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 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 661 | def build_argmax(self, op, a, axis, validator_fcns, error_name): |
| 662 | result_tens = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
| 663 | |
| 664 | # Invalidate Input/Output list for error if checks. |
| 665 | input_list = [a.name] |
| 666 | output_list = [result_tens.name] |
| 667 | pCount, cCount = op["operands"] |
| 668 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 669 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 670 | self, error_name, input_list, output_list |
| 671 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 672 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 673 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 674 | self.ser, |
| 675 | validator_fcns, |
| 676 | error_name, |
| 677 | op=op, |
| 678 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 679 | input_shape=a.shape, |
| 680 | input_dtype=a.dtype, |
| 681 | output_shape=result_tens.shape, |
| 682 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 683 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 684 | input_list=input_list, |
| 685 | output_list=output_list, |
| 686 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 687 | ): |
| 688 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 689 | |
| 690 | attr = ts.TosaSerializerAttribute() |
| 691 | attr.AxisAttribute(axis) |
| 692 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 693 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 694 | return result_tens |
| 695 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 696 | def build_pool2d( |
| 697 | self, |
| 698 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 699 | inputs, |
| 700 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 701 | validator_fcns=None, |
| 702 | error_name=None, |
| 703 | qinfo=None, |
| 704 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 705 | assert len(inputs) == 1 |
| 706 | input = inputs[0] |
| 707 | # max_pool has no accum_dtype |
| 708 | accum_dtype = ( |
| 709 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 710 | ) |
| 711 | stride = args_dict["stride"] |
| 712 | pad = args_dict["pad"] |
| 713 | kernel = args_dict["kernel"] |
| 714 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 715 | result_tens = OutputShaper.pool2dOp( |
| 716 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 717 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 718 | |
| 719 | # Ensure new output type has correct qinfo |
| 720 | if error_name == ErrorIf.WrongInputType: |
| 721 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 722 | qinfo = [ |
| 723 | TosaQuantGen.getZeroPoint(self, input.dtype), |
| 724 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 725 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 726 | |
| 727 | # Invalidate Input/Output list for error if checks. |
| 728 | input_list = [input.name] |
| 729 | output_list = [result_tens.name] |
| 730 | pCount, cCount = op["operands"] |
| 731 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 732 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 733 | self, error_name, input_list, output_list |
| 734 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 735 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 736 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 737 | self.ser, |
| 738 | validator_fcns, |
| 739 | error_name, |
| 740 | op=op, |
| 741 | input_shape=input.shape, |
| 742 | input_dtype=input.dtype, |
| 743 | output_shape=result_tens.shape, |
| 744 | output_dtype=result_tens.dtype, |
| 745 | kernel=kernel, |
| 746 | stride=stride, |
| 747 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 748 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 749 | result_tensors=[result_tens], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 750 | input_list=input_list, |
| 751 | output_list=output_list, |
| 752 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 753 | ): |
| 754 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 755 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 756 | if qinfo is None: |
| 757 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 758 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 759 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 760 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 761 | |
| 762 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 763 | return result_tens |
| 764 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 765 | def build_maxpool2d( |
| 766 | self, |
| 767 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 768 | inputs, |
| 769 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 770 | validator_fcns=None, |
| 771 | error_name=None, |
| 772 | qinfo=None, |
| 773 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 774 | result_tensor = self.build_pool2d( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 775 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 776 | inputs, |
| 777 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 778 | validator_fcns, |
| 779 | error_name, |
| 780 | qinfo, |
| 781 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 782 | compliance = self.tensorComplianceMetaData( |
| 783 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 784 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 785 | |
| 786 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 787 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 788 | def build_conv2d( |
| 789 | self, |
| 790 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 791 | inputs, |
| 792 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 793 | validator_fcns=None, |
| 794 | error_name=None, |
| 795 | qinfo=None, |
| 796 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 797 | assert len(inputs) == 3 |
| 798 | ifm, filter, bias = inputs |
| 799 | accum_dtype = args_dict["acc_type"] |
| 800 | strides = args_dict["stride"] |
| 801 | padding = args_dict["pad"] |
| 802 | dilations = args_dict["dilation"] |
| 803 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 804 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 805 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 806 | self.ser, |
| 807 | self.rng, |
| 808 | ifm, |
| 809 | filter, |
| 810 | accum_dtype, |
| 811 | strides, |
| 812 | padding, |
| 813 | dilations, |
| 814 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 815 | ) |
| 816 | |
| 817 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 818 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 819 | DType.INT8, |
| 820 | DType.UINT8, |
| 821 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 822 | qinfo = [ |
| 823 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 824 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 825 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 826 | |
| 827 | # Invalidate Input/Output list for error_if checks. |
| 828 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 829 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 830 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 831 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 832 | self, error_name, input_list, output_list |
| 833 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 834 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 835 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 836 | self.ser, |
| 837 | validator_fcns, |
| 838 | error_name, |
| 839 | op=op, |
| 840 | input_dtype=ifm.dtype, |
| 841 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 842 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 843 | qinfo=qinfo, |
| 844 | input_list=input_list, |
| 845 | num_operands=num_operands, |
| 846 | output_list=output_list, |
| 847 | pad=padding, |
| 848 | stride=strides, |
| 849 | dilation=dilations, |
| 850 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 851 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 852 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 853 | ): |
| 854 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 855 | |
| 856 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 857 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 858 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 859 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 860 | |
| 861 | compliance = self.tensorComplianceMetaData( |
| 862 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 863 | ) |
| 864 | |
| 865 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 866 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 867 | def build_conv3d( |
| 868 | self, |
| 869 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 870 | inputs, |
| 871 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 872 | validator_fcns=None, |
| 873 | error_name=None, |
| 874 | qinfo=None, |
| 875 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 876 | assert len(inputs) == 3 |
| 877 | ifm, filter, bias = inputs |
| 878 | accum_dtype = args_dict["acc_type"] |
| 879 | strides = args_dict["stride"] |
| 880 | padding = args_dict["pad"] |
| 881 | dilations = args_dict["dilation"] |
| 882 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 883 | assert len(padding) == 6 |
| 884 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 885 | self.ser, |
| 886 | self.rng, |
| 887 | ifm, |
| 888 | filter, |
| 889 | accum_dtype, |
| 890 | strides, |
| 891 | padding, |
| 892 | dilations, |
| 893 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 894 | ) |
| 895 | |
| 896 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 897 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 898 | DType.INT8, |
| 899 | DType.UINT8, |
| 900 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 901 | qinfo = [ |
| 902 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 903 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 904 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 905 | |
| 906 | # Invalidate Input/Output list for error_if checks. |
| 907 | input_list = [ifm.name, filter.name, bias.name] |
| 908 | output_list = [result_tens.name] |
| 909 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 910 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 911 | self, error_name, input_list, output_list |
| 912 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 913 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 914 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 915 | self.ser, |
| 916 | validator_fcns, |
| 917 | error_name, |
| 918 | op=op, |
| 919 | input_dtype=ifm.dtype, |
| 920 | weight_dtype=filter.dtype, |
| 921 | output_dtype=result_tens.dtype, |
| 922 | qinfo=qinfo, |
| 923 | input_list=input_list, |
| 924 | num_operands=num_operands, |
| 925 | output_list=output_list, |
| 926 | pad=padding, |
| 927 | stride=strides, |
| 928 | dilation=dilations, |
| 929 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 930 | weight_shape=filter.shape, |
| 931 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 932 | ): |
| 933 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 934 | |
| 935 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 936 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 937 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 938 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 939 | return result_tens |
| 940 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 941 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 942 | self, |
| 943 | op, |
| 944 | ifm, |
| 945 | filter, |
| 946 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 947 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 948 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 949 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 950 | output_shape, |
| 951 | validator_fcns=None, |
| 952 | error_name=None, |
| 953 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 954 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 955 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 956 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 957 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 958 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 959 | |
| 960 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 961 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 962 | DType.INT8, |
| 963 | DType.UINT8, |
| 964 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 965 | qinfo = [ |
| 966 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 967 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 968 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 969 | |
| 970 | # Invalidate Input/Output list for error_if checks. |
| 971 | input_list = [ifm.name, filter.name, bias.name] |
| 972 | output_list = [result_tens.name] |
| 973 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 974 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 975 | self, error_name, input_list, output_list |
| 976 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 977 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 978 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 979 | self.ser, |
| 980 | validator_fcns, |
| 981 | error_name, |
| 982 | op=op, |
| 983 | input_dtype=ifm.dtype, |
| 984 | weight_dtype=filter.dtype, |
| 985 | output_dtype=result_tens.dtype, |
| 986 | qinfo=qinfo, |
| 987 | input_list=input_list, |
| 988 | num_operands=num_operands, |
| 989 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 990 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 991 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 992 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 993 | weight_shape=filter.shape, |
| 994 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 995 | ): |
| 996 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 997 | |
| 998 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 999 | attr.TransposeConvAttribute(out_pad, stride, output_shape, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1000 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1001 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1002 | return result_tens |
| 1003 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1004 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1005 | self, |
| 1006 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1007 | inputs, |
| 1008 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1009 | validator_fcns=None, |
| 1010 | error_name=None, |
| 1011 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1012 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1013 | assert len(inputs) == 3 |
| 1014 | ifm, filter, bias = inputs |
| 1015 | accum_dtype = args_dict["acc_type"] |
| 1016 | strides = args_dict["stride"] |
| 1017 | padding = args_dict["pad"] |
| 1018 | dilations = args_dict["dilation"] |
| 1019 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1020 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1021 | self.ser, |
| 1022 | self.rng, |
| 1023 | ifm, |
| 1024 | filter, |
| 1025 | accum_dtype, |
| 1026 | strides, |
| 1027 | padding, |
| 1028 | dilations, |
| 1029 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1030 | ) |
| 1031 | |
| 1032 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1033 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1034 | DType.INT8, |
| 1035 | DType.UINT8, |
| 1036 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1037 | qinfo = [ |
| 1038 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 1039 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 1040 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1041 | |
| 1042 | # Invalidate Input/Output list for error_if checks. |
| 1043 | input_list = [ifm.name, filter.name, bias.name] |
| 1044 | output_list = [result_tens.name] |
| 1045 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1046 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1047 | self, error_name, input_list, output_list |
| 1048 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1049 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1050 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1051 | self.ser, |
| 1052 | validator_fcns, |
| 1053 | error_name, |
| 1054 | op=op, |
| 1055 | input_dtype=ifm.dtype, |
| 1056 | weight_dtype=filter.dtype, |
| 1057 | output_dtype=result_tens.dtype, |
| 1058 | qinfo=qinfo, |
| 1059 | input_list=input_list, |
| 1060 | num_operands=num_operands, |
| 1061 | output_list=output_list, |
| 1062 | pad=padding, |
| 1063 | stride=strides, |
| 1064 | dilation=dilations, |
| 1065 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1066 | weight_shape=filter.shape, |
| 1067 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1068 | ): |
| 1069 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1070 | |
| 1071 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1072 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1073 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1074 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1075 | return result_tens |
| 1076 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1077 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1078 | self, |
| 1079 | op, |
| 1080 | ifm, |
| 1081 | filter, |
| 1082 | bias, |
| 1083 | accum_dtype, |
| 1084 | validator_fcns=None, |
| 1085 | error_name=None, |
| 1086 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1087 | ): |
| 1088 | result_tens = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1089 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1090 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1091 | |
| 1092 | # Invalidate Input/Output list for error if checks. |
| 1093 | input_list = [ifm.name, filter.name, bias.name] |
| 1094 | output_list = [result_tens.name] |
| 1095 | pCount, cCount = op["operands"] |
| 1096 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1097 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1098 | self, error_name, input_list, output_list |
| 1099 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1100 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1101 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1102 | self.ser, |
| 1103 | validator_fcns, |
| 1104 | error_name, |
| 1105 | op=op, |
| 1106 | input_shape=ifm.shape, |
| 1107 | input_dtype=ifm.dtype, |
| 1108 | weight_dtype=filter.dtype, |
| 1109 | output_shape=result_tens.shape, |
| 1110 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1111 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1112 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1113 | input_list=input_list, |
| 1114 | output_list=output_list, |
| 1115 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1116 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1117 | ): |
| 1118 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1119 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1120 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1121 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1122 | |
| 1123 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1124 | return result_tens |
| 1125 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1126 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1127 | 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] | 1128 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1129 | assert len(inputs) == 2 |
| 1130 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1131 | accum_dtype = args_dict["acc_type"] |
| 1132 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1133 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1134 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1135 | |
| 1136 | # Invalidate Input/Output list for error if checks. |
| 1137 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1138 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1139 | pCount, cCount = op["operands"] |
| 1140 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1141 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1142 | self, error_name, input_list, output_list |
| 1143 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1144 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1145 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1146 | self.ser, |
| 1147 | validator_fcns, |
| 1148 | error_name, |
| 1149 | op=op, |
| 1150 | input_shape=a.shape, |
| 1151 | input_dtype=a.dtype, |
| 1152 | input2_shape=b.shape, |
| 1153 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1154 | output_shape=result_tensor.shape, |
| 1155 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1156 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1157 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1158 | input_list=input_list, |
| 1159 | output_list=output_list, |
| 1160 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1161 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1162 | ): |
| 1163 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1164 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1165 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1166 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1167 | |
| 1168 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1169 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1170 | compliance = self.tensorComplianceMetaData( |
| 1171 | op, a.dtype, args_dict, result_tensor, error_name |
| 1172 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1173 | |
| 1174 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1175 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1176 | def build_reduce(self, op, a, axis, validator_fcns, error_name=None): |
| 1177 | result_tens = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
| 1178 | |
| 1179 | # Invalidate Input/Output list for error if checks. |
| 1180 | input_list = [a.name] |
| 1181 | output_list = [result_tens.name] |
| 1182 | pCount, cCount = op["operands"] |
| 1183 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1184 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1185 | self, error_name, input_list, output_list |
| 1186 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1187 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1188 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1189 | self.ser, |
| 1190 | validator_fcns, |
| 1191 | error_name, |
| 1192 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1193 | axis=axis, |
| 1194 | input_shape=a.shape, |
| 1195 | output_shape=result_tens.shape, |
| 1196 | input_dtype=a.dtype, |
| 1197 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1198 | result_tensors=[result_tens], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1199 | input_list=input_list, |
| 1200 | output_list=output_list, |
| 1201 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1202 | ): |
| 1203 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1204 | |
| 1205 | attr = ts.TosaSerializerAttribute() |
| 1206 | attr.AxisAttribute(axis) |
| 1207 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1208 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1209 | return result_tens |
| 1210 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1211 | def build_clamp(self, op, a, validator_fcns=None, error_name=None): |
| 1212 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1213 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1214 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1215 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1216 | if error_name == ErrorIf.MaxSmallerMin: |
| 1217 | # Make sure the numbers are different to invoke this error |
| 1218 | while v[0] == v[1]: |
| 1219 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1220 | max_val = min(v) |
| 1221 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1222 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1223 | max_val = max(v) |
| 1224 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1225 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1226 | # Invalidate Input/Output list for error if checks. |
| 1227 | input_list = [a.name] |
| 1228 | output_list = [result_tens.name] |
| 1229 | pCount, cCount = op["operands"] |
| 1230 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1231 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1232 | self, error_name, input_list, output_list |
| 1233 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1234 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1235 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1236 | self.ser, |
| 1237 | validator_fcns, |
| 1238 | error_name, |
| 1239 | op=op, |
| 1240 | max_val=max_val, |
| 1241 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1242 | input_shape=a.shape, |
| 1243 | output_shape=result_tens.shape, |
| 1244 | input_dtype=a.dtype, |
| 1245 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1246 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1247 | input_list=input_list, |
| 1248 | output_list=output_list, |
| 1249 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1250 | ): |
| 1251 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1252 | |
| 1253 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1254 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1255 | if a.dtype == DType.FP16: |
| 1256 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1257 | min_val = min_val.astype(np.float32) |
| 1258 | max_val = max_val.astype(np.float32) |
| 1259 | |
| 1260 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1261 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1262 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1263 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1264 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1265 | return result_tens |
| 1266 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1267 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1268 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1269 | attr = ts.TosaSerializerAttribute() |
| 1270 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1271 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1272 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1273 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1274 | return result_tens |
| 1275 | |
| 1276 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1277 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1278 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1279 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1280 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1281 | return result_tens |
| 1282 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1283 | def build_sigmoid(self, op, a, validator_fcns=None, error_name=None): |
| 1284 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1285 | |
| 1286 | # Invalidate Input/Output list for error if checks. |
| 1287 | input_list = [a.name] |
| 1288 | output_list = [result_tens.name] |
| 1289 | pCount, cCount = op["operands"] |
| 1290 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1291 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1292 | self, error_name, input_list, output_list |
| 1293 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1294 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1295 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1296 | self.ser, |
| 1297 | validator_fcns, |
| 1298 | error_name, |
| 1299 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1300 | input_shape=a.shape, |
| 1301 | output_shape=result_tens.shape, |
| 1302 | input_dtype=a.dtype, |
| 1303 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1304 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1305 | input_list=input_list, |
| 1306 | output_list=output_list, |
| 1307 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1308 | ): |
| 1309 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1310 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1311 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1312 | return result_tens |
| 1313 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1314 | def build_tanh(self, op, a, validator_fcns=None, error_name=None): |
| 1315 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1316 | |
| 1317 | # Invalidate Input/Output list for error if checks. |
| 1318 | input_list = [a.name] |
| 1319 | output_list = [result_tens.name] |
| 1320 | pCount, cCount = op["operands"] |
| 1321 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1322 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1323 | self, error_name, input_list, output_list |
| 1324 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1325 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1326 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1327 | self.ser, |
| 1328 | validator_fcns, |
| 1329 | error_name, |
| 1330 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1331 | input_shape=a.shape, |
| 1332 | output_shape=result_tens.shape, |
| 1333 | input_dtype=a.dtype, |
| 1334 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1335 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1336 | input_list=input_list, |
| 1337 | output_list=output_list, |
| 1338 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1339 | ): |
| 1340 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1341 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1342 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1343 | return result_tens |
| 1344 | |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1345 | def build_erf(self, op, a, validator_fcns=None, error_name=None): |
| 1346 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1347 | |
| 1348 | # Invalidate Input/Output list for error if checks. |
| 1349 | input_list = [a.name] |
| 1350 | output_list = [result_tens.name] |
| 1351 | pCount, cCount = op["operands"] |
| 1352 | num_operands = pCount + cCount |
| 1353 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1354 | self, error_name, input_list, output_list |
| 1355 | ) |
| 1356 | |
| 1357 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1358 | self.ser, |
| 1359 | validator_fcns, |
| 1360 | error_name, |
| 1361 | op=op, |
| 1362 | input_shape=a.shape, |
| 1363 | output_shape=result_tens.shape, |
| 1364 | input_dtype=a.dtype, |
| 1365 | output_dtype=result_tens.dtype, |
| 1366 | result_tensors=[result_tens], |
| 1367 | input_list=input_list, |
| 1368 | output_list=output_list, |
| 1369 | num_operands=num_operands, |
| 1370 | ): |
| 1371 | return None |
| 1372 | |
| 1373 | self.ser.addOperator(op["op"], input_list, output_list) |
| 1374 | return result_tens |
| 1375 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1376 | def build_concat(self, op, *a, validator_fcns=None, error_name=None): |
| 1377 | if error_name != ErrorIf.WrongInputType: |
| 1378 | assert type(a[-1]) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1379 | |
| 1380 | # To store variable length list of input tensors we need to store axis along with it |
| 1381 | axis = a[-1] |
| 1382 | a = a[:-1] |
| 1383 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1384 | result_tens = OutputShaper.concatOp( |
| 1385 | self.ser, self.rng, axis, *a, error_name=error_name |
| 1386 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1387 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1388 | input_tensor_names = [] |
| 1389 | for tensor in a: |
| 1390 | input_tensor_names.append(tensor.name) |
| 1391 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1392 | # Invalidate Input/Output list for error if checks. |
| 1393 | input_list = input_tensor_names |
| 1394 | output_list = [result_tens.name] |
| 1395 | pCount, cCount = op["operands"] |
| 1396 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1397 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1398 | self, error_name, input_list, output_list |
| 1399 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1400 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1401 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1402 | self.ser, |
| 1403 | validator_fcns, |
| 1404 | error_name, |
| 1405 | op=op, |
| 1406 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1407 | input_shape=a[0].shape, |
| 1408 | output_shape=result_tens.shape, |
| 1409 | input_dtype=a[0].dtype, |
| 1410 | output_dtype=result_tens.dtype, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1411 | inputs=a, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1412 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1413 | input_list=input_list, |
| 1414 | output_list=output_list, |
| 1415 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1416 | ): |
| 1417 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1418 | |
| 1419 | attr = ts.TosaSerializerAttribute() |
| 1420 | attr.AxisAttribute(axis) |
| 1421 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1422 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1423 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1424 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1425 | def build_pad( |
| 1426 | self, |
| 1427 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1428 | inputs, |
| 1429 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1430 | validator_fcns=None, |
| 1431 | error_name=None, |
| 1432 | qinfo=None, |
| 1433 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1434 | assert len(inputs) == 1 |
| 1435 | a = inputs[0] |
| 1436 | padding = args_dict["pad"] |
| 1437 | pad_const_int = args_dict["pad_const_int"] |
| 1438 | pad_const_float = args_dict["pad_const_fp"] |
| 1439 | |
| 1440 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1441 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1442 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1443 | attr.PadAttribute( |
| 1444 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1445 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1446 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1447 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1448 | input_list = [a.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1449 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1450 | pCount, cCount = op["operands"] |
| 1451 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1452 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1453 | self, error_name, input_list, output_list |
| 1454 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1455 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1456 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1457 | self.ser, |
| 1458 | validator_fcns, |
| 1459 | error_name, |
| 1460 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1461 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1462 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1463 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1464 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1465 | pad=padding, |
| 1466 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1467 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1468 | input_list=input_list, |
| 1469 | output_list=output_list, |
| 1470 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1471 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1472 | ): |
| 1473 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1474 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1475 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1476 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1477 | compliance = self.tensorComplianceMetaData( |
| 1478 | op, a.dtype, args_dict, result_tensor, error_name |
| 1479 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1480 | |
| 1481 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1482 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1483 | def build_dim( |
| 1484 | self, |
| 1485 | op, |
| 1486 | a, |
| 1487 | axis, |
| 1488 | validator_fcns=None, |
| 1489 | error_name=None, |
| 1490 | qinfo=None, |
| 1491 | ): |
| 1492 | result_tens = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
| 1493 | |
| 1494 | # Invalidate Input/Output list for error if checks. |
| 1495 | input_list = [a.name] |
| 1496 | output_list = [result_tens.name] |
| 1497 | pCount, cCount = op["operands"] |
| 1498 | num_operands = pCount + cCount |
| 1499 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1500 | self, error_name, input_list, output_list |
| 1501 | ) |
| 1502 | |
| 1503 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1504 | self.ser, |
| 1505 | validator_fcns, |
| 1506 | error_name, |
| 1507 | op=op, |
| 1508 | axis=axis, |
| 1509 | input_shape=a.shape, |
| 1510 | input_dtype=a.dtype, |
| 1511 | output_shape=result_tens.shape, |
| 1512 | output_dtype=result_tens.dtype, |
| 1513 | result_tensors=[result_tens], |
| 1514 | input_list=input_list, |
| 1515 | output_list=output_list, |
| 1516 | num_operands=num_operands, |
| 1517 | ): |
| 1518 | return None |
| 1519 | |
| 1520 | attr = ts.TosaSerializerAttribute() |
| 1521 | attr.AxisAttribute(axis) |
| 1522 | |
| 1523 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
| 1524 | return result_tens |
| 1525 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1526 | 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] | 1527 | result_tens = OutputShaper.reshapeOp( |
| 1528 | self.ser, self.rng, a, newShape, error_name |
| 1529 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1530 | |
| 1531 | # Invalidate Input/Output list for error if checks. |
| 1532 | input_list = [a.name] |
| 1533 | output_list = [result_tens.name] |
| 1534 | pCount, cCount = op["operands"] |
| 1535 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1536 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1537 | self, error_name, input_list, output_list |
| 1538 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1539 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1540 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1541 | self.ser, |
| 1542 | validator_fcns, |
| 1543 | error_name, |
| 1544 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1545 | input_shape=a.shape, |
| 1546 | output_shape=result_tens.shape, |
| 1547 | input_dtype=a.dtype, |
| 1548 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1549 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1550 | input_list=input_list, |
| 1551 | output_list=output_list, |
| 1552 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1553 | ): |
| 1554 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1555 | |
| 1556 | attr = ts.TosaSerializerAttribute() |
| 1557 | attr.ReshapeAttribute(newShape) |
| 1558 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1559 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1560 | return result_tens |
| 1561 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1562 | def build_reverse(self, op, a, axis, validator_fcns=None, error_name=None): |
| 1563 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1564 | |
| 1565 | # Invalidate Input/Output list for error if checks. |
| 1566 | input_list = [a.name] |
| 1567 | output_list = [result_tens.name] |
| 1568 | pCount, cCount = op["operands"] |
| 1569 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1570 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1571 | self, error_name, input_list, output_list |
| 1572 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1573 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1574 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1575 | self.ser, |
| 1576 | validator_fcns, |
| 1577 | error_name, |
| 1578 | op=op, |
| 1579 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1580 | input_shape=a.shape, |
| 1581 | output_shape=result_tens.shape, |
| 1582 | input_dtype=a.dtype, |
| 1583 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1584 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1585 | input_list=input_list, |
| 1586 | output_list=output_list, |
| 1587 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1588 | ): |
| 1589 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1590 | |
| 1591 | attr = ts.TosaSerializerAttribute() |
| 1592 | attr.AxisAttribute(axis) |
| 1593 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1594 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1595 | return result_tens |
| 1596 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1597 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1598 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1599 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1600 | attr = ts.TosaSerializerAttribute() |
| 1601 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1602 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1603 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1604 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1605 | output_list = [result_tens.name] |
| 1606 | pCount, cCount = op["operands"] |
| 1607 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1608 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1609 | self, error_name, input_list, output_list |
| 1610 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1611 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1612 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1613 | self.ser, |
| 1614 | validator_fcns, |
| 1615 | error_name, |
| 1616 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1617 | input_shape=a.shape, |
| 1618 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1619 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1620 | input_dtype=a.dtype, |
| 1621 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1622 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1623 | input_list=input_list, |
| 1624 | output_list=output_list, |
| 1625 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1626 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1627 | ): |
| 1628 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1629 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1630 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1631 | return result_tens |
| 1632 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1633 | 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] | 1634 | result_tens = OutputShaper.sliceOp( |
| 1635 | self.ser, self.rng, a, start, size, error_name |
| 1636 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1637 | |
| 1638 | # Invalidate Input/Output list for error if checks. |
| 1639 | input_list = [a.name] |
| 1640 | output_list = [result_tens.name] |
| 1641 | pCount, cCount = op["operands"] |
| 1642 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1643 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1644 | self, error_name, input_list, output_list |
| 1645 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1646 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1647 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1648 | self.ser, |
| 1649 | validator_fcns, |
| 1650 | error_name, |
| 1651 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1652 | input_shape=a.shape, |
| 1653 | output_shape=result_tens.shape, |
| 1654 | input_dtype=a.dtype, |
| 1655 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1656 | start=start, |
| 1657 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1658 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1659 | input_list=input_list, |
| 1660 | output_list=output_list, |
| 1661 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1662 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1663 | ): |
| 1664 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1665 | |
| 1666 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1667 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1668 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1669 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1670 | return result_tens |
| 1671 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1672 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1673 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1674 | |
| 1675 | # Invalidate Input/Output list for error if checks. |
| 1676 | input_list = [a.name] |
| 1677 | output_list = [result_tens.name] |
| 1678 | pCount, cCount = op["operands"] |
| 1679 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1680 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1681 | self, error_name, input_list, output_list |
| 1682 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1683 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1684 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1685 | self.ser, |
| 1686 | validator_fcns, |
| 1687 | error_name, |
| 1688 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1689 | input_shape=a.shape, |
| 1690 | output_shape=result_tens.shape, |
| 1691 | input_dtype=a.dtype, |
| 1692 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1693 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1694 | input_list=input_list, |
| 1695 | output_list=output_list, |
| 1696 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1697 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1698 | ): |
| 1699 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1700 | |
| 1701 | attr = ts.TosaSerializerAttribute() |
| 1702 | attr.TileAttribute(multiples) |
| 1703 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1704 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1705 | return result_tens |
| 1706 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1707 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1708 | |
| 1709 | # Create a new indicies tensor |
| 1710 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1711 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1712 | K = values.shape[1] # K |
| 1713 | W = self.randInt( |
| 1714 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1715 | ) # W |
| 1716 | indicies_arr = np.int32( |
| 1717 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1718 | ) # (N, W) |
| 1719 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1720 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1721 | result_tens = OutputShaper.gatherOp( |
| 1722 | self.ser, self.rng, values, indicies, error_name |
| 1723 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1724 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1725 | # Invalidate Input/Output list for error if checks. |
| 1726 | input_list = [values.name, indicies.name] |
| 1727 | output_list = [result_tens.name] |
| 1728 | pCount, cCount = op["operands"] |
| 1729 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1730 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1731 | self, error_name, input_list, output_list |
| 1732 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1733 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1734 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1735 | self.ser, |
| 1736 | validator_fcns, |
| 1737 | error_name, |
| 1738 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1739 | input_shape=values.shape, |
| 1740 | output_shape=result_tens.shape, |
| 1741 | input_dtype=values.dtype, |
| 1742 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1743 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1744 | input_list=input_list, |
| 1745 | output_list=output_list, |
| 1746 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1747 | ): |
| 1748 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1749 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1750 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1751 | |
| 1752 | return result_tens |
| 1753 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1754 | 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] | 1755 | |
| 1756 | # Create a new indicies tensor |
| 1757 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1758 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1759 | K = values_in.shape[1] # K |
| 1760 | W = input.shape[1] # W |
| 1761 | indicies_arr = np.int32( |
| 1762 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1763 | ) # (N, W) |
| 1764 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1765 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1766 | result_tens = OutputShaper.scatterOp( |
| 1767 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1768 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1769 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1770 | # Invalidate Input/Output list for error if checks. |
| 1771 | input_list = [values_in.name, indicies.name, input.name] |
| 1772 | output_list = [result_tens.name] |
| 1773 | pCount, cCount = op["operands"] |
| 1774 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1775 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1776 | self, error_name, input_list, output_list |
| 1777 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1778 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1779 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1780 | self.ser, |
| 1781 | validator_fcns, |
| 1782 | error_name, |
| 1783 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1784 | input_shape=values_in.shape, |
| 1785 | output_shape=result_tens.shape, |
| 1786 | input_dtype=values_in.dtype, |
| 1787 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1788 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1789 | input_list=input_list, |
| 1790 | output_list=output_list, |
| 1791 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1792 | ): |
| 1793 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1794 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1795 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1796 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1797 | return result_tens |
| 1798 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1799 | def build_resize( |
| 1800 | self, |
| 1801 | op, |
| 1802 | input, |
| 1803 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1804 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1805 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1806 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1807 | input_dtype, |
| 1808 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1809 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1810 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1811 | ): |
| 1812 | result_tens = OutputShaper.resizeOp( |
| 1813 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1814 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1815 | input, |
| 1816 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1817 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1818 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1819 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1820 | input_dtype, |
| 1821 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1822 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1823 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1824 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1825 | # Invalidate Input/Output list for error if checks. |
| 1826 | input_list = [input.name] |
| 1827 | output_list = [result_tens.name] |
| 1828 | pCount, cCount = op["operands"] |
| 1829 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1830 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1831 | self, error_name, input_list, output_list |
| 1832 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1833 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1834 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1835 | self.ser, |
| 1836 | validator_fcns, |
| 1837 | error_name, |
| 1838 | op=op, |
| 1839 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1840 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1841 | input_dtype=input_dtype, |
| 1842 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1843 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1844 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1845 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1846 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1847 | input_list=input_list, |
| 1848 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1849 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1850 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1851 | ): |
| 1852 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1853 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1854 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1855 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1856 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1857 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1858 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1859 | return result_tens |
| 1860 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1861 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1862 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1863 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1864 | self.ser.addOperator( |
| 1865 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1866 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1867 | return result_tens |
| 1868 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1869 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1870 | self.ser.addOutputTensor(val) |
| 1871 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1872 | |
| 1873 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1874 | 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] | 1875 | result_tens = OutputShaper.typeConversionOp( |
| 1876 | self.ser, self.rng, val, out_dtype, error_name |
| 1877 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1878 | |
| 1879 | # Invalidate Input/Output list for error if checks. |
| 1880 | input_list = [val.name] |
| 1881 | output_list = [result_tens.name] |
| 1882 | pCount, cCount = op["operands"] |
| 1883 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1884 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1885 | self, error_name, input_list, output_list |
| 1886 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1887 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1888 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1889 | self.ser, |
| 1890 | validator_fcns, |
| 1891 | error_name, |
| 1892 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1893 | input_shape=val.shape, |
| 1894 | output_shape=result_tens.shape, |
| 1895 | input_dtype=val.dtype, |
| 1896 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1897 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1898 | input_list=input_list, |
| 1899 | output_list=output_list, |
| 1900 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1901 | ): |
| 1902 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1903 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1904 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1905 | return result_tens |
| 1906 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1907 | def build_rescale( |
| 1908 | self, |
| 1909 | op, |
| 1910 | val, |
| 1911 | out_dtype, |
| 1912 | scale32, |
| 1913 | double_round, |
| 1914 | per_channel, |
| 1915 | validator_fcns, |
| 1916 | error_name, |
| 1917 | ): |
| 1918 | result_tens = OutputShaper.typeConversionOp( |
| 1919 | self.ser, self.rng, val, out_dtype, error_name |
| 1920 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1921 | |
| 1922 | if per_channel: |
| 1923 | nc = val.shape[-1] |
| 1924 | else: |
| 1925 | nc = 1 |
| 1926 | |
| 1927 | in_type_width = self.typeWidth(val.dtype) |
| 1928 | out_type_width = self.typeWidth(out_dtype) |
| 1929 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1930 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1931 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1932 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1933 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1934 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1935 | in_type_width += 1 |
| 1936 | elif error_name in [ |
| 1937 | ErrorIf.InputZeroPointNotZero, |
| 1938 | ErrorIf.U16InputZeroPointNotValid, |
| 1939 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1940 | input_zp = self.randInt(-128, 128) |
| 1941 | if input_zp == 0: |
| 1942 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1943 | in_type_width += 1 |
| 1944 | elif val.dtype == DType.UINT16: |
| 1945 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1946 | input_zp = self.rng.choice([0, 32768]) |
| 1947 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1948 | else: |
| 1949 | input_zp = 0 |
| 1950 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1951 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1952 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1953 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1954 | elif out_dtype == DType.UINT8: |
| 1955 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1956 | out_type_width += 1 |
| 1957 | elif error_name in [ |
| 1958 | ErrorIf.OutputZeroPointNotZero, |
| 1959 | ErrorIf.U16OutputZeroPointNotValid, |
| 1960 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1961 | output_zp = self.randInt(-128, 128) |
| 1962 | if output_zp == 0: |
| 1963 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1964 | out_type_width += 1 |
| 1965 | elif out_dtype == DType.UINT16: |
| 1966 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1967 | output_zp = self.rng.choice([0, 32768]) |
| 1968 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1969 | else: |
| 1970 | output_zp = 0 |
| 1971 | |
| 1972 | # Calculate scale based on: |
| 1973 | # scale = a *(2^output_width)/(2^input_width)) |
| 1974 | |
| 1975 | a = np.float32(self.rng.random(size=[nc])) |
| 1976 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 1977 | |
| 1978 | if scale32: |
| 1979 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 1980 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1981 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 1982 | else: |
| 1983 | # Cap the scaling at 2^15 - 1 for scale16 |
| 1984 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 1985 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1986 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1987 | |
| 1988 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 1989 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1990 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 1991 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1992 | |
| 1993 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1994 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 1995 | scale_arr[i], scale32 |
| 1996 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1997 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 1998 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1999 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2000 | # 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] | 2001 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2002 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2003 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2004 | assert val.placeholderFilename |
| 2005 | values = np.load( |
| 2006 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2007 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2008 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2009 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2010 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 2011 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2012 | if not np.all(np.array_equal(values, val_adj)): |
| 2013 | # Values changed so overwrite file with new values |
| 2014 | np.save( |
| 2015 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2016 | val_adj, |
| 2017 | False, |
| 2018 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2019 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2020 | # Invalidate Input/Output list for error if checks. |
| 2021 | input_list = [val.name] |
| 2022 | output_list = [result_tens.name] |
| 2023 | pCount, cCount = op["operands"] |
| 2024 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2025 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2026 | self, error_name, input_list, output_list |
| 2027 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2028 | |
| 2029 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2030 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2031 | self.ser, |
| 2032 | validator_fcns, |
| 2033 | error_name, |
| 2034 | op=op, |
| 2035 | input_dtype=val.dtype, |
| 2036 | output_dtype=out_dtype, |
| 2037 | input_shape=val.shape, |
| 2038 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2039 | scale32=scale32, |
| 2040 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2041 | input_list=input_list, |
| 2042 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2043 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2044 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2045 | ): |
| 2046 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2047 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2048 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2049 | attr.RescaleAttribute( |
| 2050 | input_zp, |
| 2051 | output_zp, |
| 2052 | multiplier_arr, |
| 2053 | shift_arr, |
| 2054 | scale32, |
| 2055 | double_round, |
| 2056 | per_channel, |
| 2057 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2058 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2059 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2060 | return result_tens |
| 2061 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2062 | def _get_condition_tensor(self, op, cond, error_name): |
| 2063 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2064 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2065 | else: |
| 2066 | cond_type = DType.BOOL |
| 2067 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2068 | choice = self.rng.choice([1, 2]) |
| 2069 | if choice == 1: |
| 2070 | cond_shape = [2] |
| 2071 | else: |
| 2072 | cond_shape = [1, 2] |
| 2073 | else: |
| 2074 | # Must be of size 1 (rank 0) |
| 2075 | cond_shape = [] |
| 2076 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2077 | return cond_tens |
| 2078 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2079 | def build_cond_if_const( |
| 2080 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2081 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2082 | # 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] | 2083 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2084 | # and fill them with const nodes for the body. |
| 2085 | |
| 2086 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2087 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2088 | |
| 2089 | # Make then/else tensors |
| 2090 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2091 | |
| 2092 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2093 | if error_name in [ |
| 2094 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2095 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2096 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2097 | incorrect_shape = deepcopy(then_tens.shape) |
| 2098 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2099 | incorrect_shape[i] += ( |
| 2100 | self.rng.choice([-3, -2, 2, 3]) |
| 2101 | if incorrect_shape[i] > 3 |
| 2102 | else self.rng.choice([1, 2, 4]) |
| 2103 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2104 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2105 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2106 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2107 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2108 | |
| 2109 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2110 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2111 | |
| 2112 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2113 | then_block = "THEN_BLOCK" |
| 2114 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2115 | attr = ts.TosaSerializerAttribute() |
| 2116 | attr.CondIfAttribute(then_block, else_block) |
| 2117 | |
| 2118 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2119 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2120 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2121 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2122 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2123 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2124 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2125 | else: |
| 2126 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2127 | self.ser.addOutputTensor(then_tens) |
| 2128 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2129 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2130 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2131 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2132 | else: |
| 2133 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2134 | self.ser.addOutputTensor(else_tens) |
| 2135 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2136 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2137 | self.ser, |
| 2138 | validator_fcns, |
| 2139 | error_name, |
| 2140 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2141 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2142 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2143 | ): |
| 2144 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2145 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2146 | return result_tens |
| 2147 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2148 | def build_cond_if_binary( |
| 2149 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2150 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2151 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2152 | # alternately add or subtract them based on the condition |
| 2153 | |
| 2154 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2155 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2156 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2157 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2158 | |
| 2159 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2160 | then_block = "THEN_BLOCK" |
| 2161 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2162 | attr = ts.TosaSerializerAttribute() |
| 2163 | attr.CondIfAttribute(then_block, else_block) |
| 2164 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2165 | if error_name in [ |
| 2166 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2167 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2168 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2169 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2170 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2171 | incorrect_shape = a.shape.copy() |
| 2172 | for i in range(len(incorrect_shape)): |
| 2173 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2174 | incorrect_block_input = deepcopy(a) |
| 2175 | incorrect_block_input.shape = incorrect_shape |
| 2176 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2177 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2178 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2179 | 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] | 2180 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2181 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2182 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2183 | then_op, else_op = Op.ADD, Op.SUB |
| 2184 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2185 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2186 | else: |
| 2187 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2188 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2189 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2190 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2191 | if ( |
| 2192 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2193 | and block == then_block |
| 2194 | ) or ( |
| 2195 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2196 | and block == else_block |
| 2197 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2198 | self.ser.addInputTensor(incorrect_block_input) |
| 2199 | self.ser.addInputTensor(b) |
| 2200 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2201 | elif ( |
| 2202 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2203 | and block == then_block |
| 2204 | ) or ( |
| 2205 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2206 | and block == else_block |
| 2207 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2208 | self.ser.addInputTensor(a) |
| 2209 | self.ser.addInputTensor(b) |
| 2210 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2211 | else: |
| 2212 | self.ser.addInputTensor(a) |
| 2213 | self.ser.addInputTensor(b) |
| 2214 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2215 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2216 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2217 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2218 | self.ser, |
| 2219 | validator_fcns, |
| 2220 | error_name, |
| 2221 | op=op, |
| 2222 | a=a, |
| 2223 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2224 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2225 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2226 | ): |
| 2227 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2228 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2229 | return result_tens |
| 2230 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2231 | 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] | 2232 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2233 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2234 | cond_block = "COND_BLOCK" |
| 2235 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2236 | |
| 2237 | attr = ts.TosaSerializerAttribute() |
| 2238 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2239 | |
| 2240 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2241 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2242 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2243 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2244 | |
| 2245 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2246 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2247 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2248 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2249 | incorrect_acc = deepcopy(acc) |
| 2250 | for i in range(len(incorrect_acc.shape)): |
| 2251 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2252 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2253 | else: |
| 2254 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2255 | |
| 2256 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2257 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2258 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2259 | [iter.name, a.name, acc.name], |
| 2260 | [iter_out.name, a_out.name, acc_out.name], |
| 2261 | attr, |
| 2262 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2263 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2264 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2265 | if error_name in [ |
| 2266 | ErrorIf.InputListCondGraphMismatch, |
| 2267 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2268 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2269 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2270 | incorrect_iter = deepcopy(iter) |
| 2271 | for i in range(len(incorrect_iter.shape)): |
| 2272 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2273 | if len(incorrect_iter.shape) == 0: |
| 2274 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2275 | |
| 2276 | incorrect_acc = deepcopy(acc) |
| 2277 | for i in range(len(incorrect_acc.shape)): |
| 2278 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2279 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2280 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2281 | self.ser.addBasicBlock(cond_block) |
| 2282 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2283 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2284 | self.ser.addInputTensor(incorrect_iter) |
| 2285 | self.ser.addInputTensor(a) |
| 2286 | self.ser.addInputTensor(incorrect_acc) |
| 2287 | else: |
| 2288 | self.ser.addInputTensor(iter) |
| 2289 | self.ser.addInputTensor(a) |
| 2290 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2291 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2292 | |
| 2293 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2294 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2295 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2296 | cond_type = DType.BOOL |
| 2297 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2298 | choice = self.rng.choice([1, 2]) |
| 2299 | if choice == 1: |
| 2300 | cond_shape = [3] |
| 2301 | else: |
| 2302 | cond_shape = [1, 2] |
| 2303 | else: |
| 2304 | cond_shape = [] |
| 2305 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2306 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2307 | 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] | 2308 | |
| 2309 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2310 | # 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] | 2311 | self.ser.addBasicBlock(body_block) |
| 2312 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2313 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 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) |
| 2321 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2322 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2323 | |
| 2324 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2325 | iter_body_out = self.ser.addIntermediate( |
| 2326 | incorrect_iter.shape, incorrect_iter.dtype |
| 2327 | ) |
| 2328 | acc_body_out = self.ser.addIntermediate( |
| 2329 | incorrect_acc.shape, incorrect_acc.dtype |
| 2330 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2331 | else: |
| 2332 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2333 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2334 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2335 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2336 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2337 | self.ser.addOutputTensor(iter_body_out) |
| 2338 | self.ser.addOutputTensor(a) |
| 2339 | self.ser.addOutputTensor(acc_body_out) |
| 2340 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2341 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2342 | self.ser, |
| 2343 | validator_fcns, |
| 2344 | error_name, |
| 2345 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2346 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2347 | ): |
| 2348 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2349 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2350 | return acc_out |
| 2351 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2352 | def build_fft2d( |
| 2353 | self, op, val1, val2, inverse, validator_fcns=None, error_name=None |
| 2354 | ): |
| 2355 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2356 | |
| 2357 | input_names = [val1.name, val2.name] |
| 2358 | pCount, cCount = op["operands"] |
| 2359 | num_operands = pCount + cCount |
| 2360 | |
| 2361 | output_names = [res.name for res in results] |
| 2362 | output_shapes = [res.shape for res in results] |
| 2363 | output_dtypes = [res.dtype for res in results] |
| 2364 | |
| 2365 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2366 | self, error_name, input_names, output_names |
| 2367 | ) |
| 2368 | |
| 2369 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2370 | self.ser, |
| 2371 | validator_fcns, |
| 2372 | error_name, |
| 2373 | op=op, |
| 2374 | inverse=inverse, |
| 2375 | input1=val1, |
| 2376 | input2=val2, |
| 2377 | input_shape=val1.shape, |
| 2378 | input_dtype=val1.dtype, |
| 2379 | output_shape=output_shapes, |
| 2380 | output_dtype=output_dtypes, |
| 2381 | result_tensors=results, |
| 2382 | input_list=input_names, |
| 2383 | output_list=output_names, |
| 2384 | num_operands=num_operands, |
| 2385 | ): |
| 2386 | return None |
| 2387 | |
| 2388 | attr = ts.TosaSerializerAttribute() |
| 2389 | attr.FFTAttribute(inverse) |
| 2390 | |
| 2391 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2392 | return results |
| 2393 | |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2394 | def build_rfft2d(self, op, val, validator_fcns=None, error_name=None): |
| 2395 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2396 | |
| 2397 | input_names = [val.name] |
| 2398 | pCount, cCount = op["operands"] |
| 2399 | num_operands = pCount + cCount |
| 2400 | |
| 2401 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2402 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2403 | output_dtypes = [res.dtype for res in results] |
| 2404 | |
| 2405 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2406 | self, error_name, input_names, output_names |
| 2407 | ) |
| 2408 | |
| 2409 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2410 | self.ser, |
| 2411 | validator_fcns, |
| 2412 | error_name, |
| 2413 | op=op, |
| 2414 | input_shape=val.shape, |
| 2415 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2416 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2417 | output_dtype=output_dtypes, |
| 2418 | result_tensors=results, |
| 2419 | input_list=input_names, |
| 2420 | output_list=output_names, |
| 2421 | num_operands=num_operands, |
| 2422 | ): |
| 2423 | return None |
| 2424 | |
| 2425 | self.ser.addOperator(op["op"], input_names, output_names) |
| 2426 | return results |
| 2427 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2428 | def create_filter_lists( |
| 2429 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2430 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2431 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2432 | default_test_rank_range = range(1, 5) |
| 2433 | if not shapeFilter: |
| 2434 | shapeFilter = [None] |
| 2435 | |
| 2436 | # Calculate the filters based on what is requested and what the operator allows |
| 2437 | rmin, rmax = op["rank"] |
| 2438 | if rankFilter is not None: |
| 2439 | cleanRankFilter = [] |
| 2440 | # Ensure rankFilter values are allowed by operator |
| 2441 | for rank in rankFilter: |
| 2442 | if rank >= rmin and rank <= rmax: |
| 2443 | cleanRankFilter.append(rank) |
| 2444 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2445 | # Ensure default behaviour is bounded by default range or by operator, |
| 2446 | # whichever is the smaller range of ranks. |
| 2447 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2448 | cleanRankFilter = ( |
| 2449 | opRankRange |
| 2450 | if len(opRankRange) <= len(default_test_rank_range) |
| 2451 | else default_test_rank_range |
| 2452 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2453 | else: |
| 2454 | cleanRankFilter = range(rmin, rmax + 1) |
| 2455 | |
| 2456 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2457 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2458 | if dtypeFilter is not None: |
| 2459 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2460 | # Create list of operator dtypes filtered by requested dtypes |
| 2461 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2462 | if dtype in dtypeFilter or ( |
| 2463 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2464 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2465 | cleanDtypeFilter.append(dtype) |
| 2466 | else: |
| 2467 | cleanDtypeFilter = dtypes |
| 2468 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2469 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2470 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2471 | "shapeFilter": shapeFilter, |
| 2472 | "rankFilter": cleanRankFilter, |
| 2473 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2474 | } |
| 2475 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2476 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2477 | if validator is not None: |
| 2478 | validator_info = validator(check=False, op=op) |
| 2479 | else: |
| 2480 | return None |
| 2481 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2482 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2483 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2484 | # Set parameters as required |
| 2485 | if error_arguments["rank"] is not None: |
| 2486 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2487 | else: |
| 2488 | rankFilter = cleanRankFilter |
| 2489 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2490 | if error_arguments["dtype"] is not None: |
| 2491 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2492 | else: |
| 2493 | dtypeFilter = cleanDtypeFilter |
| 2494 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2495 | if error_arguments["shape"] is not None: |
| 2496 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2497 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2498 | shapeFilter = shapeFilter[ |
| 2499 | :2 |
| 2500 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2501 | |
| 2502 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2503 | "shapeFilter": shapeFilter, |
| 2504 | "rankFilter": rankFilter, |
| 2505 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2506 | } |
| 2507 | return filterDict |
| 2508 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2509 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2510 | self, |
| 2511 | opName, |
| 2512 | shapeFilter=[None], |
| 2513 | rankFilter=None, |
| 2514 | dtypeFilter=None, |
| 2515 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2516 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2517 | |
| 2518 | try: |
| 2519 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2520 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2521 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2522 | |
| 2523 | # Initialize a new random number generator |
| 2524 | self.rng = np.random.default_rng(self.random_seed) |
| 2525 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2526 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2527 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2528 | # Test list consists of a tuple of: |
| 2529 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2530 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2531 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2532 | error_if_validators = op["error_if_validators"] |
| 2533 | else: |
| 2534 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2535 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2536 | for validator in error_if_validators: |
| 2537 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2538 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2539 | else: |
| 2540 | error_name = None |
| 2541 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2542 | filterDict = self.create_filter_lists( |
| 2543 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2544 | ) |
| 2545 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2546 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2547 | cleanRankFilter = filterDict["rankFilter"] |
| 2548 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2549 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2550 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2551 | |
| 2552 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2553 | for t in cleanDtypeFilter: |
| 2554 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2555 | # Filter out by rank |
| 2556 | if shape is not None and len(shape) != r: |
| 2557 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2558 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2559 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2560 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2561 | shapeStr = self.shapeStr(shapeList[0]) |
| 2562 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2563 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2564 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2565 | argList = [] |
| 2566 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2567 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2568 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2569 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2570 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2571 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2572 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2573 | if argStr: |
| 2574 | testStr = "{}_{}_{}_{}".format( |
| 2575 | opName, shapeStr, typeStr, argStr |
| 2576 | ) |
| 2577 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2578 | testStr = "{}_{}_{}".format( |
| 2579 | opName, shapeStr, typeStr |
| 2580 | ) |
| 2581 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2582 | if argStr: |
| 2583 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2584 | opName, error_name, shapeStr, typeStr, argStr |
| 2585 | ) |
| 2586 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2587 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2588 | opName, error_name, shapeStr, typeStr |
| 2589 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2590 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2591 | testList.append( |
| 2592 | (opName, testStr, t, error_name, shapeList, args) |
| 2593 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2594 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2595 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2596 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2597 | if "invalid_test_validators" in op: |
| 2598 | invalid_test_validators = op["invalid_test_validators"] |
| 2599 | clean_testList = [] |
| 2600 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2601 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2602 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2603 | if validator_fcn( |
| 2604 | opName=test[0], |
| 2605 | input_dtype=test[2], |
| 2606 | shapeList=test[4], |
| 2607 | args=test[5], |
| 2608 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2609 | remove_test = True |
| 2610 | if not remove_test: |
| 2611 | clean_testList.append(test) |
| 2612 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2613 | |
| 2614 | return testList |
| 2615 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2616 | def serializeTest( |
| 2617 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2618 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2619 | try: |
| 2620 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2621 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2622 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2623 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2624 | if self.args.verbose: |
| 2625 | print(f"Creating {testStr}") |
| 2626 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2627 | # Create a serializer |
| 2628 | self.createSerializer(opName, testStr) |
| 2629 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2630 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2631 | if "error_if_validators" in op: |
| 2632 | error_if_validators = op["error_if_validators"] |
| 2633 | else: |
| 2634 | error_if_validators = None |
| 2635 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2636 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2637 | num_operands = pCount + cCount |
| 2638 | |
| 2639 | if isinstance(dtype_or_dtypeList, list): |
| 2640 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2641 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2642 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2643 | else: |
| 2644 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2645 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2646 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2647 | assert ( |
| 2648 | len(shapeList) == num_operands |
| 2649 | ), "shapeList length {} must match number of operands {}".format( |
| 2650 | len(shapeList), num_operands |
| 2651 | ) |
| 2652 | assert ( |
| 2653 | len(dtypeList) == num_operands |
| 2654 | ), "dtypeList length {} must match number of operands {}".format( |
| 2655 | len(dtypeList), num_operands |
| 2656 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2657 | |
| 2658 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2659 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2660 | except KeyError: |
| 2661 | qgen = None |
| 2662 | |
| 2663 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2664 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2665 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2666 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2667 | else: |
| 2668 | qinfo = None |
| 2669 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2670 | # Extra meta data for the desc.json |
| 2671 | tensMeta = {} |
| 2672 | |
| 2673 | # Check we are using the new testArgs interface with an argsDict dictionary |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2674 | if isinstance(testArgs, dict): |
| 2675 | # New interface with args info in dictionary |
| 2676 | argsDict = testArgs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2677 | assert "dg_type" in argsDict |
| 2678 | tvgInfo = tvgen_fcn( |
| 2679 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2680 | ) |
| 2681 | if tvgInfo.dataGenDict: |
| 2682 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2683 | tens = tvgInfo.tensorList |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2684 | |
| 2685 | result = build_fcn( |
| 2686 | self, |
| 2687 | op, |
| 2688 | tens, |
| 2689 | argsDict, |
| 2690 | validator_fcns=error_if_validators, |
| 2691 | error_name=error_name, |
| 2692 | qinfo=qinfo, |
| 2693 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2694 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2695 | # Old interface with args info in a list |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2696 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2697 | |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2698 | try: |
| 2699 | if error_if_validators is None: |
| 2700 | if qinfo is not None: |
| 2701 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2702 | else: |
| 2703 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2704 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2705 | if qinfo is not None: |
| 2706 | result = build_fcn( |
| 2707 | self, |
| 2708 | op, |
| 2709 | *tens, |
| 2710 | *testArgs, |
| 2711 | validator_fcns=error_if_validators, |
| 2712 | error_name=error_name, |
| 2713 | qinfo=qinfo, |
| 2714 | ) |
| 2715 | else: |
| 2716 | result = build_fcn( |
| 2717 | self, |
| 2718 | op, |
| 2719 | *tens, |
| 2720 | *testArgs, |
| 2721 | validator_fcns=error_if_validators, |
| 2722 | error_name=error_name, |
| 2723 | ) |
| 2724 | except TypeError as e: |
| 2725 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
| 2726 | raise e |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2727 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2728 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2729 | # The test is valid, serialize it |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2730 | if isinstance(result, TosaTestGen.BuildInfo) and result.complianceDict: |
| 2731 | # Add the compliance meta data |
| 2732 | # NOTE: This currently expects only one result output |
| 2733 | tensMeta["compliance"] = { |
| 2734 | "version": "0.1", |
| 2735 | "tensors": {result.resultTensor.name: result.complianceDict}, |
| 2736 | } |
| 2737 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2738 | else: |
| 2739 | # The test is not valid |
| 2740 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2741 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2742 | def createDynamicOpLists(self): |
| 2743 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2744 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2745 | # Already created these lists (can occur when class is initialized more than once) |
| 2746 | return |
| 2747 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2748 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2749 | if not self.args.level8k: |
| 2750 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2751 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2752 | else: |
| 2753 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2754 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2755 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2756 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2757 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2758 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2759 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2760 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2761 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2762 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2763 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2764 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2765 | "depthwise_conv2d_TEMPLATE" |
| 2766 | ].copy() |
| 2767 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2768 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2769 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2770 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2771 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2772 | "transpose_conv2d_TEMPLATE" |
| 2773 | ].copy() |
| 2774 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2775 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2776 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2777 | for k in KERNELS_3D: |
| 2778 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2779 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2780 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2781 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2782 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2783 | # Delete any templates after having created any dynamic ops |
| 2784 | # This is a two-pass operation because it's bad practice to delete |
| 2785 | # keys from dictionaries while iterating |
| 2786 | keyList = [] |
| 2787 | for k in self.TOSA_OP_LIST: |
| 2788 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2789 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2790 | keyList.append(k) |
| 2791 | continue |
| 2792 | except KeyError: |
| 2793 | pass |
| 2794 | |
| 2795 | for k in keyList: |
| 2796 | del self.TOSA_OP_LIST[k] |
| 2797 | |
| 2798 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2799 | """Fill in default fields for ops if they aren't already specified. |
| 2800 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2801 | for op in self.TOSA_OP_LIST: |
| 2802 | |
| 2803 | # Required fields |
| 2804 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2805 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2806 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2807 | raise Exception( |
| 2808 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2809 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2810 | |
| 2811 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2812 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2813 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2814 | raise Exception( |
| 2815 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2816 | op |
| 2817 | ) |
| 2818 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2819 | |
| 2820 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2821 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2822 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2823 | raise Exception( |
| 2824 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2825 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2826 | |
| 2827 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2828 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2829 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2830 | raise Exception( |
| 2831 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2832 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2833 | |
| 2834 | # Put in default rank range, if missing |
| 2835 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2836 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2837 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2838 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2839 | |
| 2840 | # Tensor operator list |
| 2841 | # 'op': op name |
| 2842 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2843 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2844 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2845 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2846 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2847 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2848 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2849 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2850 | TYPE_INT_FP = [ |
| 2851 | DType.INT8, |
| 2852 | DType.INT16, |
| 2853 | DType.INT32, |
| 2854 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2855 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2856 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2857 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2858 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2859 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2860 | TYPE_FI32 = [ |
| 2861 | DType.FP32, |
| 2862 | DType.FP16, |
| 2863 | DType.BF16, |
| 2864 | DType.INT32, |
| 2865 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2866 | TYPE_FIB = [ |
| 2867 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2868 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2869 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2870 | DType.INT8, |
| 2871 | DType.INT16, |
| 2872 | DType.INT32, |
| 2873 | DType.BOOL, |
| 2874 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2875 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2876 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2877 | 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] | 2878 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2879 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2880 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2881 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2882 | [DType.INT8, DType.INT8, DType.INT32], |
| 2883 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2884 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2885 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2886 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2887 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2888 | ] |
| 2889 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2890 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2891 | |
| 2892 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2893 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2894 | "argmax": { |
| 2895 | "op": Op.ARGMAX, |
| 2896 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 2897 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2898 | "build_fcn": ( |
| 2899 | build_argmax, |
| 2900 | TosaTensorGen.tgBasic, |
| 2901 | TosaTensorValuesGen.tvgDefault, |
| 2902 | TosaArgGen.agAxis, |
| 2903 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2904 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2905 | "error_if_validators": ( |
| 2906 | TosaErrorValidator.evAxisSmallerZero, |
| 2907 | TosaErrorValidator.evAxisLargerRank, |
| 2908 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2909 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2910 | TosaErrorValidator.evWrongRank, |
| 2911 | TosaErrorValidator.evWrongInputType, |
| 2912 | TosaErrorValidator.evWrongOutputType, |
| 2913 | TosaErrorValidator.evWrongInputList, |
| 2914 | TosaErrorValidator.evWrongOutputList, |
| 2915 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2916 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2917 | "avg_pool2d": { |
| 2918 | "op": Op.AVG_POOL2D, |
| 2919 | "operands": (1, 0), |
| 2920 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2921 | "build_fcn": ( |
| 2922 | build_pool2d, |
| 2923 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2924 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2925 | TosaArgGen.agPooling, |
| 2926 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2927 | "qgen": TosaQuantGen.qgUnary, |
| 2928 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2929 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2930 | "error_if_validators": ( |
| 2931 | TosaErrorValidator.evKernelSmallerOne, |
| 2932 | TosaErrorValidator.evStrideSmallerOne, |
| 2933 | TosaErrorValidator.evPadSmallerZero, |
| 2934 | TosaErrorValidator.evWrongRank, |
| 2935 | TosaErrorValidator.evWrongInputType, |
| 2936 | TosaErrorValidator.evWrongOutputType, |
| 2937 | TosaErrorValidator.evWrongInputList, |
| 2938 | TosaErrorValidator.evWrongOutputList, |
| 2939 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2940 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2941 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2942 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2943 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2944 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2945 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2946 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2947 | "conv2d_TEMPLATE": { |
| 2948 | "op": Op.CONV2D, |
| 2949 | "operands": (1, 2), |
| 2950 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2951 | "build_fcn": ( |
| 2952 | build_conv2d, |
| 2953 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 2954 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2955 | TosaArgGen.agConv, |
| 2956 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2957 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2958 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2959 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2960 | "error_if_validators": ( |
| 2961 | TosaErrorValidator.evWrongInputType, |
| 2962 | TosaErrorValidator.evWrongOutputType, |
| 2963 | TosaErrorValidator.evWrongInputList, |
| 2964 | TosaErrorValidator.evWrongOutputList, |
| 2965 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2966 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2967 | TosaErrorValidator.evPadSmallerZero, |
| 2968 | TosaErrorValidator.evStrideSmallerOne, |
| 2969 | TosaErrorValidator.evDilationSmallerOne, |
| 2970 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2971 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2972 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2973 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 2974 | "data_gen": { |
| 2975 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 2976 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2977 | "template": True, |
| 2978 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2979 | # Templated operator. Filled in by createDynamicOpLists |
| 2980 | "conv3d_TEMPLATE": { |
| 2981 | "op": Op.CONV3D, |
| 2982 | "operands": (1, 2), |
| 2983 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2984 | "build_fcn": ( |
| 2985 | build_conv3d, |
| 2986 | TosaTensorGen.tgConv3D, |
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 | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2990 | "qgen": TosaQuantGen.qgConv, |
| 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 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3007 | "template": True, |
| 3008 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3009 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3010 | "depthwise_conv2d_TEMPLATE": { |
| 3011 | "op": Op.DEPTHWISE_CONV2D, |
| 3012 | "operands": (1, 2), |
| 3013 | "filter": [1, 1], |
| 3014 | "rank": (4, 4), |
| 3015 | "build_fcn": ( |
| 3016 | build_depthwise_conv2d, |
| 3017 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3018 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3019 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3020 | ), |
| 3021 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3022 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3023 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3024 | "error_if_validators": ( |
| 3025 | TosaErrorValidator.evWrongInputType, |
| 3026 | TosaErrorValidator.evWrongOutputType, |
| 3027 | TosaErrorValidator.evWrongInputList, |
| 3028 | TosaErrorValidator.evWrongOutputList, |
| 3029 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3030 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3031 | TosaErrorValidator.evPadSmallerZero, |
| 3032 | TosaErrorValidator.evStrideSmallerOne, |
| 3033 | TosaErrorValidator.evDilationSmallerOne, |
| 3034 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3035 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3036 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3037 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3038 | "template": True, |
| 3039 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3040 | "fully_connected": { |
| 3041 | "op": Op.FULLY_CONNECTED, |
| 3042 | "operands": (1, 2), |
| 3043 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3044 | "build_fcn": ( |
| 3045 | build_fully_connected, |
| 3046 | TosaTensorGen.tgFullyConnected, |
| 3047 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3048 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3049 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3050 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3051 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3052 | "error_if_validators": ( |
| 3053 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3054 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3055 | TosaErrorValidator.evWrongRank, |
| 3056 | TosaErrorValidator.evWrongInputType, |
| 3057 | TosaErrorValidator.evWrongOutputType, |
| 3058 | TosaErrorValidator.evWrongInputList, |
| 3059 | TosaErrorValidator.evWrongOutputList, |
| 3060 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3061 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3062 | "matmul": { |
| 3063 | "op": Op.MATMUL, |
| 3064 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3065 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3066 | "build_fcn": ( |
| 3067 | build_matmul, |
| 3068 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3069 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3070 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3071 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3072 | "qgen": TosaQuantGen.qgMatmul, |
| 3073 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3074 | "error_if_validators": ( |
| 3075 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3076 | TosaErrorValidator.evWrongRank, |
| 3077 | TosaErrorValidator.evWrongInputType, |
| 3078 | TosaErrorValidator.evWrongOutputType, |
| 3079 | TosaErrorValidator.evWrongInputList, |
| 3080 | TosaErrorValidator.evWrongOutputList, |
| 3081 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3082 | "data_gen": { |
| 3083 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3084 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3085 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3086 | "max_pool2d": { |
| 3087 | "op": Op.MAX_POOL2D, |
| 3088 | "operands": (1, 0), |
| 3089 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3090 | "build_fcn": ( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3091 | build_maxpool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3092 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3093 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3094 | TosaArgGen.agPooling, |
| 3095 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3096 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3097 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3098 | "error_if_validators": ( |
| 3099 | TosaErrorValidator.evKernelSmallerOne, |
| 3100 | TosaErrorValidator.evStrideSmallerOne, |
| 3101 | TosaErrorValidator.evPadSmallerZero, |
| 3102 | TosaErrorValidator.evWrongRank, |
| 3103 | TosaErrorValidator.evWrongInputType, |
| 3104 | TosaErrorValidator.evWrongOutputType, |
| 3105 | TosaErrorValidator.evWrongInputList, |
| 3106 | TosaErrorValidator.evWrongOutputList, |
| 3107 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3108 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3109 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3110 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3111 | "data_gen": { |
| 3112 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3113 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3114 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3115 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3116 | "transpose_conv2d_TEMPLATE": { |
| 3117 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3118 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3119 | "rank": (4, 4), |
| 3120 | "build_fcn": ( |
| 3121 | build_transpose_conv2d, |
| 3122 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3123 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3124 | TosaArgGen.agTransposeConv2D, |
| 3125 | ), |
| 3126 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3127 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3128 | "invalid_test_validators": ( |
| 3129 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3130 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3131 | ), |
| 3132 | "error_if_validators": ( |
| 3133 | TosaErrorValidator.evWrongInputType, |
| 3134 | TosaErrorValidator.evWrongOutputType, |
| 3135 | TosaErrorValidator.evWrongInputList, |
| 3136 | TosaErrorValidator.evWrongOutputList, |
| 3137 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3138 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3139 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3140 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3141 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3142 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3143 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3144 | "template": True, |
| 3145 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3146 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3147 | "clamp": { |
| 3148 | "op": Op.CLAMP, |
| 3149 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3150 | "build_fcn": ( |
| 3151 | build_clamp, |
| 3152 | TosaTensorGen.tgBasic, |
| 3153 | TosaTensorValuesGen.tvgDefault, |
| 3154 | None, |
| 3155 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3156 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3157 | "error_if_validators": ( |
| 3158 | TosaErrorValidator.evMaxSmallerMin, |
| 3159 | TosaErrorValidator.evWrongInputType, |
| 3160 | TosaErrorValidator.evWrongOutputType, |
| 3161 | TosaErrorValidator.evWrongInputList, |
| 3162 | TosaErrorValidator.evWrongOutputList, |
| 3163 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3164 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3165 | "sigmoid": { |
| 3166 | "op": Op.SIGMOID, |
| 3167 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3168 | "build_fcn": ( |
| 3169 | build_sigmoid, |
| 3170 | TosaTensorGen.tgBasic, |
| 3171 | TosaTensorValuesGen.tvgDefault, |
| 3172 | None, |
| 3173 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3174 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3175 | "error_if_validators": ( |
| 3176 | TosaErrorValidator.evWrongInputType, |
| 3177 | TosaErrorValidator.evWrongOutputType, |
| 3178 | TosaErrorValidator.evWrongInputList, |
| 3179 | TosaErrorValidator.evWrongOutputList, |
| 3180 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3181 | }, |
| 3182 | "tanh": { |
| 3183 | "op": Op.TANH, |
| 3184 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3185 | "build_fcn": ( |
| 3186 | build_tanh, |
| 3187 | TosaTensorGen.tgBasic, |
| 3188 | TosaTensorValuesGen.tvgDefault, |
| 3189 | None, |
| 3190 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3191 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3192 | "error_if_validators": ( |
| 3193 | TosaErrorValidator.evWrongInputType, |
| 3194 | TosaErrorValidator.evWrongOutputType, |
| 3195 | TosaErrorValidator.evWrongInputList, |
| 3196 | TosaErrorValidator.evWrongOutputList, |
| 3197 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3198 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3199 | "erf": { |
| 3200 | "op": Op.ERF, |
| 3201 | "operands": (1, 0), |
| 3202 | "build_fcn": ( |
| 3203 | build_erf, |
| 3204 | TosaTensorGen.tgBasic, |
| 3205 | TosaTensorValuesGen.tvgDefault, |
| 3206 | None, |
| 3207 | ), |
| 3208 | "types": TYPE_FP, |
| 3209 | "error_if_validators": ( |
| 3210 | TosaErrorValidator.evWrongInputType, |
| 3211 | TosaErrorValidator.evWrongOutputType, |
| 3212 | TosaErrorValidator.evWrongInputList, |
| 3213 | TosaErrorValidator.evWrongOutputList, |
| 3214 | ), |
| 3215 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3216 | # Elementwise Binary Operators |
| 3217 | "add": { |
| 3218 | "op": Op.ADD, |
| 3219 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3220 | "build_fcn": ( |
| 3221 | build_binary_broadcast, |
| 3222 | TosaTensorGen.tgBroadcastFuzz, |
| 3223 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3224 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3225 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3226 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3227 | "error_if_validators": ( |
| 3228 | TosaErrorValidator.evRankMismatch, |
| 3229 | TosaErrorValidator.evWrongInputType, |
| 3230 | TosaErrorValidator.evWrongOutputType, |
| 3231 | TosaErrorValidator.evWrongInputList, |
| 3232 | TosaErrorValidator.evWrongOutputList, |
| 3233 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3234 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3235 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3236 | "data_gen": { |
| 3237 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3238 | }, |
| 3239 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3240 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3241 | "arithmetic_right_shift": { |
| 3242 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3243 | "operands": (2, 0), |
| 3244 | "build_fcn": ( |
| 3245 | build_arithmetic_right_shift, |
| 3246 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3247 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3248 | TosaArgGen.agArithmeticRightShift, |
| 3249 | ), |
| 3250 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3251 | "error_if_validators": ( |
| 3252 | TosaErrorValidator.evRankMismatch, |
| 3253 | TosaErrorValidator.evWrongInputType, |
| 3254 | TosaErrorValidator.evWrongOutputType, |
| 3255 | TosaErrorValidator.evWrongInputList, |
| 3256 | TosaErrorValidator.evWrongOutputList, |
| 3257 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3258 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3259 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3260 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3261 | "bitwise_and": { |
| 3262 | "op": Op.BITWISE_AND, |
| 3263 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3264 | "build_fcn": ( |
| 3265 | build_binary_broadcast, |
| 3266 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3267 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3268 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3269 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3270 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3271 | "error_if_validators": ( |
| 3272 | TosaErrorValidator.evRankMismatch, |
| 3273 | TosaErrorValidator.evWrongInputType, |
| 3274 | TosaErrorValidator.evWrongOutputType, |
| 3275 | TosaErrorValidator.evWrongInputList, |
| 3276 | TosaErrorValidator.evWrongOutputList, |
| 3277 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3278 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3279 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3280 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3281 | "bitwise_or": { |
| 3282 | "op": Op.BITWISE_OR, |
| 3283 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3284 | "build_fcn": ( |
| 3285 | build_binary_broadcast, |
| 3286 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3287 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3288 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3289 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3290 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3291 | "error_if_validators": ( |
| 3292 | TosaErrorValidator.evRankMismatch, |
| 3293 | TosaErrorValidator.evWrongInputType, |
| 3294 | TosaErrorValidator.evWrongOutputType, |
| 3295 | TosaErrorValidator.evWrongInputList, |
| 3296 | TosaErrorValidator.evWrongOutputList, |
| 3297 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3298 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3299 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3300 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3301 | "bitwise_xor": { |
| 3302 | "op": Op.BITWISE_XOR, |
| 3303 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3304 | "build_fcn": ( |
| 3305 | build_binary_broadcast, |
| 3306 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3307 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3308 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3309 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3310 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3311 | "error_if_validators": ( |
| 3312 | TosaErrorValidator.evRankMismatch, |
| 3313 | TosaErrorValidator.evWrongInputType, |
| 3314 | TosaErrorValidator.evWrongOutputType, |
| 3315 | TosaErrorValidator.evWrongInputList, |
| 3316 | TosaErrorValidator.evWrongOutputList, |
| 3317 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3318 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3319 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3320 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3321 | "intdiv": { |
| 3322 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3323 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3324 | "build_fcn": ( |
| 3325 | build_binary_broadcast, |
| 3326 | TosaTensorGen.tgBroadcastFuzz, |
| 3327 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3328 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3329 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3330 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3331 | "error_if_validators": ( |
| 3332 | TosaErrorValidator.evRankMismatch, |
| 3333 | TosaErrorValidator.evWrongInputType, |
| 3334 | TosaErrorValidator.evWrongOutputType, |
| 3335 | TosaErrorValidator.evWrongInputList, |
| 3336 | TosaErrorValidator.evWrongOutputList, |
| 3337 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3338 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3339 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3340 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3341 | "logical_and": { |
| 3342 | "op": Op.LOGICAL_AND, |
| 3343 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3344 | "build_fcn": ( |
| 3345 | build_binary_broadcast, |
| 3346 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3347 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3348 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3349 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3350 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3351 | "error_if_validators": ( |
| 3352 | TosaErrorValidator.evRankMismatch, |
| 3353 | TosaErrorValidator.evWrongInputType, |
| 3354 | TosaErrorValidator.evWrongOutputType, |
| 3355 | TosaErrorValidator.evWrongInputList, |
| 3356 | TosaErrorValidator.evWrongOutputList, |
| 3357 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3358 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3359 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3360 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3361 | "logical_left_shift": { |
| 3362 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3363 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3364 | "build_fcn": ( |
| 3365 | build_binary_broadcast, |
| 3366 | TosaTensorGen.tgBroadcastFuzz, |
| 3367 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3368 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3369 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3370 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3371 | "error_if_validators": ( |
| 3372 | TosaErrorValidator.evRankMismatch, |
| 3373 | TosaErrorValidator.evWrongInputType, |
| 3374 | TosaErrorValidator.evWrongOutputType, |
| 3375 | TosaErrorValidator.evWrongInputList, |
| 3376 | TosaErrorValidator.evWrongOutputList, |
| 3377 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3378 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3379 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3380 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3381 | "logical_right_shift": { |
| 3382 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3383 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3384 | "build_fcn": ( |
| 3385 | build_binary_broadcast, |
| 3386 | TosaTensorGen.tgBroadcastFuzz, |
| 3387 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3388 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3389 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3390 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3391 | "error_if_validators": ( |
| 3392 | TosaErrorValidator.evRankMismatch, |
| 3393 | TosaErrorValidator.evWrongInputType, |
| 3394 | TosaErrorValidator.evWrongOutputType, |
| 3395 | TosaErrorValidator.evWrongInputList, |
| 3396 | TosaErrorValidator.evWrongOutputList, |
| 3397 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3398 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3399 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3400 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3401 | "logical_or": { |
| 3402 | "op": Op.LOGICAL_OR, |
| 3403 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3404 | "build_fcn": ( |
| 3405 | build_binary_broadcast, |
| 3406 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3407 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3408 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3409 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3410 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3411 | "error_if_validators": ( |
| 3412 | TosaErrorValidator.evRankMismatch, |
| 3413 | TosaErrorValidator.evWrongInputType, |
| 3414 | TosaErrorValidator.evWrongOutputType, |
| 3415 | TosaErrorValidator.evWrongInputList, |
| 3416 | TosaErrorValidator.evWrongOutputList, |
| 3417 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3418 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3419 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3420 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3421 | "logical_xor": { |
| 3422 | "op": Op.LOGICAL_XOR, |
| 3423 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3424 | "build_fcn": ( |
| 3425 | build_binary_broadcast, |
| 3426 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3427 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3428 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3429 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3430 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3431 | "error_if_validators": ( |
| 3432 | TosaErrorValidator.evRankMismatch, |
| 3433 | TosaErrorValidator.evWrongInputType, |
| 3434 | TosaErrorValidator.evWrongOutputType, |
| 3435 | TosaErrorValidator.evWrongInputList, |
| 3436 | TosaErrorValidator.evWrongOutputList, |
| 3437 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3438 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3439 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3440 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3441 | "maximum": { |
| 3442 | "op": Op.MAXIMUM, |
| 3443 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3444 | "build_fcn": ( |
| 3445 | build_binary_broadcast, |
| 3446 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3447 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3448 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3449 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3450 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3451 | "error_if_validators": ( |
| 3452 | TosaErrorValidator.evRankMismatch, |
| 3453 | TosaErrorValidator.evWrongInputType, |
| 3454 | TosaErrorValidator.evWrongOutputType, |
| 3455 | TosaErrorValidator.evWrongInputList, |
| 3456 | TosaErrorValidator.evWrongOutputList, |
| 3457 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3458 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3459 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3460 | "data_gen": { |
| 3461 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3462 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3463 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3464 | "minimum": { |
| 3465 | "op": Op.MINIMUM, |
| 3466 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3467 | "build_fcn": ( |
| 3468 | build_binary_broadcast, |
| 3469 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3470 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3471 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3472 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3473 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3474 | "error_if_validators": ( |
| 3475 | TosaErrorValidator.evRankMismatch, |
| 3476 | TosaErrorValidator.evWrongInputType, |
| 3477 | TosaErrorValidator.evWrongOutputType, |
| 3478 | TosaErrorValidator.evWrongInputList, |
| 3479 | TosaErrorValidator.evWrongOutputList, |
| 3480 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3481 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3482 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3483 | "data_gen": { |
| 3484 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3485 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3486 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3487 | "mul": { |
| 3488 | "op": Op.MUL, |
| 3489 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3490 | "build_fcn": ( |
| 3491 | build_mul, |
| 3492 | TosaTensorGen.tgBroadcastFuzz, |
| 3493 | TosaTensorValuesGen.tvgMul, |
| 3494 | TosaArgGen.agMul, |
| 3495 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3496 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3497 | "error_if_validators": ( |
| 3498 | TosaErrorValidator.evWrongInputType, |
| 3499 | TosaErrorValidator.evWrongOutputType, |
| 3500 | TosaErrorValidator.evWrongInputList, |
| 3501 | TosaErrorValidator.evWrongOutputList, |
| 3502 | TosaErrorValidator.evRankMismatch, |
| 3503 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3504 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3505 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3506 | "data_gen": { |
| 3507 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3508 | }, |
| 3509 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3510 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3511 | "pow": { |
| 3512 | "op": Op.POW, |
| 3513 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3514 | "build_fcn": ( |
| 3515 | build_binary_broadcast, |
| 3516 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3517 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3518 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3519 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3520 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3521 | "error_if_validators": ( |
| 3522 | TosaErrorValidator.evRankMismatch, |
| 3523 | TosaErrorValidator.evWrongInputType, |
| 3524 | TosaErrorValidator.evWrongOutputType, |
| 3525 | TosaErrorValidator.evWrongInputList, |
| 3526 | TosaErrorValidator.evWrongOutputList, |
| 3527 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3528 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3529 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3530 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3531 | "sub": { |
| 3532 | "op": Op.SUB, |
| 3533 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3534 | "build_fcn": ( |
| 3535 | build_binary_broadcast, |
| 3536 | TosaTensorGen.tgBroadcastFuzz, |
| 3537 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3538 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3539 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3540 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3541 | "error_if_validators": ( |
| 3542 | TosaErrorValidator.evRankMismatch, |
| 3543 | TosaErrorValidator.evWrongInputType, |
| 3544 | TosaErrorValidator.evWrongOutputType, |
| 3545 | TosaErrorValidator.evWrongInputList, |
| 3546 | TosaErrorValidator.evWrongOutputList, |
| 3547 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3548 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3549 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 3550 | "data_gen": { |
| 3551 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3552 | }, |
| 3553 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3554 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3555 | "table": { |
| 3556 | "op": Op.TABLE, |
| 3557 | # Use the automatic generation functions to create the input array |
| 3558 | # but create the table tensor in the build function, as it may be |
| 3559 | # a different type from the input |
| 3560 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3561 | "build_fcn": ( |
| 3562 | build_table, |
| 3563 | TosaTensorGen.tgBasic, |
| 3564 | TosaTensorValuesGen.tvgDefault, |
| 3565 | TosaArgGen.agTable, |
| 3566 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3567 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3568 | "error_if_validators": ( |
| 3569 | TosaErrorValidator.evWrongInputType, |
| 3570 | TosaErrorValidator.evWrongOutputType, |
| 3571 | TosaErrorValidator.evWrongInputList, |
| 3572 | TosaErrorValidator.evWrongOutputList, |
| 3573 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3574 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3575 | # Elementwise Unary operators |
| 3576 | "abs": { |
| 3577 | "op": Op.ABS, |
| 3578 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3579 | "build_fcn": ( |
| 3580 | build_unary, |
| 3581 | TosaTensorGen.tgBasic, |
| 3582 | TosaTensorValuesGen.tvgDefault, |
| 3583 | None, |
| 3584 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3585 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3586 | "error_if_validators": ( |
| 3587 | TosaErrorValidator.evWrongInputType, |
| 3588 | TosaErrorValidator.evWrongOutputType, |
| 3589 | TosaErrorValidator.evWrongInputList, |
| 3590 | TosaErrorValidator.evWrongOutputList, |
| 3591 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3592 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3593 | "bitwise_not": { |
| 3594 | "op": Op.BITWISE_NOT, |
| 3595 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3596 | "build_fcn": ( |
| 3597 | build_unary, |
| 3598 | TosaTensorGen.tgBasic, |
| 3599 | TosaTensorValuesGen.tvgDefault, |
| 3600 | None, |
| 3601 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3602 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3603 | "error_if_validators": ( |
| 3604 | TosaErrorValidator.evWrongInputType, |
| 3605 | TosaErrorValidator.evWrongOutputType, |
| 3606 | TosaErrorValidator.evWrongInputList, |
| 3607 | TosaErrorValidator.evWrongOutputList, |
| 3608 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3609 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3610 | "ceil": { |
| 3611 | "op": Op.CEIL, |
| 3612 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3613 | "build_fcn": ( |
| 3614 | build_unary, |
| 3615 | TosaTensorGen.tgBasic, |
| 3616 | TosaTensorValuesGen.tvgDefault, |
| 3617 | None, |
| 3618 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3619 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3620 | "error_if_validators": ( |
| 3621 | TosaErrorValidator.evWrongInputType, |
| 3622 | TosaErrorValidator.evWrongOutputType, |
| 3623 | TosaErrorValidator.evWrongInputList, |
| 3624 | TosaErrorValidator.evWrongOutputList, |
| 3625 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3626 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3627 | "clz": { |
| 3628 | "op": Op.CLZ, |
| 3629 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3630 | "build_fcn": ( |
| 3631 | build_unary, |
| 3632 | TosaTensorGen.tgBasic, |
| 3633 | TosaTensorValuesGen.tvgDefault, |
| 3634 | None, |
| 3635 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3636 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3637 | "error_if_validators": ( |
| 3638 | TosaErrorValidator.evWrongInputType, |
| 3639 | TosaErrorValidator.evWrongOutputType, |
| 3640 | TosaErrorValidator.evWrongInputList, |
| 3641 | TosaErrorValidator.evWrongOutputList, |
| 3642 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3643 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3644 | "exp": { |
| 3645 | "op": Op.EXP, |
| 3646 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3647 | "build_fcn": ( |
| 3648 | build_unary, |
| 3649 | TosaTensorGen.tgBasic, |
| 3650 | TosaTensorValuesGen.tvgDefault, |
| 3651 | None, |
| 3652 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3653 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3654 | "error_if_validators": ( |
| 3655 | TosaErrorValidator.evWrongInputType, |
| 3656 | TosaErrorValidator.evWrongOutputType, |
| 3657 | TosaErrorValidator.evWrongInputList, |
| 3658 | TosaErrorValidator.evWrongOutputList, |
| 3659 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3660 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3661 | "floor": { |
| 3662 | "op": Op.FLOOR, |
| 3663 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3664 | "build_fcn": ( |
| 3665 | build_unary, |
| 3666 | TosaTensorGen.tgBasic, |
| 3667 | TosaTensorValuesGen.tvgDefault, |
| 3668 | None, |
| 3669 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3670 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3671 | "error_if_validators": ( |
| 3672 | TosaErrorValidator.evWrongInputType, |
| 3673 | TosaErrorValidator.evWrongOutputType, |
| 3674 | TosaErrorValidator.evWrongInputList, |
| 3675 | TosaErrorValidator.evWrongOutputList, |
| 3676 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3677 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3678 | "log": { |
| 3679 | "op": Op.LOG, |
| 3680 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3681 | "build_fcn": ( |
| 3682 | build_unary, |
| 3683 | TosaTensorGen.tgBasic, |
| 3684 | TosaTensorValuesGen.tvgDefault, |
| 3685 | None, |
| 3686 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3687 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3688 | "error_if_validators": ( |
| 3689 | TosaErrorValidator.evWrongInputType, |
| 3690 | TosaErrorValidator.evWrongOutputType, |
| 3691 | TosaErrorValidator.evWrongInputList, |
| 3692 | TosaErrorValidator.evWrongOutputList, |
| 3693 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3694 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3695 | "logical_not": { |
| 3696 | "op": Op.LOGICAL_NOT, |
| 3697 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3698 | "build_fcn": ( |
| 3699 | build_unary, |
| 3700 | TosaTensorGen.tgBasic, |
| 3701 | TosaTensorValuesGen.tvgDefault, |
| 3702 | None, |
| 3703 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3704 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3705 | "error_if_validators": ( |
| 3706 | TosaErrorValidator.evWrongInputType, |
| 3707 | TosaErrorValidator.evWrongOutputType, |
| 3708 | TosaErrorValidator.evWrongInputList, |
| 3709 | TosaErrorValidator.evWrongOutputList, |
| 3710 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3711 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3712 | "negate": { |
| 3713 | "op": Op.NEGATE, |
| 3714 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3715 | "build_fcn": ( |
| 3716 | build_unary, |
| 3717 | TosaTensorGen.tgBasic, |
| 3718 | TosaTensorValuesGen.tvgNegate, |
| 3719 | None, |
| 3720 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3721 | "qgen": TosaQuantGen.qgUnary, |
| 3722 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3723 | "error_if_validators": ( |
| 3724 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3725 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3726 | TosaErrorValidator.evWrongInputType, |
| 3727 | TosaErrorValidator.evWrongOutputType, |
| 3728 | TosaErrorValidator.evWrongInputList, |
| 3729 | TosaErrorValidator.evWrongOutputList, |
| 3730 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3731 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3732 | "reciprocal": { |
| 3733 | "op": Op.RECIPROCAL, |
| 3734 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3735 | "build_fcn": ( |
| 3736 | build_unary, |
| 3737 | TosaTensorGen.tgBasic, |
| 3738 | TosaTensorValuesGen.tvgDefault, |
| 3739 | None, |
| 3740 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3741 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3742 | "error_if_validators": ( |
| 3743 | TosaErrorValidator.evWrongInputType, |
| 3744 | TosaErrorValidator.evWrongOutputType, |
| 3745 | TosaErrorValidator.evWrongInputList, |
| 3746 | TosaErrorValidator.evWrongOutputList, |
| 3747 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3748 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3749 | "rsqrt": { |
| 3750 | "op": Op.RSQRT, |
| 3751 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3752 | "build_fcn": ( |
| 3753 | build_unary, |
| 3754 | TosaTensorGen.tgBasic, |
| 3755 | TosaTensorValuesGen.tvgDefault, |
| 3756 | None, |
| 3757 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3758 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3759 | "error_if_validators": ( |
| 3760 | TosaErrorValidator.evWrongInputType, |
| 3761 | TosaErrorValidator.evWrongOutputType, |
| 3762 | TosaErrorValidator.evWrongInputList, |
| 3763 | TosaErrorValidator.evWrongOutputList, |
| 3764 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3765 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3766 | # Elementwise Ternary operators |
| 3767 | "select": { |
| 3768 | "op": Op.SELECT, |
| 3769 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3770 | "build_fcn": ( |
| 3771 | build_select, |
| 3772 | TosaTensorGen.tgBroadcastFuzz, |
| 3773 | TosaTensorValuesGen.tvgSelect, |
| 3774 | None, |
| 3775 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3776 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3777 | "error_if_validators": ( |
| 3778 | TosaErrorValidator.evRankMismatch, |
| 3779 | TosaErrorValidator.evWrongInputType, |
| 3780 | TosaErrorValidator.evWrongOutputType, |
| 3781 | TosaErrorValidator.evWrongInputList, |
| 3782 | TosaErrorValidator.evWrongOutputList, |
| 3783 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3784 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3785 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3786 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3787 | # Comparison operators |
| 3788 | "equal": { |
| 3789 | "op": Op.EQUAL, |
| 3790 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3791 | "build_fcn": ( |
| 3792 | build_comparison, |
| 3793 | TosaTensorGen.tgBroadcastFuzz, |
| 3794 | TosaTensorValuesGen.tvgEqual, |
| 3795 | None, |
| 3796 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3797 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3798 | "error_if_validators": ( |
| 3799 | TosaErrorValidator.evRankMismatch, |
| 3800 | TosaErrorValidator.evWrongInputType, |
| 3801 | TosaErrorValidator.evWrongOutputType, |
| 3802 | TosaErrorValidator.evWrongInputList, |
| 3803 | TosaErrorValidator.evWrongOutputList, |
| 3804 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3805 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3806 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3807 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3808 | "greater_equal": { |
| 3809 | "op": Op.GREATER_EQUAL, |
| 3810 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3811 | "build_fcn": ( |
| 3812 | build_comparison, |
| 3813 | TosaTensorGen.tgBroadcastFuzz, |
| 3814 | TosaTensorValuesGen.tvgDefault, |
| 3815 | None, |
| 3816 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3817 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3818 | "error_if_validators": ( |
| 3819 | TosaErrorValidator.evRankMismatch, |
| 3820 | TosaErrorValidator.evWrongInputType, |
| 3821 | TosaErrorValidator.evWrongOutputType, |
| 3822 | TosaErrorValidator.evWrongInputList, |
| 3823 | TosaErrorValidator.evWrongOutputList, |
| 3824 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3825 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3826 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3827 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3828 | "greater": { |
| 3829 | "op": Op.GREATER, |
| 3830 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3831 | "build_fcn": ( |
| 3832 | build_comparison, |
| 3833 | TosaTensorGen.tgBroadcastFuzz, |
| 3834 | TosaTensorValuesGen.tvgDefault, |
| 3835 | None, |
| 3836 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3837 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3838 | "error_if_validators": ( |
| 3839 | TosaErrorValidator.evRankMismatch, |
| 3840 | TosaErrorValidator.evWrongInputType, |
| 3841 | TosaErrorValidator.evWrongOutputType, |
| 3842 | TosaErrorValidator.evWrongInputList, |
| 3843 | TosaErrorValidator.evWrongOutputList, |
| 3844 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3845 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3846 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3847 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3848 | # Reduction operators |
| 3849 | "reduce_all": { |
| 3850 | "op": Op.REDUCE_ALL, |
| 3851 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3852 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3853 | "build_fcn": ( |
| 3854 | build_reduce, |
| 3855 | TosaTensorGen.tgBasic, |
| 3856 | TosaTensorValuesGen.tvgDefault, |
| 3857 | TosaArgGen.agAxis, |
| 3858 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3859 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3860 | "error_if_validators": ( |
| 3861 | TosaErrorValidator.evAxisLargerRank, |
| 3862 | TosaErrorValidator.evAxisSmallerZero, |
| 3863 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3864 | TosaErrorValidator.evWrongInputType, |
| 3865 | TosaErrorValidator.evWrongOutputType, |
| 3866 | TosaErrorValidator.evWrongRank, |
| 3867 | TosaErrorValidator.evWrongInputList, |
| 3868 | TosaErrorValidator.evWrongOutputList, |
| 3869 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3870 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3871 | "reduce_any": { |
| 3872 | "op": Op.REDUCE_ANY, |
| 3873 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3874 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3875 | "build_fcn": ( |
| 3876 | build_reduce, |
| 3877 | TosaTensorGen.tgBasic, |
| 3878 | TosaTensorValuesGen.tvgDefault, |
| 3879 | TosaArgGen.agAxis, |
| 3880 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3881 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3882 | "error_if_validators": ( |
| 3883 | TosaErrorValidator.evAxisLargerRank, |
| 3884 | TosaErrorValidator.evAxisSmallerZero, |
| 3885 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3886 | TosaErrorValidator.evWrongInputType, |
| 3887 | TosaErrorValidator.evWrongOutputType, |
| 3888 | TosaErrorValidator.evWrongRank, |
| 3889 | TosaErrorValidator.evWrongInputList, |
| 3890 | TosaErrorValidator.evWrongOutputList, |
| 3891 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3892 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3893 | "reduce_max": { |
| 3894 | "op": Op.REDUCE_MAX, |
| 3895 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3896 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3897 | "build_fcn": ( |
| 3898 | build_reduce, |
| 3899 | TosaTensorGen.tgBasic, |
| 3900 | TosaTensorValuesGen.tvgDefault, |
| 3901 | TosaArgGen.agAxis, |
| 3902 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3903 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3904 | "error_if_validators": ( |
| 3905 | TosaErrorValidator.evAxisLargerRank, |
| 3906 | TosaErrorValidator.evAxisSmallerZero, |
| 3907 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3908 | TosaErrorValidator.evWrongInputType, |
| 3909 | TosaErrorValidator.evWrongOutputType, |
| 3910 | TosaErrorValidator.evWrongRank, |
| 3911 | TosaErrorValidator.evWrongInputList, |
| 3912 | TosaErrorValidator.evWrongOutputList, |
| 3913 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3914 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3915 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3916 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3917 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3918 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3919 | "build_fcn": ( |
| 3920 | build_reduce, |
| 3921 | TosaTensorGen.tgBasic, |
| 3922 | TosaTensorValuesGen.tvgDefault, |
| 3923 | TosaArgGen.agAxis, |
| 3924 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3925 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3926 | "error_if_validators": ( |
| 3927 | TosaErrorValidator.evAxisLargerRank, |
| 3928 | TosaErrorValidator.evAxisSmallerZero, |
| 3929 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3930 | TosaErrorValidator.evWrongInputType, |
| 3931 | TosaErrorValidator.evWrongOutputType, |
| 3932 | TosaErrorValidator.evWrongRank, |
| 3933 | TosaErrorValidator.evWrongInputList, |
| 3934 | TosaErrorValidator.evWrongOutputList, |
| 3935 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3936 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3937 | "reduce_product": { |
| 3938 | "op": Op.REDUCE_PRODUCT, |
| 3939 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3940 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3941 | "build_fcn": ( |
| 3942 | build_reduce, |
| 3943 | TosaTensorGen.tgBasic, |
| 3944 | TosaTensorValuesGen.tvgDefault, |
| 3945 | TosaArgGen.agAxis, |
| 3946 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3947 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3948 | "error_if_validators": ( |
| 3949 | TosaErrorValidator.evAxisLargerRank, |
| 3950 | TosaErrorValidator.evAxisSmallerZero, |
| 3951 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3952 | TosaErrorValidator.evWrongInputType, |
| 3953 | TosaErrorValidator.evWrongOutputType, |
| 3954 | TosaErrorValidator.evWrongRank, |
| 3955 | TosaErrorValidator.evWrongInputList, |
| 3956 | TosaErrorValidator.evWrongOutputList, |
| 3957 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3958 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3959 | "reduce_sum": { |
| 3960 | "op": Op.REDUCE_SUM, |
| 3961 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3962 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3963 | "build_fcn": ( |
| 3964 | build_reduce, |
| 3965 | TosaTensorGen.tgBasic, |
| 3966 | TosaTensorValuesGen.tvgReduceSum, |
| 3967 | TosaArgGen.agAxis, |
| 3968 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3969 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3970 | "error_if_validators": ( |
| 3971 | TosaErrorValidator.evAxisLargerRank, |
| 3972 | TosaErrorValidator.evAxisSmallerZero, |
| 3973 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3974 | TosaErrorValidator.evWrongInputType, |
| 3975 | TosaErrorValidator.evWrongOutputType, |
| 3976 | TosaErrorValidator.evWrongRank, |
| 3977 | TosaErrorValidator.evWrongInputList, |
| 3978 | TosaErrorValidator.evWrongOutputList, |
| 3979 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3980 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3981 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3982 | "concat": { |
| 3983 | "op": Op.CONCAT, |
| 3984 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3985 | "build_fcn": ( |
| 3986 | build_concat, |
| 3987 | TosaTensorGen.tgConcat, |
| 3988 | TosaTensorValuesGen.tvgConcat, |
| 3989 | TosaArgGen.agAxis, |
| 3990 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3991 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3992 | "error_if_validators": ( |
| 3993 | TosaErrorValidator.evAxisLargerRank, |
| 3994 | TosaErrorValidator.evAxisSmallerZero, |
| 3995 | TosaErrorValidator.evConcatInputRankMismatch, |
| 3996 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 3997 | TosaErrorValidator.evConcatInputDimMismatch, |
| 3998 | TosaErrorValidator.evWrongInputType, |
| 3999 | TosaErrorValidator.evWrongOutputType, |
| 4000 | TosaErrorValidator.evWrongOutputList, |
| 4001 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4002 | }, |
| 4003 | "pad": { |
| 4004 | "op": Op.PAD, |
| 4005 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4006 | "build_fcn": ( |
| 4007 | build_pad, |
| 4008 | TosaTensorGen.tgBasic, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4009 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4010 | TosaArgGen.agPad, |
| 4011 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4012 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4013 | "error_if_validators": ( |
| 4014 | TosaErrorValidator.evWrongInputType, |
| 4015 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4016 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4017 | TosaErrorValidator.evWrongOutputType, |
| 4018 | TosaErrorValidator.evWrongInputList, |
| 4019 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4020 | TosaErrorValidator.evRankMismatch, |
| 4021 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4022 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4023 | "data_gen": { |
| 4024 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4025 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4026 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4027 | "dim": { |
| 4028 | "op": Op.DIM, |
| 4029 | "operands": (1, 0), |
| 4030 | "build_fcn": ( |
| 4031 | build_dim, |
| 4032 | TosaTensorGen.tgBasic, |
| 4033 | TosaTensorValuesGen.tvgDefault, |
| 4034 | TosaArgGen.agAxis, |
| 4035 | ), |
| 4036 | "types": TYPE_FIB, |
| 4037 | "error_if_validators": ( |
| 4038 | TosaErrorValidator.evAxisLargerRank, |
| 4039 | TosaErrorValidator.evAxisSmallerZero, |
| 4040 | TosaErrorValidator.evWrongInputType, |
| 4041 | TosaErrorValidator.evWrongInputList, |
| 4042 | TosaErrorValidator.evWrongOutputList, |
| 4043 | TosaErrorValidator.evWrongRank, |
| 4044 | ), |
| 4045 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4046 | "reshape": { |
| 4047 | "op": Op.RESHAPE, |
| 4048 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4049 | "build_fcn": ( |
| 4050 | build_reshape, |
| 4051 | TosaTensorGen.tgBasic, |
| 4052 | TosaTensorValuesGen.tvgDefault, |
| 4053 | TosaArgGen.agReshape, |
| 4054 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4055 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4056 | "error_if_validators": ( |
| 4057 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4058 | TosaErrorValidator.evWrongInputType, |
| 4059 | TosaErrorValidator.evWrongOutputType, |
| 4060 | TosaErrorValidator.evWrongInputList, |
| 4061 | TosaErrorValidator.evWrongOutputList, |
Jerry Ge | 264f7fa | 2023-04-21 22:49:57 +0000 | [diff] [blame] | 4062 | TosaErrorValidator.evReshapeOutputSizeMultiInference, |
| 4063 | TosaErrorValidator.evReshapeOutputSizeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4064 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4065 | }, |
| 4066 | "reverse": { |
| 4067 | "op": Op.REVERSE, |
| 4068 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4069 | "build_fcn": ( |
| 4070 | build_reverse, |
| 4071 | TosaTensorGen.tgBasic, |
| 4072 | TosaTensorValuesGen.tvgDefault, |
| 4073 | TosaArgGen.agAxis, |
| 4074 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4075 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4076 | "error_if_validators": ( |
| 4077 | TosaErrorValidator.evAxisSmallerZero, |
| 4078 | TosaErrorValidator.evAxisLargerRank, |
| 4079 | TosaErrorValidator.evWrongInputType, |
| 4080 | TosaErrorValidator.evWrongOutputType, |
| 4081 | TosaErrorValidator.evWrongInputList, |
| 4082 | TosaErrorValidator.evWrongOutputList, |
| 4083 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4084 | }, |
| 4085 | "slice": { |
| 4086 | "op": Op.SLICE, |
| 4087 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4088 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4089 | "build_fcn": ( |
| 4090 | build_slice, |
| 4091 | TosaTensorGen.tgBasic, |
| 4092 | TosaTensorValuesGen.tvgDefault, |
| 4093 | TosaArgGen.agSlice, |
| 4094 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4095 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4096 | "error_if_validators": ( |
| 4097 | TosaErrorValidator.evStartSmallerZero, |
| 4098 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 4099 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4100 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4101 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4102 | TosaErrorValidator.evWrongRank, |
| 4103 | TosaErrorValidator.evWrongInputType, |
| 4104 | TosaErrorValidator.evWrongOutputType, |
| 4105 | TosaErrorValidator.evWrongInputList, |
| 4106 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4107 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4108 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4109 | }, |
| 4110 | "tile": { |
| 4111 | "op": Op.TILE, |
| 4112 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4113 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4114 | "build_fcn": ( |
| 4115 | build_tile, |
| 4116 | TosaTensorGen.tgBasic, |
| 4117 | TosaTensorValuesGen.tvgDefault, |
| 4118 | TosaArgGen.agTile, |
| 4119 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4120 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4121 | "error_if_validators": ( |
| 4122 | TosaErrorValidator.evWrongInputType, |
| 4123 | TosaErrorValidator.evWrongOutputType, |
| 4124 | TosaErrorValidator.evWrongInputList, |
| 4125 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4126 | TosaErrorValidator.evRankMismatch, |
| 4127 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4128 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4129 | }, |
| 4130 | "transpose": { |
| 4131 | "op": Op.TRANSPOSE, |
| 4132 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4133 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4134 | "build_fcn": ( |
| 4135 | build_transpose, |
| 4136 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4137 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4138 | TosaArgGen.agTranspose, |
| 4139 | ), |
| 4140 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4141 | "error_if_validators": ( |
| 4142 | TosaErrorValidator.evIndexOutsideBounds, |
| 4143 | TosaErrorValidator.evIndexUsedTwice, |
| 4144 | TosaErrorValidator.evWrongInputType, |
| 4145 | TosaErrorValidator.evWrongOutputType, |
| 4146 | TosaErrorValidator.evWrongInputList, |
| 4147 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4148 | TosaErrorValidator.evWrongRank, |
| 4149 | TosaErrorValidator.evRankMismatch, |
| 4150 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4151 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4152 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4153 | # Data nodes |
| 4154 | "const": { |
| 4155 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4156 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4157 | "build_fcn": ( |
| 4158 | build_const, |
| 4159 | TosaTensorGen.tgBasic, |
| 4160 | TosaTensorValuesGen.tvgDefault, |
| 4161 | None, |
| 4162 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4163 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4164 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4165 | "identity": { |
| 4166 | "op": Op.IDENTITY, |
| 4167 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4168 | "build_fcn": ( |
| 4169 | build_unary, |
| 4170 | TosaTensorGen.tgBasic, |
| 4171 | TosaTensorValuesGen.tvgDefault, |
| 4172 | None, |
| 4173 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4174 | "types": TYPE_FIB, |
| 4175 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4176 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4177 | "gather": { |
| 4178 | "op": Op.GATHER, |
| 4179 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 4180 | "operands": (1, 0), |
| 4181 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4182 | "build_fcn": ( |
| 4183 | build_gather, |
| 4184 | TosaTensorGen.tgBasic, |
| 4185 | TosaTensorValuesGen.tvgDefault, |
| 4186 | None, |
| 4187 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4188 | "types": ( |
| 4189 | DType.INT8, |
| 4190 | DType.INT16, |
| 4191 | DType.INT32, |
| 4192 | DType.FP16, |
| 4193 | DType.BF16, |
| 4194 | DType.FP32, |
| 4195 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4196 | "error_if_validators": ( |
| 4197 | TosaErrorValidator.evWrongInputType, |
| 4198 | TosaErrorValidator.evWrongOutputType, |
| 4199 | TosaErrorValidator.evWrongInputList, |
| 4200 | TosaErrorValidator.evWrongOutputList, |
| 4201 | TosaErrorValidator.evWrongRank, |
| 4202 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4203 | }, |
| 4204 | "scatter": { |
| 4205 | "op": Op.SCATTER, |
| 4206 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4207 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4208 | "operands": (2, 0), |
| 4209 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4210 | "build_fcn": ( |
| 4211 | build_scatter, |
| 4212 | TosaTensorGen.tgScatter, |
| 4213 | TosaTensorValuesGen.tvgDefault, |
| 4214 | None, |
| 4215 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4216 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4217 | "error_if_validators": ( |
| 4218 | TosaErrorValidator.evWrongInputType, |
| 4219 | TosaErrorValidator.evWrongOutputType, |
| 4220 | TosaErrorValidator.evWrongInputList, |
| 4221 | TosaErrorValidator.evWrongOutputList, |
| 4222 | TosaErrorValidator.evWrongRank, |
| 4223 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4224 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4225 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4226 | "resize": { |
| 4227 | "op": Op.RESIZE, |
| 4228 | "operands": (1, 0), |
| 4229 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4230 | "build_fcn": ( |
| 4231 | build_resize, |
| 4232 | TosaTensorGen.tgNHWC, |
| 4233 | TosaTensorValuesGen.tvgDefault, |
| 4234 | TosaArgGen.agResize, |
| 4235 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4236 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4237 | "invalid_test_validators": ( |
| 4238 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4239 | ), |
| 4240 | "error_if_validators": ( |
| 4241 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4242 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4243 | TosaErrorValidator.evScaleNLargerMax, |
| 4244 | TosaErrorValidator.evScaleDLargerMax, |
| 4245 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4246 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4247 | TosaErrorValidator.evBorderSmallerMin, |
| 4248 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4249 | TosaErrorValidator.evWrongInputType, |
| 4250 | TosaErrorValidator.evWrongOutputType, |
| 4251 | TosaErrorValidator.evWrongRank, |
| 4252 | TosaErrorValidator.evWrongInputList, |
| 4253 | TosaErrorValidator.evWrongOutputList, |
| 4254 | TosaErrorValidator.evBatchMismatch, |
| 4255 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4256 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4257 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4258 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4259 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4260 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4261 | "cast": { |
| 4262 | "op": Op.CAST, |
| 4263 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4264 | "build_fcn": ( |
| 4265 | build_cast, |
| 4266 | TosaTensorGen.tgBasic, |
| 4267 | TosaTensorValuesGen.tvgDefault, |
| 4268 | TosaArgGen.agCast, |
| 4269 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4270 | "types": ( |
| 4271 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4272 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4273 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4274 | DType.INT8, |
| 4275 | DType.INT16, |
| 4276 | DType.INT32, |
| 4277 | DType.BOOL, |
| 4278 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4279 | "error_if_validators": ( |
| 4280 | TosaErrorValidator.evWrongInputType, |
| 4281 | TosaErrorValidator.evWrongOutputType, |
| 4282 | TosaErrorValidator.evWrongInputList, |
| 4283 | TosaErrorValidator.evWrongOutputList, |
| 4284 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4285 | }, |
| 4286 | "rescale": { |
| 4287 | "op": Op.RESCALE, |
| 4288 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4289 | "build_fcn": ( |
| 4290 | build_rescale, |
| 4291 | TosaTensorGen.tgBasic, |
| 4292 | TosaTensorValuesGen.tvgDefault, |
| 4293 | TosaArgGen.agRescale, |
| 4294 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4295 | "types": [ |
| 4296 | DType.UINT8, |
| 4297 | DType.INT8, |
| 4298 | DType.INT16, |
| 4299 | DType.INT32, |
| 4300 | DType.INT48, |
| 4301 | DType.UINT16, |
| 4302 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4303 | "error_if_validators": ( |
| 4304 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4305 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4306 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4307 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4308 | TosaErrorValidator.evScaleTrue, |
| 4309 | TosaErrorValidator.evScaleNotTrue, |
| 4310 | TosaErrorValidator.evWrongInputType, |
| 4311 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4312 | TosaErrorValidator.evWrongInputList, |
| 4313 | TosaErrorValidator.evWrongOutputList, |
| 4314 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4315 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4316 | # Custom |
| 4317 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4318 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4319 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4320 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4321 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4322 | "cond_if_const": { |
| 4323 | "op": Op.COND_IF, |
| 4324 | "operands": (0, 2), |
| 4325 | "build_fcn": ( |
| 4326 | build_cond_if_const, |
| 4327 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4328 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4329 | TosaArgGen.agCondIf, |
| 4330 | ), |
| 4331 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4332 | "error_if_validators": ( |
| 4333 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4334 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4335 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4336 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4337 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4338 | }, |
| 4339 | "cond_if_binary": { |
| 4340 | "op": Op.COND_IF, |
| 4341 | "operands": (2, 0), |
| 4342 | "build_fcn": ( |
| 4343 | build_cond_if_binary, |
| 4344 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4345 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4346 | TosaArgGen.agCondIf, |
| 4347 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4348 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4349 | "error_if_validators": ( |
| 4350 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4351 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4352 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4353 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4354 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4355 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 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 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4359 | "while_loop": { |
| 4360 | "op": Op.WHILE_LOOP, |
| 4361 | "operands": (0, 1), |
| 4362 | "build_fcn": ( |
| 4363 | build_while_loop, |
| 4364 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4365 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4366 | TosaArgGen.agWhileLoop, |
| 4367 | ), |
| 4368 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4369 | "error_if_validators": ( |
| 4370 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4371 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4372 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4373 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4374 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4375 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4376 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4377 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4378 | "fft2d": { |
| 4379 | "op": Op.FFT2D, |
| 4380 | "operands": (2, 0), |
| 4381 | "rank": (3, 3), |
| 4382 | "build_fcn": ( |
| 4383 | build_fft2d, |
| 4384 | TosaTensorGen.tgFFT2d, |
| 4385 | TosaTensorValuesGen.tvgDefault, |
| 4386 | TosaArgGen.agFFT2d, |
| 4387 | ), |
| 4388 | "types": [DType.FP32], |
| 4389 | "error_if_validators": ( |
| 4390 | TosaErrorValidator.evWrongInputType, |
| 4391 | TosaErrorValidator.evWrongOutputType, |
| 4392 | TosaErrorValidator.evWrongInputList, |
| 4393 | TosaErrorValidator.evWrongOutputList, |
| 4394 | TosaErrorValidator.evWrongRank, |
| 4395 | TosaErrorValidator.evBatchMismatch, |
| 4396 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4397 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4398 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4399 | ), |
| 4400 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4401 | "rfft2d": { |
| 4402 | "op": Op.RFFT2D, |
| 4403 | "operands": (1, 0), |
| 4404 | "rank": (3, 3), |
| 4405 | "build_fcn": ( |
| 4406 | build_rfft2d, |
| 4407 | TosaTensorGen.tgRFFT2d, |
| 4408 | TosaTensorValuesGen.tvgDefault, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame^] | 4409 | None, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4410 | ), |
| 4411 | "types": [DType.FP32], |
| 4412 | "error_if_validators": ( |
| 4413 | TosaErrorValidator.evWrongInputType, |
| 4414 | TosaErrorValidator.evWrongOutputType, |
| 4415 | TosaErrorValidator.evWrongInputList, |
| 4416 | TosaErrorValidator.evWrongOutputList, |
| 4417 | TosaErrorValidator.evWrongRank, |
| 4418 | TosaErrorValidator.evBatchMismatch, |
| 4419 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4420 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4421 | ), |
| 4422 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4423 | } |
| 4424 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4425 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4426 | class OutputShaper: |
| 4427 | # Methods in this class compute the expected output shape and datatype |
| 4428 | # for common classes of operations |
| 4429 | def __init__(self): |
| 4430 | pass |
| 4431 | |
| 4432 | # These methods return arguments that can be used for |
| 4433 | # creating a new output tensor |
| 4434 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4435 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4436 | if error_name != ErrorIf.RankMismatch: |
| 4437 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4438 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4439 | |
| 4440 | shape = [] |
| 4441 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4442 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4443 | shape.append(b.shape[i]) |
| 4444 | else: |
| 4445 | shape.append(a.shape[i]) |
| 4446 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4447 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4448 | if error_name == ErrorIf.DimensionMismatch: |
| 4449 | shape[fuzz_idx] += 1 |
| 4450 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4451 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4452 | all_dtypes = [ |
| 4453 | DType.INT8, |
| 4454 | DType.INT16, |
| 4455 | DType.INT32, |
| 4456 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4457 | DType.FP16, |
| 4458 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4459 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4460 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4461 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4462 | outputDType = rng.choice(wrong_dtypes) |
| 4463 | else: |
| 4464 | outputDType = a.dtype |
| 4465 | |
| 4466 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4467 | |
| 4468 | @staticmethod |
| 4469 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4470 | assert len(a.shape) == len(b.shape) |
| 4471 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4472 | |
| 4473 | shape = [] |
| 4474 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4475 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4476 | shape.append(a.shape[i]) |
| 4477 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4478 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4479 | |
| 4480 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4481 | def unaryOp(ser, rng, a, error_name=None): |
| 4482 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4483 | all_dtypes = [ |
| 4484 | DType.INT8, |
| 4485 | DType.INT16, |
| 4486 | DType.INT32, |
| 4487 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4488 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4489 | DType.FP16, |
| 4490 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4491 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4492 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4493 | outputDType = rng.choice(wrong_dtypes) |
| 4494 | else: |
| 4495 | outputDType = a.dtype |
| 4496 | |
| 4497 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4498 | |
| 4499 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4500 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4501 | if error_name != ErrorIf.RankMismatch: |
| 4502 | 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] | 4503 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4504 | |
| 4505 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4506 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4507 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4508 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4509 | else: |
| 4510 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4511 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4512 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4513 | if error_name == ErrorIf.DimensionMismatch: |
| 4514 | shape[fuzz_idx] += 1 |
| 4515 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4516 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4517 | all_dtypes = [ |
| 4518 | DType.INT8, |
| 4519 | DType.INT16, |
| 4520 | DType.INT32, |
| 4521 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4522 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4523 | DType.FP16, |
| 4524 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4525 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4526 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4527 | outputDType = rng.choice(wrong_dtypes) |
| 4528 | else: |
| 4529 | outputDType = a.dtype |
| 4530 | |
| 4531 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4532 | |
| 4533 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4534 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4535 | if error_name != ErrorIf.RankMismatch: |
| 4536 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4537 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4538 | |
| 4539 | # Do broadcast |
| 4540 | shape = [] |
| 4541 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4542 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4543 | shape.append(b.shape[i]) |
| 4544 | else: |
| 4545 | shape.append(a.shape[i]) |
| 4546 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4547 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4548 | if error_name == ErrorIf.DimensionMismatch: |
| 4549 | shape[fuzz_idx] += 1 |
| 4550 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4551 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4552 | wrong_dtypes = [ |
| 4553 | DType.INT8, |
| 4554 | DType.INT16, |
| 4555 | DType.INT32, |
| 4556 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4557 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4558 | DType.FP16, |
| 4559 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4560 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4561 | outputDType = rng.choice(wrong_dtypes) |
| 4562 | else: |
| 4563 | outputDType = DType.BOOL |
| 4564 | |
| 4565 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4566 | |
| 4567 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4568 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4569 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4570 | if error_name not in [ |
| 4571 | ErrorIf.AxisSmallerZero, |
| 4572 | ErrorIf.AxisLargerRank, |
| 4573 | ErrorIf.ShapeOfAxisNotOne, |
| 4574 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4575 | shape[axis] = 1 |
| 4576 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4577 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4578 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4579 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4580 | all_dtypes = [ |
| 4581 | DType.INT8, |
| 4582 | DType.INT16, |
| 4583 | DType.INT32, |
| 4584 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4585 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4586 | DType.FP16, |
| 4587 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4588 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4589 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4590 | outputDType = rng.choice(wrong_dtypes) |
| 4591 | else: |
| 4592 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4593 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4594 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4595 | |
| 4596 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4597 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4598 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4599 | |
| 4600 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4601 | del shape[axis] |
| 4602 | |
| 4603 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4604 | remove = rng.choice([True, False]) |
| 4605 | if remove and len(shape) > 1: |
| 4606 | del shape[0] |
| 4607 | else: |
| 4608 | shape.append(1) |
| 4609 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4610 | for i in range(len(shape)): |
| 4611 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4612 | |
| 4613 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4614 | all_dtypes = [ |
| 4615 | DType.INT8, |
| 4616 | DType.INT16, |
| 4617 | DType.INT32, |
| 4618 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4619 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4620 | DType.FP16, |
| 4621 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4622 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4623 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4624 | outputDType = rng.choice(wrong_dtypes) |
| 4625 | else: |
| 4626 | outputDType = DType.INT32 |
| 4627 | |
| 4628 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4629 | |
| 4630 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4631 | def conv2dOp( |
| 4632 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4633 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4634 | |
| 4635 | # IFM: NHWC |
| 4636 | # Filter: OHWI |
| 4637 | # OFM: NHWC |
| 4638 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4639 | h = ( |
| 4640 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4641 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4642 | + padding[0] |
| 4643 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4644 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4645 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4646 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4647 | w = ( |
| 4648 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4649 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4650 | + padding[2] |
| 4651 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4652 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4653 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4654 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4655 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4656 | choices = [1, 2, 3] |
| 4657 | change = rng.choice(choices) |
| 4658 | # increment in multiples of stride to not hit non-integer error case |
| 4659 | if change in [1, 3]: |
| 4660 | h = h + (rng.choice(choices) * strides[0]) |
| 4661 | if change in [2, 3]: |
| 4662 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4663 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4664 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4665 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4666 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4667 | # Pick some potentially correct output dtype if input type is incorrect |
| 4668 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4669 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4670 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4671 | |
| 4672 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4673 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4674 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4675 | else: |
| 4676 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4677 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4678 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4679 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4680 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4681 | |
| 4682 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4683 | def conv3dOp( |
| 4684 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4685 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4686 | |
| 4687 | # IFM: NDHWC |
| 4688 | # Filter: ODHWI |
| 4689 | # OFM: NDHWC |
| 4690 | |
| 4691 | d = ( |
| 4692 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4693 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4694 | + padding[0] |
| 4695 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4696 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4697 | ) // strides[0] + 1 |
| 4698 | |
| 4699 | h = ( |
| 4700 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4701 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4702 | + padding[2] |
| 4703 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4704 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4705 | ) // strides[1] + 1 |
| 4706 | |
| 4707 | w = ( |
| 4708 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4709 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4710 | + padding[4] |
| 4711 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4712 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4713 | ) // strides[2] + 1 |
| 4714 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4715 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4716 | choices = [1, 2, 3, 4] |
| 4717 | change = rng.choice(choices) |
| 4718 | # increment in multiples of stride to not hit non-integer error case |
| 4719 | if change in [1, 4]: |
| 4720 | d = d + (rng.choice(choices) * strides[0]) |
| 4721 | if change in [2, 4]: |
| 4722 | h = h + (rng.choice(choices) * strides[1]) |
| 4723 | if change in [3, 4]: |
| 4724 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4725 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4726 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4727 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4728 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4729 | # Pick some potentially correct output dtype if input type is incorrect |
| 4730 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4731 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4732 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4733 | |
| 4734 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4735 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4736 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4737 | else: |
| 4738 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4739 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4740 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4741 | |
| 4742 | return ser.addOutput(ofm_shape, out_dtype) |
| 4743 | |
| 4744 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4745 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4746 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4747 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4748 | # IFM: NHWC |
| 4749 | # Filter: HWCM |
| 4750 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4751 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4752 | h = ( |
| 4753 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4754 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4755 | + padding[0] |
| 4756 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4757 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4758 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4759 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4760 | w = ( |
| 4761 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4762 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4763 | + padding[2] |
| 4764 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4765 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4766 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4767 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4768 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4769 | choices = [1, 2, 3] |
| 4770 | change = rng.choice(choices) |
| 4771 | # increment in multiples of stride to not hit non-integer error case |
| 4772 | if change in [1, 3]: |
| 4773 | h = h + (rng.choice(choices) * strides[0]) |
| 4774 | if change in [2, 3]: |
| 4775 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4776 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4777 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4778 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4779 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4780 | # Pick some potentially correct output dtype if input type is incorrect |
| 4781 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4782 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4783 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4784 | |
| 4785 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4786 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4787 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4788 | else: |
| 4789 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4790 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4791 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4792 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4793 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4794 | |
| 4795 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4796 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4797 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4798 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4799 | # 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] | 4800 | h = 1 |
| 4801 | w = 1 |
| 4802 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4803 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4804 | 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] | 4805 | |
| 4806 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4807 | choices = [1, 2, 3] |
| 4808 | change = rng.choice(choices) |
| 4809 | # increment in multiples of stride to not hit non-integer error case |
| 4810 | if change in [1, 3]: |
| 4811 | h = h + (rng.choice(choices) * stride[0]) |
| 4812 | if change in [2, 3]: |
| 4813 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4814 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4815 | |
| 4816 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4817 | all_dtypes = [ |
| 4818 | DType.INT8, |
| 4819 | DType.INT16, |
| 4820 | DType.INT32, |
| 4821 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4822 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4823 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4824 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4825 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4826 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4827 | outputDType = rng.choice(wrong_dtypes) |
| 4828 | else: |
| 4829 | outputDType = ifm.dtype |
| 4830 | |
| 4831 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4832 | |
| 4833 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4834 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4835 | # input: N, IC |
| 4836 | # filter: OC, IC |
| 4837 | # output: N, OC |
| 4838 | |
| 4839 | output_shape = [input.shape[0], filter.shape[0]] |
| 4840 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4841 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4842 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4843 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4844 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4845 | |
| 4846 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4847 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4848 | # a: N, H, C |
| 4849 | # b: N, C, W |
| 4850 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4851 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4852 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4853 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4854 | if error_name == ErrorIf.WrongOutputType: |
| 4855 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4856 | incorrect_types = ( |
| 4857 | DType.INT4, |
| 4858 | DType.INT8, |
| 4859 | DType.INT16, |
| 4860 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4861 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4862 | DType.FP16, |
| 4863 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4864 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4865 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4866 | incorrect_types = ( |
| 4867 | DType.INT4, |
| 4868 | DType.INT8, |
| 4869 | DType.INT16, |
| 4870 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4871 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4872 | DType.FP16, |
| 4873 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4874 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4875 | elif ( |
| 4876 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 4877 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4878 | incorrect_types = ( |
| 4879 | DType.INT4, |
| 4880 | DType.INT8, |
| 4881 | DType.INT16, |
| 4882 | DType.INT32, |
| 4883 | DType.INT48, |
| 4884 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4885 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4886 | elif error_name == ErrorIf.WrongInputType: |
| 4887 | # Pick some potentially correct output dtype if input type is incorrect |
| 4888 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4889 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4890 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4891 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4892 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4893 | |
| 4894 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4895 | def concatOp(ser, rng, axis, *a, error_name=None): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4896 | input1 = a[0] |
| 4897 | remaining_inputs = a[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4898 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4899 | # 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] | 4900 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4901 | if not ( |
| 4902 | # unable to concat tensors of different ranks |
| 4903 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4904 | # unable to concat tensors along an invalid axis |
| 4905 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4906 | ): |
| 4907 | for tensor in remaining_inputs: |
| 4908 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4909 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4910 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4911 | output_shape[axis] += rng.integers(5, 10) |
| 4912 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4913 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4914 | all_dtypes = { |
| 4915 | DType.INT8, |
| 4916 | DType.INT16, |
| 4917 | DType.INT32, |
| 4918 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4919 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4920 | DType.FP16, |
| 4921 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4922 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4923 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 4924 | outputDType = rng.choice(wrong_dtypes) |
| 4925 | else: |
| 4926 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4927 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4928 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4929 | |
| 4930 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4931 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4932 | |
| 4933 | output_shape = a.shape.copy() |
| 4934 | |
| 4935 | for i in range(len(output_shape)): |
| 4936 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 4937 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4938 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 4939 | bad_dim = rng.choice(range(len(output_shape))) |
| 4940 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4941 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 4942 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4943 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4944 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4945 | all_dtypes = [ |
| 4946 | DType.INT8, |
| 4947 | DType.INT16, |
| 4948 | DType.INT32, |
| 4949 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4950 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4951 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4952 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4953 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4954 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4955 | outputDType = rng.choice(wrong_dtypes) |
| 4956 | else: |
| 4957 | outputDType = a.dtype |
| 4958 | |
| 4959 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4960 | |
| 4961 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4962 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 7935972 | 2023-08-31 18:17:38 +0000 | [diff] [blame] | 4963 | output_shape = [] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4964 | |
| 4965 | if error_name == ErrorIf.WrongOutputType: |
| 4966 | all_dtypes = [ |
| 4967 | DType.INT8, |
| 4968 | DType.INT16, |
| 4969 | DType.INT32, |
| 4970 | DType.INT48, |
| 4971 | DType.FP32, |
| 4972 | DType.FP16, |
| 4973 | DType.BF16, |
| 4974 | ] |
| 4975 | wrong_dtypes = list(set(all_dtypes)) |
| 4976 | outputDType = rng.choice(wrong_dtypes) |
| 4977 | else: |
| 4978 | outputDType = DType.SHAPE |
| 4979 | |
| 4980 | return ser.addOutput(output_shape, outputDType) |
| 4981 | |
| 4982 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4983 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4984 | output_shape = shape.copy() |
| 4985 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4986 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4987 | for i in range(len(output_shape)): |
| 4988 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 4989 | |
| 4990 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4991 | all_dtypes = [ |
| 4992 | DType.INT8, |
| 4993 | DType.INT16, |
| 4994 | DType.INT32, |
| 4995 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4996 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4997 | DType.FP16, |
| 4998 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4999 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5000 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5001 | outputDType = rng.choice(wrong_dtypes) |
| 5002 | else: |
| 5003 | outputDType = a.dtype |
| 5004 | |
| 5005 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5006 | |
| 5007 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5008 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5009 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5010 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5011 | all_dtypes = [ |
| 5012 | DType.INT8, |
| 5013 | DType.INT16, |
| 5014 | DType.INT32, |
| 5015 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5016 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5017 | DType.FP16, |
| 5018 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5019 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5020 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5021 | outputDType = rng.choice(wrong_dtypes) |
| 5022 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5023 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5024 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5025 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5026 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5027 | for index in range(len(output_shape)): |
| 5028 | if output_shape[index] <= 2: |
| 5029 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5030 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5031 | output_shape[index] = output_shape[index] + rng.choice( |
| 5032 | [-2, -1, 1, 2] |
| 5033 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5034 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5035 | output_shape = input.shape.copy() |
| 5036 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5037 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5038 | |
| 5039 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5040 | |
| 5041 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5042 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5043 | |
| 5044 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5045 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5046 | |
| 5047 | for i in range(len(output_shape)): |
| 5048 | output_shape[i] = a.shape[i] * multiples[i] |
| 5049 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5050 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5051 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5052 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5053 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5054 | all_dtypes = [ |
| 5055 | DType.INT8, |
| 5056 | DType.INT16, |
| 5057 | DType.INT32, |
| 5058 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5059 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5060 | DType.FP16, |
| 5061 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5062 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5063 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5064 | outputDType = rng.choice(wrong_dtypes) |
| 5065 | else: |
| 5066 | outputDType = a.dtype |
| 5067 | |
| 5068 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5069 | |
| 5070 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5071 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5072 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5073 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5074 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5075 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5076 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5077 | for i in range(len(output_shape)): |
| 5078 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5079 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5080 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5081 | for i in range(len(output_shape)): |
| 5082 | output_shape[i] += rng.integers(1, 10) |
| 5083 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5084 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5085 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5086 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5087 | all_dtypes = [ |
| 5088 | DType.INT8, |
| 5089 | DType.INT16, |
| 5090 | DType.INT32, |
| 5091 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5092 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5093 | DType.FP16, |
| 5094 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5095 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5096 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5097 | outputDType = rng.choice(wrong_dtypes) |
| 5098 | else: |
| 5099 | outputDType = a.dtype |
| 5100 | |
| 5101 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5102 | |
| 5103 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5104 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5105 | if error_name != ErrorIf.WrongRank: |
| 5106 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5107 | assert len(indices.shape) == 2 |
| 5108 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5109 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5110 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5111 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5112 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5113 | all_dtypes = [ |
| 5114 | DType.INT8, |
| 5115 | DType.INT16, |
| 5116 | DType.INT32, |
| 5117 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5118 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5119 | DType.FP16, |
| 5120 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5121 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5122 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5123 | outputDType = rng.choice(wrong_dtypes) |
| 5124 | else: |
| 5125 | outputDType = values.dtype |
| 5126 | |
| 5127 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5128 | |
| 5129 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5130 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5131 | if error_name != ErrorIf.WrongRank: |
| 5132 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5133 | assert len(indices.shape) == 2 |
| 5134 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5135 | assert values_in.shape[0] == indices.shape[0] # N |
| 5136 | assert input.shape[1] == indices.shape[1] # W |
| 5137 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5138 | |
| 5139 | output_shape = values_in.shape |
| 5140 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5141 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5142 | all_dtypes = [ |
| 5143 | DType.INT8, |
| 5144 | DType.INT16, |
| 5145 | DType.INT32, |
| 5146 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5147 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5148 | DType.FP16, |
| 5149 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5150 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5151 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5152 | outputDType = rng.choice(wrong_dtypes) |
| 5153 | else: |
| 5154 | outputDType = values_in.dtype |
| 5155 | |
| 5156 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5157 | |
| 5158 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5159 | def tableOp(ser, rng, input, error_name=None): |
| 5160 | # Same shape as the input, dtype dependent on input dtype |
| 5161 | if error_name != ErrorIf.WrongInputType: |
| 5162 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5163 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5164 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5165 | wrong_dtypes = [ |
| 5166 | DType.INT8, |
| 5167 | DType.INT16, |
| 5168 | DType.INT32, |
| 5169 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5170 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5171 | DType.FP16, |
| 5172 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5173 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5174 | wrong_dtypes.remove(output_dtype) |
| 5175 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5176 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5177 | |
| 5178 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5179 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5180 | serializer, |
| 5181 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5182 | input, |
| 5183 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5184 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5185 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5186 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5187 | input_dtype, |
| 5188 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5189 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5190 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5191 | # Calculate OH, OW |
| 5192 | scale_y_n = scale[0] |
| 5193 | scale_y_d = scale[1] |
| 5194 | scale_x_n = scale[2] |
| 5195 | scale_x_d = scale[3] |
| 5196 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5197 | scale_y_n = max(scale_y_n, 1) |
| 5198 | scale_y_d = max(scale_y_d, 1) |
| 5199 | scale_x_n = max(scale_x_n, 1) |
| 5200 | scale_x_d = max(scale_x_d, 1) |
| 5201 | |
| 5202 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5203 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5204 | |
| 5205 | if error_name is not None: |
| 5206 | # Make sure the output tensor is valid, which can occur when |
| 5207 | # scale, offset or border have been changed for ERROR_IFs |
| 5208 | oh = max(oh, 1) |
| 5209 | ow = max(ow, 1) |
| 5210 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5211 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5212 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5213 | |
| 5214 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5215 | choices = [1, 2, 3] |
| 5216 | change = rng.choice(choices) |
| 5217 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5218 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5219 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5220 | oh -= scale_y_d |
| 5221 | assert oh > 0 # Should have been caught in agResize |
| 5222 | else: |
| 5223 | oh += scale_y_d |
| 5224 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5225 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5226 | ow -= scale_x_d |
| 5227 | assert ow > 0 # Should have been caught in agResize |
| 5228 | else: |
| 5229 | ow += scale_x_d |
| 5230 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5231 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5232 | output_dims = [ |
| 5233 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5234 | oh, |
| 5235 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5236 | input.shape[0], |
| 5237 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5238 | elif error_name == ErrorIf.BatchMismatch: |
| 5239 | output_dims = [ |
| 5240 | input.shape[0] + rng.integers(1, 10), |
| 5241 | oh, |
| 5242 | ow, |
| 5243 | input.shape[3], |
| 5244 | ] |
| 5245 | elif error_name == ErrorIf.ChannelMismatch: |
| 5246 | output_dims = [ |
| 5247 | input.shape[0], |
| 5248 | oh, |
| 5249 | ow, |
| 5250 | input.shape[3] + rng.integers(1, 10), |
| 5251 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5252 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5253 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5254 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5255 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5256 | |
| 5257 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5258 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5259 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5260 | |
| 5261 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5262 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5263 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5264 | choices = [1, 2, 3] |
| 5265 | change = rng.choice(choices) |
| 5266 | if change in [1, 3]: |
| 5267 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5268 | if change in [2, 3]: |
| 5269 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5270 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5271 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5272 | # Pick some potentially correct output dtype if input type is incorrect |
| 5273 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5274 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5275 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5276 | |
| 5277 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5278 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5279 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5280 | else: |
| 5281 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5282 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5283 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5284 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5285 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5286 | |
| 5287 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5288 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5289 | outputs = [] |
| 5290 | |
| 5291 | assert ifm1.dtype == ifm2.dtype |
| 5292 | input_dtype = ifm1.dtype |
| 5293 | |
| 5294 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5295 | assert ifm1.shape == ifm2.shape |
| 5296 | |
| 5297 | input_shape = ifm1.shape |
| 5298 | if error_name != ErrorIf.WrongRank: |
| 5299 | assert len(input_shape) == 3 |
| 5300 | |
| 5301 | output_shape = input_shape.copy() |
| 5302 | output_dtype = input_dtype |
| 5303 | |
| 5304 | if error_name == ErrorIf.WrongOutputType: |
| 5305 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5306 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5307 | output_dtype = rng.choice(wrong_dtypes) |
| 5308 | elif error_name == ErrorIf.BatchMismatch: |
| 5309 | output_shape[0] += rng.integers(1, 10) |
| 5310 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5311 | modify_dim = rng.choice([1, 2]) |
| 5312 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5313 | |
| 5314 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5315 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5316 | return outputs |
| 5317 | |
| 5318 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5319 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5320 | outputs = [] |
| 5321 | |
| 5322 | input_shape = value.shape |
| 5323 | if error_name != ErrorIf.WrongRank: |
| 5324 | assert len(input_shape) == 3 |
| 5325 | |
| 5326 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5327 | |
| 5328 | output_dtype = value.dtype |
| 5329 | if error_name == ErrorIf.WrongOutputType: |
| 5330 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5331 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5332 | output_dtype = rng.choice(wrong_dtypes) |
| 5333 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5334 | output_shape[0] += rng.integers(1, 10) |
| 5335 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5336 | modify_dim = rng.choice([1, 2]) |
| 5337 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5338 | |
| 5339 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5340 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5341 | return outputs |