorGen.tgNHWC, |
| 4275 | TosaTensorValuesGen.tvgDefault, |
| 4276 | TosaArgGen.agResize, |
| 4277 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4278 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4279 | "invalid_test_validators": ( |
| 4280 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4281 | ), |
| 4282 | "error_if_validators": ( |
| 4283 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4284 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4285 | TosaErrorValidator.evScaleNLargerMax, |
| 4286 | TosaErrorValidator.evScaleDLargerMax, |
| 4287 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4288 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4289 | TosaErrorValidator.evBorderSmallerMin, |
| 4290 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4291 | TosaErrorValidator.evWrongInputType, |
| 4292 | TosaErrorValidator.evWrongOutputType, |
| 4293 | TosaErrorValidator.evWrongRank, |
| 4294 | TosaErrorValidator.evWrongInputList, |
| 4295 | TosaErrorValidator.evWrongOutputList, |
| 4296 | TosaErrorValidator.evBatchMismatch, |
| 4297 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4298 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4299 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4300 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4301 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4302 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4303 | "cast": { |
| 4304 | "op": Op.CAST, |
| 4305 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4306 | "build_fcn": ( |
| 4307 | build_cast, |
| 4308 | TosaTensorGen.tgBasic, |
| 4309 | TosaTensorValuesGen.tvgDefault, |
| 4310 | TosaArgGen.agCast, |
| 4311 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4312 | "types": ( |
| 4313 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4314 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4315 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4316 | DType.INT8, |
| 4317 | DType.INT16, |
| 4318 | DType.INT32, |
| 4319 | DType.BOOL, |
| 4320 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4321 | "error_if_validators": ( |
| 4322 | TosaErrorValidator.evWrongInputType, |
| 4323 | TosaErrorValidator.evWrongOutputType, |
| 4324 | TosaErrorValidator.evWrongInputList, |
| 4325 | TosaErrorValidator.evWrongOutputList, |
| 4326 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4327 | }, |
| 4328 | "rescale": { |
| 4329 | "op": Op.RESCALE, |
| 4330 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4331 | "build_fcn": ( |
| 4332 | build_rescale, |
| 4333 | TosaTensorGen.tgBasic, |
| 4334 | TosaTensorValuesGen.tvgDefault, |
| 4335 | TosaArgGen.agRescale, |
| 4336 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4337 | "types": [ |
| 4338 | DType.UINT8, |
| 4339 | DType.INT8, |
| 4340 | DType.INT16, |
| 4341 | DType.INT32, |
| 4342 | DType.INT48, |
| 4343 | DType.UINT16, |
| 4344 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4345 | "error_if_validators": ( |
| 4346 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4347 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4348 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4349 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4350 | TosaErrorValidator.evScaleTrue, |
| 4351 | TosaErrorValidator.evScaleNotTrue, |
| 4352 | TosaErrorValidator.evWrongInputType, |
| 4353 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4354 | TosaErrorValidator.evWrongInputList, |
| 4355 | TosaErrorValidator.evWrongOutputList, |
| 4356 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4357 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4358 | # Custom |
| 4359 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4360 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4361 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4362 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4363 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4364 | "cond_if_const": { |
| 4365 | "op": Op.COND_IF, |
| 4366 | "operands": (0, 2), |
| 4367 | "build_fcn": ( |
| 4368 | build_cond_if_const, |
| 4369 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4370 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4371 | TosaArgGen.agCondIf, |
| 4372 | ), |
| 4373 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4374 | "error_if_validators": ( |
| 4375 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4376 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4377 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4378 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4379 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4380 | }, |
| 4381 | "cond_if_binary": { |
| 4382 | "op": Op.COND_IF, |
| 4383 | "operands": (2, 0), |
| 4384 | "build_fcn": ( |
| 4385 | build_cond_if_binary, |
| 4386 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4387 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4388 | TosaArgGen.agCondIf, |
| 4389 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4390 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4391 | "error_if_validators": ( |
| 4392 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4393 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4394 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4395 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4396 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4397 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4398 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4399 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4400 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4401 | "while_loop": { |
| 4402 | "op": Op.WHILE_LOOP, |
| 4403 | "operands": (0, 1), |
| 4404 | "build_fcn": ( |
| 4405 | build_while_loop, |
| 4406 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4407 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4408 | TosaArgGen.agWhileLoop, |
| 4409 | ), |
| 4410 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4411 | "error_if_validators": ( |
| 4412 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4413 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4414 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4415 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4416 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4417 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4418 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4419 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4420 | "fft2d": { |
| 4421 | "op": Op.FFT2D, |
| 4422 | "operands": (2, 0), |
| 4423 | "rank": (3, 3), |
| 4424 | "build_fcn": ( |
| 4425 | build_fft2d, |
| 4426 | TosaTensorGen.tgFFT2d, |
| 4427 | TosaTensorValuesGen.tvgDefault, |
| 4428 | TosaArgGen.agFFT2d, |
| 4429 | ), |
| 4430 | "types": [DType.FP32], |
| 4431 | "error_if_validators": ( |
| 4432 | TosaErrorValidator.evWrongInputType, |
| 4433 | TosaErrorValidator.evWrongOutputType, |
| 4434 | TosaErrorValidator.evWrongInputList, |
| 4435 | TosaErrorValidator.evWrongOutputList, |
| 4436 | TosaErrorValidator.evWrongRank, |
| 4437 | TosaErrorValidator.evBatchMismatch, |
| 4438 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4439 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4440 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4441 | ), |
| 4442 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4443 | "rfft2d": { |
| 4444 | "op": Op.RFFT2D, |
| 4445 | "operands": (1, 0), |
| 4446 | "rank": (3, 3), |
| 4447 | "build_fcn": ( |
| 4448 | build_rfft2d, |
| 4449 | TosaTensorGen.tgRFFT2d, |
| 4450 | TosaTensorValuesGen.tvgDefault, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4451 | None, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4452 | ), |
| 4453 | "types": [DType.FP32], |
| 4454 | "error_if_validators": ( |
| 4455 | TosaErrorValidator.evWrongInputType, |
| 4456 | TosaErrorValidator.evWrongOutputType, |
| 4457 | TosaErrorValidator.evWrongInputList, |
| 4458 | TosaErrorValidator.evWrongOutputList, |
| 4459 | TosaErrorValidator.evWrongRank, |
| 4460 | TosaErrorValidator.evBatchMismatch, |
| 4461 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4462 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4463 | ), |
| 4464 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4465 | } |
| 4466 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4467 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4468 | class OutputShaper: |
| 4469 | # Methods in this class compute the expected output shape and datatype |
| 4470 | # for common classes of operations |
| 4471 | def __init__(self): |
| 4472 | pass |
| 4473 | |
| 4474 | # These methods return arguments that can be used for |
| 4475 | # creating a new output tensor |
| 4476 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4477 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4478 | if error_name != ErrorIf.RankMismatch: |
| 4479 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4480 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4481 | |
| 4482 | shape = [] |
| 4483 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4484 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4485 | shape.append(b.shape[i]) |
| 4486 | else: |
| 4487 | shape.append(a.shape[i]) |
| 4488 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4489 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4490 | if error_name == ErrorIf.DimensionMismatch: |
| 4491 | shape[fuzz_idx] += 1 |
| 4492 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4493 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4494 | all_dtypes = [ |
| 4495 | DType.INT8, |
| 4496 | DType.INT16, |
| 4497 | DType.INT32, |
| 4498 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4499 | DType.FP16, |
| 4500 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4501 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4502 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4503 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4504 | outputDType = rng.choice(wrong_dtypes) |
| 4505 | else: |
| 4506 | outputDType = a.dtype |
| 4507 | |
| 4508 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4509 | |
| 4510 | @staticmethod |
| 4511 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4512 | assert len(a.shape) == len(b.shape) |
| 4513 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4514 | |
| 4515 | shape = [] |
| 4516 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4517 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4518 | shape.append(a.shape[i]) |
| 4519 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4520 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4521 | |
| 4522 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4523 | def unaryOp(ser, rng, a, error_name=None): |
| 4524 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4525 | all_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 | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4534 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4535 | outputDType = rng.choice(wrong_dtypes) |
| 4536 | else: |
| 4537 | outputDType = a.dtype |
| 4538 | |
| 4539 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4540 | |
| 4541 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4542 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4543 | if error_name != ErrorIf.RankMismatch: |
| 4544 | 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] | 4545 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4546 | |
| 4547 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4548 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4549 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4550 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4551 | else: |
| 4552 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4553 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4554 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4555 | if error_name == ErrorIf.DimensionMismatch: |
| 4556 | shape[fuzz_idx] += 1 |
| 4557 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4558 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4559 | all_dtypes = [ |
| 4560 | DType.INT8, |
| 4561 | DType.INT16, |
| 4562 | DType.INT32, |
| 4563 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4564 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4565 | DType.FP16, |
| 4566 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4567 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4568 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4569 | outputDType = rng.choice(wrong_dtypes) |
| 4570 | else: |
| 4571 | outputDType = a.dtype |
| 4572 | |
| 4573 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4574 | |
| 4575 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4576 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4577 | if error_name != ErrorIf.RankMismatch: |
| 4578 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4579 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4580 | |
| 4581 | # Do broadcast |
| 4582 | shape = [] |
| 4583 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4584 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4585 | shape.append(b.shape[i]) |
| 4586 | else: |
| 4587 | shape.append(a.shape[i]) |
| 4588 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4589 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4590 | if error_name == ErrorIf.DimensionMismatch: |
| 4591 | shape[fuzz_idx] += 1 |
| 4592 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4593 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4594 | wrong_dtypes = [ |
| 4595 | DType.INT8, |
| 4596 | DType.INT16, |
| 4597 | DType.INT32, |
| 4598 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4599 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4600 | DType.FP16, |
| 4601 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4602 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4603 | outputDType = rng.choice(wrong_dtypes) |
| 4604 | else: |
| 4605 | outputDType = DType.BOOL |
| 4606 | |
| 4607 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4608 | |
| 4609 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4610 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4611 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4612 | if error_name not in [ |
| 4613 | ErrorIf.AxisSmallerZero, |
| 4614 | ErrorIf.AxisLargerRank, |
| 4615 | ErrorIf.ShapeOfAxisNotOne, |
| 4616 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4617 | shape[axis] = 1 |
| 4618 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4619 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4620 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4621 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4622 | all_dtypes = [ |
| 4623 | DType.INT8, |
| 4624 | DType.INT16, |
| 4625 | DType.INT32, |
| 4626 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4627 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4628 | DType.FP16, |
| 4629 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4630 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4631 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4632 | outputDType = rng.choice(wrong_dtypes) |
| 4633 | else: |
| 4634 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4635 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4636 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4637 | |
| 4638 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4639 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4640 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4641 | |
| 4642 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4643 | del shape[axis] |
| 4644 | |
| 4645 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4646 | remove = rng.choice([True, False]) |
| 4647 | if remove and len(shape) > 1: |
| 4648 | del shape[0] |
| 4649 | else: |
| 4650 | shape.append(1) |
| 4651 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4652 | for i in range(len(shape)): |
| 4653 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4654 | |
| 4655 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4656 | all_dtypes = [ |
| 4657 | DType.INT8, |
| 4658 | DType.INT16, |
| 4659 | DType.INT32, |
| 4660 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4661 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4662 | DType.FP16, |
| 4663 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4664 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4665 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4666 | outputDType = rng.choice(wrong_dtypes) |
| 4667 | else: |
| 4668 | outputDType = DType.INT32 |
| 4669 | |
| 4670 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4671 | |
| 4672 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4673 | def conv2dOp( |
| 4674 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4675 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4676 | |
| 4677 | # IFM: NHWC |
| 4678 | # Filter: OHWI |
| 4679 | # OFM: NHWC |
| 4680 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4681 | h = ( |
| 4682 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4683 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4684 | + padding[0] |
| 4685 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4686 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4687 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4688 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4689 | w = ( |
| 4690 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4691 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4692 | + padding[2] |
| 4693 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4694 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4695 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4696 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4697 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4698 | choices = [1, 2, 3] |
| 4699 | change = rng.choice(choices) |
| 4700 | # increment in multiples of stride to not hit non-integer error case |
| 4701 | if change in [1, 3]: |
| 4702 | h = h + (rng.choice(choices) * strides[0]) |
| 4703 | if change in [2, 3]: |
| 4704 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4705 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4706 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4707 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4708 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4709 | # Pick some potentially correct output dtype if input type is incorrect |
| 4710 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4711 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4712 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4713 | |
| 4714 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4715 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4716 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4717 | else: |
| 4718 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4719 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4720 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4721 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4722 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4723 | |
| 4724 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4725 | def conv3dOp( |
| 4726 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4727 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4728 | |
| 4729 | # IFM: NDHWC |
| 4730 | # Filter: ODHWI |
| 4731 | # OFM: NDHWC |
| 4732 | |
| 4733 | d = ( |
| 4734 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4735 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4736 | + padding[0] |
| 4737 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4738 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4739 | ) // strides[0] + 1 |
| 4740 | |
| 4741 | h = ( |
| 4742 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4743 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4744 | + padding[2] |
| 4745 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4746 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4747 | ) // strides[1] + 1 |
| 4748 | |
| 4749 | w = ( |
| 4750 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4751 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4752 | + padding[4] |
| 4753 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4754 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4755 | ) // strides[2] + 1 |
| 4756 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4757 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4758 | choices = [1, 2, 3, 4] |
| 4759 | change = rng.choice(choices) |
| 4760 | # increment in multiples of stride to not hit non-integer error case |
| 4761 | if change in [1, 4]: |
| 4762 | d = d + (rng.choice(choices) * strides[0]) |
| 4763 | if change in [2, 4]: |
| 4764 | h = h + (rng.choice(choices) * strides[1]) |
| 4765 | if change in [3, 4]: |
| 4766 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4767 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4768 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4769 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4770 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4771 | # Pick some potentially correct output dtype if input type is incorrect |
| 4772 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4773 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4774 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4775 | |
| 4776 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4777 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4778 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4779 | else: |
| 4780 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4781 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4782 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4783 | |
| 4784 | return ser.addOutput(ofm_shape, out_dtype) |
| 4785 | |
| 4786 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4787 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4788 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4789 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4790 | # IFM: NHWC |
| 4791 | # Filter: HWCM |
| 4792 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4793 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4794 | h = ( |
| 4795 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4796 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4797 | + padding[0] |
| 4798 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4799 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4800 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4801 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4802 | w = ( |
| 4803 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4804 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4805 | + padding[2] |
| 4806 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4807 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4808 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4809 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4810 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4811 | choices = [1, 2, 3] |
| 4812 | change = rng.choice(choices) |
| 4813 | # increment in multiples of stride to not hit non-integer error case |
| 4814 | if change in [1, 3]: |
| 4815 | h = h + (rng.choice(choices) * strides[0]) |
| 4816 | if change in [2, 3]: |
| 4817 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4818 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4819 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4820 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4821 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4822 | # Pick some potentially correct output dtype if input type is incorrect |
| 4823 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4824 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4825 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4826 | |
| 4827 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4828 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4829 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4830 | else: |
| 4831 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4832 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4833 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4834 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4835 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4836 | |
| 4837 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4838 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4839 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4840 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4841 | # 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] | 4842 | h = 1 |
| 4843 | w = 1 |
| 4844 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4845 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4846 | 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] | 4847 | |
| 4848 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4849 | choices = [1, 2, 3] |
| 4850 | change = rng.choice(choices) |
| 4851 | # increment in multiples of stride to not hit non-integer error case |
| 4852 | if change in [1, 3]: |
| 4853 | h = h + (rng.choice(choices) * stride[0]) |
| 4854 | if change in [2, 3]: |
| 4855 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4856 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4857 | |
| 4858 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4859 | all_dtypes = [ |
| 4860 | DType.INT8, |
| 4861 | DType.INT16, |
| 4862 | DType.INT32, |
| 4863 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4864 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4865 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4866 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4867 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4868 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4869 | outputDType = rng.choice(wrong_dtypes) |
| 4870 | else: |
| 4871 | outputDType = ifm.dtype |
| 4872 | |
| 4873 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4874 | |
| 4875 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4876 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4877 | # input: N, IC |
| 4878 | # filter: OC, IC |
| 4879 | # output: N, OC |
| 4880 | |
| 4881 | output_shape = [input.shape[0], filter.shape[0]] |
| 4882 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4883 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4884 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4885 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4886 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4887 | |
| 4888 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4889 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4890 | # a: N, H, C |
| 4891 | # b: N, C, W |
| 4892 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4893 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4894 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4895 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4896 | if error_name == ErrorIf.WrongOutputType: |
| 4897 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4898 | incorrect_types = ( |
| 4899 | DType.INT4, |
| 4900 | DType.INT8, |
| 4901 | DType.INT16, |
| 4902 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4903 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4904 | DType.FP16, |
| 4905 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4906 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4907 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4908 | incorrect_types = ( |
| 4909 | DType.INT4, |
| 4910 | DType.INT8, |
| 4911 | DType.INT16, |
| 4912 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4913 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4914 | DType.FP16, |
| 4915 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4916 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4917 | elif ( |
| 4918 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 4919 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4920 | incorrect_types = ( |
| 4921 | DType.INT4, |
| 4922 | DType.INT8, |
| 4923 | DType.INT16, |
| 4924 | DType.INT32, |
| 4925 | DType.INT48, |
| 4926 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4927 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4928 | elif error_name == ErrorIf.WrongInputType: |
| 4929 | # Pick some potentially correct output dtype if input type is incorrect |
| 4930 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4931 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4932 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4933 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4934 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4935 | |
| 4936 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame^] | 4937 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 4938 | input1 = inputs[0] |
| 4939 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4940 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4941 | # 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] | 4942 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4943 | if not ( |
| 4944 | # unable to concat tensors of different ranks |
| 4945 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4946 | # unable to concat tensors along an invalid axis |
| 4947 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4948 | ): |
| 4949 | for tensor in remaining_inputs: |
| 4950 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4951 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4952 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4953 | output_shape[axis] += rng.integers(5, 10) |
| 4954 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4955 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4956 | all_dtypes = { |
| 4957 | DType.INT8, |
| 4958 | DType.INT16, |
| 4959 | DType.INT32, |
| 4960 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4961 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4962 | DType.FP16, |
| 4963 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4964 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4965 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 4966 | outputDType = rng.choice(wrong_dtypes) |
| 4967 | else: |
| 4968 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4969 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4970 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4971 | |
| 4972 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4973 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4974 | |
| 4975 | output_shape = a.shape.copy() |
| 4976 | |
| 4977 | for i in range(len(output_shape)): |
| 4978 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 4979 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4980 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 4981 | bad_dim = rng.choice(range(len(output_shape))) |
| 4982 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4983 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4984 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4985 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4986 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4987 | all_dtypes = [ |
| 4988 | DType.INT8, |
| 4989 | DType.INT16, |
| 4990 | DType.INT32, |
| 4991 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4992 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4993 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4994 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4995 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4996 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4997 | outputDType = rng.choice(wrong_dtypes) |
| 4998 | else: |
| 4999 | outputDType = a.dtype |
| 5000 | |
| 5001 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5002 | |
| 5003 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5004 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 7935972 | 2023-08-31 18:17:38 +0000 | [diff] [blame] | 5005 | output_shape = [] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5006 | |
| 5007 | if error_name == ErrorIf.WrongOutputType: |
| 5008 | all_dtypes = [ |
| 5009 | DType.INT8, |
| 5010 | DType.INT16, |
| 5011 | DType.INT32, |
| 5012 | DType.INT48, |
| 5013 | DType.FP32, |
| 5014 | DType.FP16, |
| 5015 | DType.BF16, |
| 5016 | ] |
| 5017 | wrong_dtypes = list(set(all_dtypes)) |
| 5018 | outputDType = rng.choice(wrong_dtypes) |
| 5019 | else: |
| 5020 | outputDType = DType.SHAPE |
| 5021 | |
| 5022 | return ser.addOutput(output_shape, outputDType) |
| 5023 | |
| 5024 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5025 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5026 | output_shape = shape.copy() |
| 5027 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5028 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5029 | for i in range(len(output_shape)): |
| 5030 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5031 | |
| 5032 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5033 | all_dtypes = [ |
| 5034 | DType.INT8, |
| 5035 | DType.INT16, |
| 5036 | DType.INT32, |
| 5037 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5038 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5039 | DType.FP16, |
| 5040 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5041 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5042 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5043 | outputDType = rng.choice(wrong_dtypes) |
| 5044 | else: |
| 5045 | outputDType = a.dtype |
| 5046 | |
| 5047 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5048 | |
| 5049 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5050 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5051 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5052 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5053 | all_dtypes = [ |
| 5054 | DType.INT8, |
| 5055 | DType.INT16, |
| 5056 | DType.INT32, |
| 5057 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5058 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5059 | DType.FP16, |
| 5060 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5061 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5062 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5063 | outputDType = rng.choice(wrong_dtypes) |
| 5064 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5065 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5066 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5067 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5068 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5069 | for index in range(len(output_shape)): |
| 5070 | if output_shape[index] <= 2: |
| 5071 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5072 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5073 | output_shape[index] = output_shape[index] + rng.choice( |
| 5074 | [-2, -1, 1, 2] |
| 5075 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5076 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5077 | output_shape = input.shape.copy() |
| 5078 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5079 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5080 | |
| 5081 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5082 | |
| 5083 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5084 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5085 | |
| 5086 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5087 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5088 | |
| 5089 | for i in range(len(output_shape)): |
| 5090 | output_shape[i] = a.shape[i] * multiples[i] |
| 5091 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5092 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5093 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5094 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5095 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5096 | all_dtypes = [ |
| 5097 | DType.INT8, |
| 5098 | DType.INT16, |
| 5099 | DType.INT32, |
| 5100 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5101 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5102 | DType.FP16, |
| 5103 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5104 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5105 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5106 | outputDType = rng.choice(wrong_dtypes) |
| 5107 | else: |
| 5108 | outputDType = a.dtype |
| 5109 | |
| 5110 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5111 | |
| 5112 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5113 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5114 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5115 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5116 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5117 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5118 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5119 | for i in range(len(output_shape)): |
| 5120 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5121 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5122 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5123 | for i in range(len(output_shape)): |
| 5124 | output_shape[i] += rng.integers(1, 10) |
| 5125 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5126 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5127 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5128 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5129 | all_dtypes = [ |
| 5130 | DType.INT8, |
| 5131 | DType.INT16, |
| 5132 | DType.INT32, |
| 5133 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5134 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5135 | DType.FP16, |
| 5136 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5137 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5138 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5139 | outputDType = rng.choice(wrong_dtypes) |
| 5140 | else: |
| 5141 | outputDType = a.dtype |
| 5142 | |
| 5143 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5144 | |
| 5145 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5146 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5147 | if error_name != ErrorIf.WrongRank: |
| 5148 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5149 | assert len(indices.shape) == 2 |
| 5150 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5151 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5152 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5153 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5154 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5155 | all_dtypes = [ |
| 5156 | DType.INT8, |
| 5157 | DType.INT16, |
| 5158 | DType.INT32, |
| 5159 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5160 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5161 | DType.FP16, |
| 5162 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5163 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5164 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5165 | outputDType = rng.choice(wrong_dtypes) |
| 5166 | else: |
| 5167 | outputDType = values.dtype |
| 5168 | |
| 5169 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5170 | |
| 5171 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5172 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5173 | if error_name != ErrorIf.WrongRank: |
| 5174 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5175 | assert len(indices.shape) == 2 |
| 5176 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5177 | assert values_in.shape[0] == indices.shape[0] # N |
| 5178 | assert input.shape[1] == indices.shape[1] # W |
| 5179 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5180 | |
| 5181 | output_shape = values_in.shape |
| 5182 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5183 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5184 | all_dtypes = [ |
| 5185 | DType.INT8, |
| 5186 | DType.INT16, |
| 5187 | DType.INT32, |
| 5188 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5189 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5190 | DType.FP16, |
| 5191 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5192 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5193 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5194 | outputDType = rng.choice(wrong_dtypes) |
| 5195 | else: |
| 5196 | outputDType = values_in.dtype |
| 5197 | |
| 5198 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5199 | |
| 5200 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5201 | def tableOp(ser, rng, input, error_name=None): |
| 5202 | # Same shape as the input, dtype dependent on input dtype |
| 5203 | if error_name != ErrorIf.WrongInputType: |
| 5204 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5205 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5206 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5207 | wrong_dtypes = [ |
| 5208 | DType.INT8, |
| 5209 | DType.INT16, |
| 5210 | DType.INT32, |
| 5211 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5212 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5213 | DType.FP16, |
| 5214 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5215 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5216 | wrong_dtypes.remove(output_dtype) |
| 5217 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5218 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5219 | |
| 5220 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5221 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5222 | serializer, |
| 5223 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5224 | input, |
| 5225 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5226 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5227 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5228 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5229 | input_dtype, |
| 5230 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5231 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5232 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5233 | # Calculate OH, OW |
| 5234 | scale_y_n = scale[0] |
| 5235 | scale_y_d = scale[1] |
| 5236 | scale_x_n = scale[2] |
| 5237 | scale_x_d = scale[3] |
| 5238 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5239 | scale_y_n = max(scale_y_n, 1) |
| 5240 | scale_y_d = max(scale_y_d, 1) |
| 5241 | scale_x_n = max(scale_x_n, 1) |
| 5242 | scale_x_d = max(scale_x_d, 1) |
| 5243 | |
| 5244 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5245 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5246 | |
| 5247 | if error_name is not None: |
| 5248 | # Make sure the output tensor is valid, which can occur when |
| 5249 | # scale, offset or border have been changed for ERROR_IFs |
| 5250 | oh = max(oh, 1) |
| 5251 | ow = max(ow, 1) |
| 5252 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5253 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5254 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5255 | |
| 5256 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5257 | choices = [1, 2, 3] |
| 5258 | change = rng.choice(choices) |
| 5259 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5260 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5261 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5262 | oh -= scale_y_d |
| 5263 | assert oh > 0 # Should have been caught in agResize |
| 5264 | else: |
| 5265 | oh += scale_y_d |
| 5266 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5267 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5268 | ow -= scale_x_d |
| 5269 | assert ow > 0 # Should have been caught in agResize |
| 5270 | else: |
| 5271 | ow += scale_x_d |
| 5272 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5273 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5274 | output_dims = [ |
| 5275 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5276 | oh, |
| 5277 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5278 | input.shape[0], |
| 5279 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5280 | elif error_name == ErrorIf.BatchMismatch: |
| 5281 | output_dims = [ |
| 5282 | input.shape[0] + rng.integers(1, 10), |
| 5283 | oh, |
| 5284 | ow, |
| 5285 | input.shape[3], |
| 5286 | ] |
| 5287 | elif error_name == ErrorIf.ChannelMismatch: |
| 5288 | output_dims = [ |
| 5289 | input.shape[0], |
| 5290 | oh, |
| 5291 | ow, |
| 5292 | input.shape[3] + rng.integers(1, 10), |
| 5293 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5294 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5295 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5296 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5297 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5298 | |
| 5299 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5300 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5301 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5302 | |
| 5303 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5304 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5305 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5306 | choices = [1, 2, 3] |
| 5307 | change = rng.choice(choices) |
| 5308 | if change in [1, 3]: |
| 5309 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5310 | if change in [2, 3]: |
| 5311 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5312 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5313 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5314 | # Pick some potentially correct output dtype if input type is incorrect |
| 5315 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5316 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5317 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5318 | |
| 5319 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5320 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5321 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5322 | else: |
| 5323 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5324 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5325 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5326 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5327 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5328 | |
| 5329 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5330 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5331 | outputs = [] |
| 5332 | |
| 5333 | assert ifm1.dtype == ifm2.dtype |
| 5334 | input_dtype = ifm1.dtype |
| 5335 | |
| 5336 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5337 | assert ifm1.shape == ifm2.shape |
| 5338 | |
| 5339 | input_shape = ifm1.shape |
| 5340 | if error_name != ErrorIf.WrongRank: |
| 5341 | assert len(input_shape) == 3 |
| 5342 | |
| 5343 | output_shape = input_shape.copy() |
| 5344 | output_dtype = input_dtype |
| 5345 | |
| 5346 | if error_name == ErrorIf.WrongOutputType: |
| 5347 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5348 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5349 | output_dtype = rng.choice(wrong_dtypes) |
| 5350 | elif error_name == ErrorIf.BatchMismatch: |
| 5351 | output_shape[0] += rng.integers(1, 10) |
| 5352 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5353 | modify_dim = rng.choice([1, 2]) |
| 5354 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5355 | |
| 5356 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5357 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5358 | return outputs |
| 5359 | |
| 5360 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5361 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5362 | outputs = [] |
| 5363 | |
| 5364 | input_shape = value.shape |
| 5365 | if error_name != ErrorIf.WrongRank: |
| 5366 | assert len(input_shape) == 3 |
| 5367 | |
| 5368 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5369 | |
| 5370 | output_dtype = value.dtype |
| 5371 | if error_name == ErrorIf.WrongOutputType: |
| 5372 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5373 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5374 | output_dtype = rng.choice(wrong_dtypes) |
| 5375 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5376 | output_shape[0] += rng.integers(1, 10) |
| 5377 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5378 | modify_dim = rng.choice([1, 2]) |
| 5379 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5380 | |
| 5381 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5382 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5383 | return outputs |