Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2024, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3 | import json |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4 | import os |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 5 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6 | from datetime import datetime |
| 7 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 8 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 9 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 10 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 11 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 12 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 13 | from generator.tosa_arg_gen import TosaArgGen |
| 14 | from generator.tosa_arg_gen import TosaQuantGen |
| 15 | from generator.tosa_arg_gen import TosaTensorGen |
| 16 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 17 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 18 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 19 | from generator.tosa_error_if import TosaErrorValidator |
| 20 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 21 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 22 | from tosa.DType import DType |
| 23 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 24 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 25 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 26 | // SPDX-License-Identifier: Apache-2.0 |
| 27 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 28 | """ |
| 29 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 30 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 31 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 32 | # Maximum rank of tensor supported by test generator. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 33 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 34 | TOSA_TENSOR_MAX_RANK = 6 |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 35 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 36 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 37 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 38 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 39 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 40 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 41 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 42 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 43 | def __init__(self, args): |
| 44 | self.args = args |
| 45 | self.basePath = args.output_dir |
| 46 | self.random_seed = args.random_seed |
| 47 | self.ser = None |
| 48 | self.rng = np.random.default_rng(self.random_seed) |
| 49 | self.createDynamicOpLists() |
| 50 | self.initOpListDefaults() |
| 51 | self.quantGen = TosaQuantGen() |
| 52 | # Force makeShape to do a specific starting shape |
| 53 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 54 | # JSON schema validation |
| 55 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 56 | # Data generator library is sometimes needed for compliance set up |
| 57 | # even if we are generating the data later (lazy_data_generation) |
| 58 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 59 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 60 | # Work out floating point range |
| 61 | def convertFPRange(rangeFP, maxFP): |
| 62 | # Converts program arguments of max/-max to FP max |
| 63 | vals = [] |
| 64 | for v in rangeFP: |
| 65 | if v == "max": |
| 66 | v = maxFP |
| 67 | elif v == "-max": |
| 68 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 69 | elif v < 0: |
| 70 | # Trim to minimum data type value |
| 71 | v = max(v, -maxFP) |
| 72 | elif v > 0: |
| 73 | # Trim to maximum data type value |
| 74 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 75 | vals.append(v) |
| 76 | return tuple(sorted(vals)) |
| 77 | |
| 78 | self.random_float_range = {} |
| 79 | for dtype in (DType.FP32, DType.FP16, DType.BF16): |
| 80 | self.random_float_range[dtype] = convertFPRange( |
| 81 | args.tensor_fp_value_range, |
| 82 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 83 | ) |
| 84 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 85 | def createSerializer(self, opName, testPath): |
| 86 | self.testPath = os.path.join(opName, testPath) |
| 87 | |
| 88 | fullPath = os.path.join(self.basePath, self.testPath) |
| 89 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 90 | # Embed const data in the flatbuffer |
| 91 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 92 | if self.args.lazy_data_gen: |
| 93 | # Lazy data generation - so make constants files |
| 94 | constMode = ts.ConstMode.INPUTS |
| 95 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 96 | constMode = ts.ConstMode.EMBED_DUMP |
| 97 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 98 | |
| 99 | def getSerializer(self): |
| 100 | return self.ser |
| 101 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 102 | def serialize(self, testName, metaData=None): |
| 103 | path = Path(self.basePath) / self.testPath |
| 104 | |
| 105 | # Write out TOSA flatbuffer binary |
| 106 | path_fb = path / f"{testName}.tosa" |
| 107 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 108 | fd.write(self.ser.serialize()) |
| 109 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 110 | # Get JSON descriptor from serializer |
| 111 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 112 | |
| 113 | if metaData: |
| 114 | # Add extra meta data to desc.json |
| 115 | desc["meta"] = metaData |
| 116 | |
| 117 | # Validate desc.json before we output it |
| 118 | self.descSchemaValidator.validate_config(desc) |
| 119 | |
| 120 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 121 | if "data_gen" in metaData: |
| 122 | if self.args.lazy_data_gen: |
| 123 | # Output datagen meta data as CPP data |
| 124 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 125 | with path_md.open("w") as fd: |
| 126 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 127 | fd.write("// Test meta data for data generation setup\n\n") |
| 128 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 129 | json.dump(metaData["data_gen"], fd) |
| 130 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 131 | if "compliance" in metaData: |
| 132 | # Output datagen meta data as CPP data |
| 133 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 134 | with path_md.open("w") as fd: |
| 135 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 136 | fd.write("// Test meta data for compliance validation\n\n") |
| 137 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 138 | json.dump(metaData["compliance"], fd) |
| 139 | fd.write(')";\n\n') |
| 140 | |
| 141 | # Write desc.json |
| 142 | path_desc = path / "desc.json" |
| 143 | with path_desc.open("w") as fd: |
| 144 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 145 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 146 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 147 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 148 | seed = self.random_seed + 1 |
| 149 | self.rng = np.random.default_rng(seed) |
| 150 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 151 | def getDTypeRange(self, dtype, high_inclusive=False): |
| 152 | # Returns dtype value range boundaries (low, high) |
| 153 | # The high boundary is excluded in the range |
| 154 | # unless high_inclusive is True |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 155 | if dtype in (DType.FP32, DType.FP16, DType.BF16): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 156 | return self.random_float_range[dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 157 | elif dtype == DType.BOOL: |
| 158 | rng = (0, 2) |
| 159 | elif dtype == DType.UINT8: |
| 160 | rng = (0, 256) |
| 161 | elif dtype == DType.UINT16: |
| 162 | rng = (0, 65536) |
| 163 | elif dtype == DType.INT4: |
| 164 | # TOSA specific INT4 weight range from -7 to 7 |
| 165 | rng = (-7, 8) |
| 166 | elif dtype == DType.INT8: |
| 167 | rng = (-128, 128) |
| 168 | elif dtype == DType.INT16: |
| 169 | rng = (-32768, 32768) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 170 | elif dtype == DType.INT32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 171 | rng = (-(1 << 31), (1 << 31)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 172 | elif dtype == DType.SHAPE: |
| 173 | rng = tuple(self.args.tensor_shape_range[0:2]) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 174 | elif dtype == DType.INT48: |
| 175 | rng = (-(1 << 47), (1 << 47)) |
| 176 | else: |
| 177 | raise Exception("Unknown dtype: {}".format(dtype)) |
| 178 | |
| 179 | if not high_inclusive: |
| 180 | # Exclusive high: low <= range < high |
| 181 | return rng |
| 182 | else: |
| 183 | # Inclusive range: low <= range <= high |
| 184 | return (rng[0], rng[1] - 1) |
| 185 | |
Jeremy Johnson | 30a41db | 2023-11-15 11:00:49 +0000 | [diff] [blame] | 186 | def getRandTensor(self, shape, dtype, data_range=None): |
| 187 | if data_range is None: |
| 188 | low, high = self.getDTypeRange(dtype) |
| 189 | else: |
| 190 | low, high = data_range |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 191 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 192 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 193 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Jerry Ge | c529169 | 2024-01-02 22:29:08 +0000 | [diff] [blame] | 194 | elif dtype == DType.INT8: |
| 195 | return np.int8(self.rng.integers(low=low, high=high, size=shape)) |
| 196 | elif dtype == DType.UINT8: |
| 197 | return np.uint8(self.rng.integers(low=low, high=high, size=shape)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 198 | elif dtype in (DType.INT48, DType.SHAPE): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 199 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
| 200 | elif dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 201 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 202 | |
| 203 | if dtype == DType.FP16: |
| 204 | return np.float16(f_tensor) |
| 205 | else: |
| 206 | f32_tensor = np.float32(f_tensor) |
| 207 | if dtype == DType.BF16: |
| 208 | # Floor the last 16 bits of each f32 value |
| 209 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
| 210 | else: |
| 211 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 212 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 213 | # All other integer types |
| 214 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 215 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 216 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 217 | placeholders = [] |
| 218 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 219 | assert len(shape_list) == len(dtype_list) |
| 220 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 221 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 222 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 223 | if not self.args.lazy_data_gen: |
| 224 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 225 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 226 | |
| 227 | return placeholders |
| 228 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 229 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 230 | consts = [] |
| 231 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 232 | assert len(shape_list) == len(dtype_list) |
| 233 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 234 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 235 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 236 | if not self.args.lazy_data_gen: |
| 237 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 238 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 239 | |
| 240 | return consts |
| 241 | |
| 242 | def makeShape(self, rank): |
| 243 | if self.targetted_shape: |
| 244 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 245 | return np.int32( |
| 246 | self.rng.integers( |
| 247 | low=self.args.tensor_shape_range[0], |
| 248 | high=self.args.tensor_shape_range[1], |
| 249 | size=rank, |
| 250 | ) |
| 251 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 252 | |
| 253 | def setTargetShape(self, shape): |
| 254 | self.targetted_shape = shape |
| 255 | |
| 256 | def randInt(self, low=0, high=256): |
| 257 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 258 | |
| 259 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 260 | low, high = self.getDTypeRange(dtype) |
| 261 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 262 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 263 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 264 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 265 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 266 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 267 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 268 | return gtu.vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 269 | elif dtype == DType.BOOL: |
| 270 | return self.rng.choice([False, True]) |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 271 | elif dtype == DType.INT48 or dtype == DType.SHAPE: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 272 | # Special size |
| 273 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 274 | |
| 275 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 276 | |
| 277 | def shapeStr(self, shape): |
| 278 | |
| 279 | sStr = [] |
| 280 | # Convert to strings |
| 281 | for i in shape: |
| 282 | sStr.append(str(i)) |
| 283 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 284 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 285 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 286 | def typeStr(self, dtype): |
| 287 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 288 | assert len(dtype) >= 2 |
| 289 | strs = [self.typeStr(t) for t in dtype] |
| 290 | # Limit types to the first 2 as the 3rd is the accumulator |
| 291 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 292 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 293 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 294 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 295 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 296 | raise Exception( |
| 297 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 298 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 299 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 300 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 301 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 302 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 303 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 304 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 305 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 306 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 307 | def constrictBatchSize(self, shape): |
| 308 | # Limit the batch size unless an explicit target shape set |
| 309 | if self.args.max_batch_size and not self.args.target_shapes: |
| 310 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 311 | return shape |
| 312 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 313 | def makeDimension(self): |
| 314 | return self.randInt( |
| 315 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 316 | ) |
| 317 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 318 | def tensorComplianceMetaData( |
| 319 | self, op, inputType, argsDict, outputTensor, errorName |
| 320 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame^] | 321 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 322 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 323 | Op.MATMUL, |
| 324 | Op.CONV2D, |
| 325 | Op.FULLY_CONNECTED, |
| 326 | Op.DEPTHWISE_CONV2D, |
| 327 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 328 | if ( |
| 329 | errorName |
| 330 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 331 | or ( |
| 332 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 333 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 334 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 335 | ): |
| 336 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 337 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 338 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 339 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 340 | compliance_tens = { |
| 341 | "mode": None, |
| 342 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 343 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 344 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 345 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 346 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 347 | compliance_tens["dot_product_info"] = { |
| 348 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 349 | "ks": int(argsDict["ksb"]) |
| 350 | if "ksb" in argsDict |
| 351 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 352 | } |
| 353 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 354 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 355 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 356 | mode = gtu.ComplianceMode.ULP |
| 357 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
| 358 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 359 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 360 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 361 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 362 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 363 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 364 | compliance_tens["abs_error_info"] = { |
| 365 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 366 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 367 | else: |
| 368 | mode = gtu.ComplianceMode.EXACT |
| 369 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 370 | |
| 371 | return compliance_tens |
| 372 | |
| 373 | # Build Op functions |
| 374 | # Create the output tensor (calling OutputShaper as needed) |
| 375 | # Do final tweaks to attributes (if necessary for errorIf) |
| 376 | # Add Op into graph |
| 377 | # Return resulting tensor information or BuildInfo |
| 378 | |
| 379 | class BuildInfo: |
| 380 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 381 | |
| 382 | def __init__(self, resultTensor, complianceDict): |
| 383 | self.resultTensor = resultTensor |
| 384 | self.complianceDict = complianceDict |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 385 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 386 | def build_unary( |
| 387 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 388 | ): |
| 389 | assert len(inputs) == 1 |
| 390 | a = inputs[0] |
| 391 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 392 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 393 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 394 | |
| 395 | # Ensure new output type has correct qinfo |
| 396 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 397 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 398 | qinfo = [ |
| 399 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 400 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 401 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 402 | |
| 403 | # Invalidate Input/Output list for error if checks. |
| 404 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 405 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 406 | pCount, cCount = op["operands"] |
| 407 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 408 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 409 | self, error_name, input_list, output_list |
| 410 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 411 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 412 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 413 | self.ser, |
| 414 | validator_fcns, |
| 415 | error_name, |
| 416 | op=op, |
| 417 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 418 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 419 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 420 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 421 | input_list=input_list, |
| 422 | output_list=output_list, |
| 423 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 424 | ): |
| 425 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 426 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 427 | attr = None |
| 428 | if op["op"] == Op.NEGATE: |
| 429 | attr = ts.TosaSerializerAttribute() |
| 430 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 431 | |
| 432 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 433 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 434 | compliance = self.tensorComplianceMetaData( |
| 435 | op, a.dtype, args_dict, result_tensor, error_name |
| 436 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 437 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 438 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 439 | def build_binary_broadcast( |
| 440 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 441 | ): |
| 442 | assert len(inputs) == 2 |
| 443 | a, b = inputs |
| 444 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 445 | self.ser, self.rng, a, b, error_name |
| 446 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 447 | |
| 448 | # Invalidate Input/Output list for error if checks. |
| 449 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 450 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 451 | pCount, cCount = op["operands"] |
| 452 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 453 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 454 | self, error_name, input_list, output_list |
| 455 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 456 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 457 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 458 | self.ser, |
| 459 | validator_fcns, |
| 460 | error_name, |
| 461 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 462 | input1=a, |
| 463 | input2=b, |
| 464 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 465 | output_dtype=result_tensor.dtype, |
| 466 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 467 | input_list=input_list, |
| 468 | output_list=output_list, |
| 469 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 470 | ): |
| 471 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 472 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 473 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 474 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 475 | compliance = self.tensorComplianceMetaData( |
| 476 | op, a.dtype, args_dict, result_tensor, error_name |
| 477 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 478 | |
| 479 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 480 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 481 | 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] | 482 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 483 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 484 | return result_tens |
| 485 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 486 | def build_arithmetic_right_shift( |
| 487 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 488 | ): |
| 489 | result_tens = OutputShaper.binaryBroadcastOp( |
| 490 | self.ser, self.rng, a, b, error_name |
| 491 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 492 | |
| 493 | # Invalidate Input/Output list for error if checks. |
| 494 | input_list = [a.name, b.name] |
| 495 | output_list = [result_tens.name] |
| 496 | pCount, cCount = op["operands"] |
| 497 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 498 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 499 | self, error_name, input_list, output_list |
| 500 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 501 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 502 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 503 | self.ser, |
| 504 | validator_fcns, |
| 505 | error_name, |
| 506 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 507 | input1=a, |
| 508 | input2=b, |
| 509 | input_dtype=a.dtype, |
| 510 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 511 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 512 | input_list=input_list, |
| 513 | output_list=output_list, |
| 514 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 515 | ): |
| 516 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 517 | |
| 518 | attr = ts.TosaSerializerAttribute() |
| 519 | attr.ArithmeticRightShiftAttribute(round) |
| 520 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 521 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 522 | return result_tens |
| 523 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 524 | def build_mul( |
| 525 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 526 | ): |
| 527 | assert len(inputs) == 2 |
| 528 | a, b = inputs |
| 529 | shift = args_dict["shift"] |
| 530 | |
| 531 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 532 | self.ser, self.rng, a, b, error_name |
| 533 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 534 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 535 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 536 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 537 | result_tensor.setDtype(DType.INT32) |
| 538 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 539 | if error_name == ErrorIf.WrongOutputType: |
| 540 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 541 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 542 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 543 | |
| 544 | # Invalidate Input/Output list for error if checks. |
| 545 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 546 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 547 | pCount, cCount = op["operands"] |
| 548 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 549 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 550 | self, error_name, input_list, output_list |
| 551 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 552 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 553 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 554 | self.ser, |
| 555 | validator_fcns, |
| 556 | error_name, |
| 557 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 558 | input1=a, |
| 559 | input2=b, |
| 560 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 561 | output_dtype=result_tensor.dtype, |
| 562 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 563 | input_list=input_list, |
| 564 | output_list=output_list, |
| 565 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 566 | ): |
| 567 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 568 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 569 | attr = ts.TosaSerializerAttribute() |
| 570 | attr.MulAttribute(shift) |
| 571 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 572 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 573 | |
| 574 | compliance = self.tensorComplianceMetaData( |
| 575 | op, a.dtype, args_dict, result_tensor, error_name |
| 576 | ) |
| 577 | |
| 578 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 579 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 580 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 581 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 582 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 583 | attr = ts.TosaSerializerAttribute() |
| 584 | attr.TableAttribute(table) |
| 585 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 586 | # Invalidate Input/Output list for error if checks. |
| 587 | input_list = [a.name] |
| 588 | output_list = [result_tens.name] |
| 589 | pCount, cCount = op["operands"] |
| 590 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 591 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 592 | self, error_name, input_list, output_list |
| 593 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 594 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 595 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 596 | self.ser, |
| 597 | validator_fcns, |
| 598 | error_name, |
| 599 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 600 | input_shape=a.shape, |
| 601 | input_dtype=a.dtype, |
| 602 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 603 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 604 | input_list=input_list, |
| 605 | output_list=output_list, |
| 606 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 607 | ): |
| 608 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 609 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 610 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 611 | |
| 612 | return result_tens |
| 613 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 614 | def build_select( |
| 615 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 616 | ): |
| 617 | assert len(inputs) == 3 |
| 618 | cond, a, b = inputs |
| 619 | |
| 620 | result_tensor = OutputShaper.selectOp( |
| 621 | self.ser, self.rng, cond, a, b, error_name |
| 622 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 623 | |
| 624 | # Invalidate Input/Output list for error if checks. |
| 625 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 626 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 627 | pCount, cCount = op["operands"] |
| 628 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 629 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 630 | self, error_name, input_list, output_list |
| 631 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 632 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 633 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 634 | self.ser, |
| 635 | validator_fcns, |
| 636 | error_name, |
| 637 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 638 | input1=cond, |
| 639 | input2=a, |
| 640 | input3=b, |
| 641 | input_shape=a.shape, |
| 642 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 643 | output_dtype=result_tensor.dtype, |
| 644 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 645 | input_list=input_list, |
| 646 | output_list=output_list, |
| 647 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 648 | ): |
| 649 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 650 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 651 | self.ser.addOperator( |
| 652 | op["op"], |
| 653 | input_list, |
| 654 | output_list, |
| 655 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 656 | compliance = self.tensorComplianceMetaData( |
| 657 | op, a.dtype, args_dict, result_tensor, error_name |
| 658 | ) |
| 659 | |
| 660 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 661 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 662 | def build_comparison( |
| 663 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 664 | ): |
| 665 | assert len(inputs) == 2 |
| 666 | a, b = inputs |
| 667 | |
| 668 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 669 | self.ser, self.rng, a, b, error_name |
| 670 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 671 | |
| 672 | # Invalidate Input/Output list for error if checks. |
| 673 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 674 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 675 | pCount, cCount = op["operands"] |
| 676 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 677 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 678 | self, error_name, input_list, output_list |
| 679 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 680 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 681 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 682 | self.ser, |
| 683 | validator_fcns, |
| 684 | error_name, |
| 685 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 686 | input1=a, |
| 687 | input2=b, |
| 688 | input_shape=a.shape, |
| 689 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 690 | output_shape=result_tensor.shape, |
| 691 | output_dtype=result_tensor.dtype, |
| 692 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 693 | input_list=input_list, |
| 694 | output_list=output_list, |
| 695 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 696 | ): |
| 697 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 698 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 699 | self.ser.addOperator( |
| 700 | op["op"], |
| 701 | input_list, |
| 702 | output_list, |
| 703 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 704 | |
| 705 | compliance = self.tensorComplianceMetaData( |
| 706 | op, a.dtype, args_dict, result_tensor, error_name |
| 707 | ) |
| 708 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 709 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 710 | def build_argmax( |
| 711 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 712 | ): |
| 713 | assert len(inputs) == 1 |
| 714 | a = inputs[0] |
| 715 | axis = args_dict["axis"] |
| 716 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 717 | |
| 718 | # Invalidate Input/Output list for error if checks. |
| 719 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 720 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 721 | pCount, cCount = op["operands"] |
| 722 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 723 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 724 | self, error_name, input_list, output_list |
| 725 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 726 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 727 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 728 | self.ser, |
| 729 | validator_fcns, |
| 730 | error_name, |
| 731 | op=op, |
| 732 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 733 | input_shape=a.shape, |
| 734 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 735 | output_shape=result_tensor.shape, |
| 736 | output_dtype=result_tensor.dtype, |
| 737 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 738 | input_list=input_list, |
| 739 | output_list=output_list, |
| 740 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 741 | ): |
| 742 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 743 | |
| 744 | attr = ts.TosaSerializerAttribute() |
| 745 | attr.AxisAttribute(axis) |
| 746 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 747 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 748 | |
| 749 | compliance = self.tensorComplianceMetaData( |
| 750 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 751 | ) |
| 752 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 753 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 754 | def build_pool2d( |
| 755 | self, |
| 756 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 757 | inputs, |
| 758 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 759 | validator_fcns=None, |
| 760 | error_name=None, |
| 761 | qinfo=None, |
| 762 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 763 | assert len(inputs) == 1 |
| 764 | input = inputs[0] |
| 765 | # max_pool has no accum_dtype |
| 766 | accum_dtype = ( |
| 767 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 768 | ) |
| 769 | stride = args_dict["stride"] |
| 770 | pad = args_dict["pad"] |
| 771 | kernel = args_dict["kernel"] |
| 772 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 773 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 774 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 775 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 776 | |
| 777 | # Ensure new output type has correct qinfo |
| 778 | if error_name == ErrorIf.WrongInputType: |
| 779 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 780 | qinfo = [ |
| 781 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 782 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 783 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 784 | |
| 785 | # Invalidate Input/Output list for error if checks. |
| 786 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 787 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 788 | pCount, cCount = op["operands"] |
| 789 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 790 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 791 | self, error_name, input_list, output_list |
| 792 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 793 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 794 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 795 | self.ser, |
| 796 | validator_fcns, |
| 797 | error_name, |
| 798 | op=op, |
| 799 | input_shape=input.shape, |
| 800 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 801 | output_shape=result_tensor.shape, |
| 802 | output_dtype=result_tensor.dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 803 | kernel=kernel, |
| 804 | stride=stride, |
| 805 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 806 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 807 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 808 | input_list=input_list, |
| 809 | output_list=output_list, |
| 810 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 811 | ): |
| 812 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 813 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 814 | if qinfo is None: |
| 815 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 816 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 817 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 818 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 819 | |
| 820 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 821 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 822 | compliance = self.tensorComplianceMetaData( |
| 823 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 824 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 825 | |
| 826 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 827 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 828 | def build_conv2d( |
| 829 | self, |
| 830 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 831 | inputs, |
| 832 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 833 | validator_fcns=None, |
| 834 | error_name=None, |
| 835 | qinfo=None, |
| 836 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 837 | assert len(inputs) == 3 |
| 838 | ifm, filter, bias = inputs |
| 839 | accum_dtype = args_dict["acc_type"] |
| 840 | strides = args_dict["stride"] |
| 841 | padding = args_dict["pad"] |
| 842 | dilations = args_dict["dilation"] |
| 843 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 844 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 845 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 846 | self.ser, |
| 847 | self.rng, |
| 848 | ifm, |
| 849 | filter, |
| 850 | accum_dtype, |
| 851 | strides, |
| 852 | padding, |
| 853 | dilations, |
| 854 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 855 | ) |
| 856 | |
| 857 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 858 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 859 | DType.INT8, |
| 860 | DType.UINT8, |
| 861 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 862 | qinfo = [ |
| 863 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 864 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 865 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 866 | |
| 867 | # Invalidate Input/Output list for error_if checks. |
| 868 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 869 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 870 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 871 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 872 | self, error_name, input_list, output_list |
| 873 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 874 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 875 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 876 | self.ser, |
| 877 | validator_fcns, |
| 878 | error_name, |
| 879 | op=op, |
| 880 | input_dtype=ifm.dtype, |
| 881 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 882 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 883 | qinfo=qinfo, |
| 884 | input_list=input_list, |
| 885 | num_operands=num_operands, |
| 886 | output_list=output_list, |
| 887 | pad=padding, |
| 888 | stride=strides, |
| 889 | dilation=dilations, |
| 890 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 891 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 892 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 893 | ): |
| 894 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 895 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 896 | # TODO - Test local_bound, for now set local bound attribute to False |
| 897 | local_bound = False |
| 898 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 899 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 900 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 901 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 902 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 903 | |
| 904 | compliance = self.tensorComplianceMetaData( |
| 905 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 906 | ) |
| 907 | |
| 908 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 909 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 910 | def build_conv3d( |
| 911 | self, |
| 912 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 913 | inputs, |
| 914 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 915 | validator_fcns=None, |
| 916 | error_name=None, |
| 917 | qinfo=None, |
| 918 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 919 | assert len(inputs) == 3 |
| 920 | ifm, filter, bias = inputs |
| 921 | accum_dtype = args_dict["acc_type"] |
| 922 | strides = args_dict["stride"] |
| 923 | padding = args_dict["pad"] |
| 924 | dilations = args_dict["dilation"] |
| 925 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 926 | assert len(padding) == 6 |
| 927 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 928 | self.ser, |
| 929 | self.rng, |
| 930 | ifm, |
| 931 | filter, |
| 932 | accum_dtype, |
| 933 | strides, |
| 934 | padding, |
| 935 | dilations, |
| 936 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 937 | ) |
| 938 | |
| 939 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 940 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 941 | DType.INT8, |
| 942 | DType.UINT8, |
| 943 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 944 | qinfo = [ |
| 945 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 946 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 947 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 948 | |
| 949 | # Invalidate Input/Output list for error_if checks. |
| 950 | input_list = [ifm.name, filter.name, bias.name] |
| 951 | output_list = [result_tens.name] |
| 952 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 953 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 954 | self, error_name, input_list, output_list |
| 955 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 956 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 957 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 958 | self.ser, |
| 959 | validator_fcns, |
| 960 | error_name, |
| 961 | op=op, |
| 962 | input_dtype=ifm.dtype, |
| 963 | weight_dtype=filter.dtype, |
| 964 | output_dtype=result_tens.dtype, |
| 965 | qinfo=qinfo, |
| 966 | input_list=input_list, |
| 967 | num_operands=num_operands, |
| 968 | output_list=output_list, |
| 969 | pad=padding, |
| 970 | stride=strides, |
| 971 | dilation=dilations, |
| 972 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 973 | weight_shape=filter.shape, |
| 974 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 975 | ): |
| 976 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 977 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 978 | # TODO - Test local_bound, for now set local bound attribute to False |
| 979 | local_bound = False |
| 980 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 981 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 982 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 983 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 984 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 985 | return result_tens |
| 986 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 987 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 988 | self, |
| 989 | op, |
| 990 | ifm, |
| 991 | filter, |
| 992 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 993 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 994 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 995 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 996 | output_shape, |
| 997 | validator_fcns=None, |
| 998 | error_name=None, |
| 999 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1000 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1001 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1002 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1003 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1004 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1005 | |
| 1006 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1007 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1008 | DType.INT8, |
| 1009 | DType.UINT8, |
| 1010 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1011 | qinfo = [ |
| 1012 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 1013 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 1014 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1015 | |
| 1016 | # Invalidate Input/Output list for error_if checks. |
| 1017 | input_list = [ifm.name, filter.name, bias.name] |
| 1018 | output_list = [result_tens.name] |
| 1019 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1020 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1021 | self, error_name, input_list, output_list |
| 1022 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1023 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1024 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1025 | self.ser, |
| 1026 | validator_fcns, |
| 1027 | error_name, |
| 1028 | op=op, |
| 1029 | input_dtype=ifm.dtype, |
| 1030 | weight_dtype=filter.dtype, |
| 1031 | output_dtype=result_tens.dtype, |
| 1032 | qinfo=qinfo, |
| 1033 | input_list=input_list, |
| 1034 | num_operands=num_operands, |
| 1035 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1036 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1037 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1038 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1039 | weight_shape=filter.shape, |
| 1040 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1041 | ): |
| 1042 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1043 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1044 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1045 | local_bound = False |
| 1046 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1047 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1048 | attr.TransposeConvAttribute( |
| 1049 | out_pad, stride, output_shape, qinfo[0], qinfo[1], local_bound |
| 1050 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1051 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1052 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1053 | return result_tens |
| 1054 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1055 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1056 | self, |
| 1057 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1058 | inputs, |
| 1059 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1060 | validator_fcns=None, |
| 1061 | error_name=None, |
| 1062 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1063 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1064 | assert len(inputs) == 3 |
| 1065 | ifm, filter, bias = inputs |
| 1066 | accum_dtype = args_dict["acc_type"] |
| 1067 | strides = args_dict["stride"] |
| 1068 | padding = args_dict["pad"] |
| 1069 | dilations = args_dict["dilation"] |
| 1070 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame^] | 1071 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1072 | self.ser, |
| 1073 | self.rng, |
| 1074 | ifm, |
| 1075 | filter, |
| 1076 | accum_dtype, |
| 1077 | strides, |
| 1078 | padding, |
| 1079 | dilations, |
| 1080 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1081 | ) |
| 1082 | |
| 1083 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1084 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1085 | DType.INT8, |
| 1086 | DType.UINT8, |
| 1087 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1088 | qinfo = [ |
| 1089 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame^] | 1090 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1091 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1092 | |
| 1093 | # Invalidate Input/Output list for error_if checks. |
| 1094 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame^] | 1095 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1096 | num_operands = sum(op["operands"]) |
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 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1100 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1101 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1102 | self.ser, |
| 1103 | validator_fcns, |
| 1104 | error_name, |
| 1105 | op=op, |
| 1106 | input_dtype=ifm.dtype, |
| 1107 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame^] | 1108 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1109 | qinfo=qinfo, |
| 1110 | input_list=input_list, |
| 1111 | num_operands=num_operands, |
| 1112 | output_list=output_list, |
| 1113 | pad=padding, |
| 1114 | stride=strides, |
| 1115 | dilation=dilations, |
| 1116 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1117 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame^] | 1118 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1119 | ): |
| 1120 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1121 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1122 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1123 | local_bound = False |
| 1124 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1125 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1126 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1127 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1128 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame^] | 1129 | |
| 1130 | compliance = self.tensorComplianceMetaData( |
| 1131 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1132 | ) |
| 1133 | |
| 1134 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1135 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1136 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1137 | self, |
| 1138 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1139 | inputs, |
| 1140 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1141 | validator_fcns=None, |
| 1142 | error_name=None, |
| 1143 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1144 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1145 | assert len(inputs) == 3 |
| 1146 | ifm, filter, bias = inputs |
| 1147 | accum_dtype = args_dict["acc_type"] |
| 1148 | |
| 1149 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1150 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1151 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1152 | |
| 1153 | # Invalidate Input/Output list for error if checks. |
| 1154 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1155 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1156 | pCount, cCount = op["operands"] |
| 1157 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1158 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1159 | self, error_name, input_list, output_list |
| 1160 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1161 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1162 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1163 | self.ser, |
| 1164 | validator_fcns, |
| 1165 | error_name, |
| 1166 | op=op, |
| 1167 | input_shape=ifm.shape, |
| 1168 | input_dtype=ifm.dtype, |
| 1169 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1170 | output_shape=result_tensor.shape, |
| 1171 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1172 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1173 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1174 | input_list=input_list, |
| 1175 | output_list=output_list, |
| 1176 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1177 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1178 | ): |
| 1179 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1180 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1181 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1182 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1183 | |
| 1184 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1185 | |
| 1186 | compliance = self.tensorComplianceMetaData( |
| 1187 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1188 | ) |
| 1189 | |
| 1190 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1191 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1192 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1193 | 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] | 1194 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1195 | assert len(inputs) == 2 |
| 1196 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1197 | accum_dtype = args_dict["acc_type"] |
| 1198 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1199 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1200 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1201 | |
| 1202 | # Invalidate Input/Output list for error if checks. |
| 1203 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1204 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1205 | pCount, cCount = op["operands"] |
| 1206 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1207 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1208 | self, error_name, input_list, output_list |
| 1209 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1210 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1211 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1212 | self.ser, |
| 1213 | validator_fcns, |
| 1214 | error_name, |
| 1215 | op=op, |
| 1216 | input_shape=a.shape, |
| 1217 | input_dtype=a.dtype, |
| 1218 | input2_shape=b.shape, |
| 1219 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1220 | output_shape=result_tensor.shape, |
| 1221 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1222 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1223 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1224 | input_list=input_list, |
| 1225 | output_list=output_list, |
| 1226 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1227 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1228 | ): |
| 1229 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1230 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1231 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1232 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1233 | |
| 1234 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1235 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1236 | compliance = self.tensorComplianceMetaData( |
| 1237 | op, a.dtype, args_dict, result_tensor, error_name |
| 1238 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1239 | |
| 1240 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1241 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1242 | def build_reduce( |
| 1243 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1244 | ): |
| 1245 | assert len(inputs) == 1 |
| 1246 | a = inputs[0] |
| 1247 | axis = args_dict["axis"] |
| 1248 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1249 | |
| 1250 | # Invalidate Input/Output list for error if checks. |
| 1251 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1252 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1253 | pCount, cCount = op["operands"] |
| 1254 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1255 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1256 | self, error_name, input_list, output_list |
| 1257 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1258 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1259 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1260 | self.ser, |
| 1261 | validator_fcns, |
| 1262 | error_name, |
| 1263 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1264 | axis=axis, |
| 1265 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1266 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1267 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1268 | output_dtype=result_tensor.dtype, |
| 1269 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1270 | input_list=input_list, |
| 1271 | output_list=output_list, |
| 1272 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1273 | ): |
| 1274 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1275 | |
| 1276 | attr = ts.TosaSerializerAttribute() |
| 1277 | attr.AxisAttribute(axis) |
| 1278 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1279 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1280 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1281 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1282 | # Number of products - needed for compliance |
| 1283 | args_dict["n"] = a.shape[axis] |
| 1284 | |
| 1285 | compliance = self.tensorComplianceMetaData( |
| 1286 | op, a.dtype, args_dict, result_tensor, error_name |
| 1287 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1288 | |
| 1289 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1290 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1291 | def build_clamp( |
| 1292 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1293 | ): |
| 1294 | assert len(inputs) == 1 |
| 1295 | a = inputs[0] |
| 1296 | |
| 1297 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1298 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1299 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1300 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1301 | if error_name == ErrorIf.MaxSmallerMin: |
| 1302 | # Make sure the numbers are different to invoke this error |
| 1303 | while v[0] == v[1]: |
| 1304 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1305 | max_val = min(v) |
| 1306 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1307 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1308 | max_val = max(v) |
| 1309 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1310 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1311 | # Invalidate Input/Output list for error if checks. |
| 1312 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1313 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1314 | pCount, cCount = op["operands"] |
| 1315 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1316 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1317 | self, error_name, input_list, output_list |
| 1318 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1319 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1320 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1321 | self.ser, |
| 1322 | validator_fcns, |
| 1323 | error_name, |
| 1324 | op=op, |
| 1325 | max_val=max_val, |
| 1326 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1327 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1328 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1329 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1330 | output_dtype=result_tensor.dtype, |
| 1331 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1332 | input_list=input_list, |
| 1333 | output_list=output_list, |
| 1334 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1335 | ): |
| 1336 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1337 | |
| 1338 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1339 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1340 | if a.dtype == DType.FP16: |
| 1341 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1342 | min_val = min_val.astype(np.float32) |
| 1343 | max_val = max_val.astype(np.float32) |
| 1344 | |
| 1345 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1346 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1347 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1348 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1349 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1350 | |
| 1351 | compliance = self.tensorComplianceMetaData( |
| 1352 | op, a.dtype, args_dict, result_tensor, error_name |
| 1353 | ) |
| 1354 | |
| 1355 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1356 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1357 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1358 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1359 | attr = ts.TosaSerializerAttribute() |
| 1360 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1361 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1362 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1363 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1364 | return result_tens |
| 1365 | |
| 1366 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1367 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1368 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1369 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1370 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1371 | return result_tens |
| 1372 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1373 | def build_activation( |
| 1374 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1375 | ): |
| 1376 | assert len(inputs) == 1 |
| 1377 | a = inputs[0] |
| 1378 | |
| 1379 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1380 | |
| 1381 | # Invalidate Input/Output list for error if checks. |
| 1382 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1383 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1384 | pCount, cCount = op["operands"] |
| 1385 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1386 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1387 | self, error_name, input_list, output_list |
| 1388 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1389 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1390 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1391 | self.ser, |
| 1392 | validator_fcns, |
| 1393 | error_name, |
| 1394 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1395 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1396 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1397 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1398 | output_dtype=result_tensor.dtype, |
| 1399 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1400 | input_list=input_list, |
| 1401 | output_list=output_list, |
| 1402 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1403 | ): |
| 1404 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1405 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1406 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1407 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1408 | compliance = self.tensorComplianceMetaData( |
| 1409 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1410 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1411 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1412 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1413 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1414 | def build_concat( |
| 1415 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1416 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1417 | if op["op"] == Op.CONCAT_SHAPE: |
| 1418 | axis = 0 |
| 1419 | else: |
| 1420 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1421 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1422 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1423 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1424 | result_tensor = OutputShaper.concatOp( |
| 1425 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1426 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1427 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1428 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1429 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1430 | input_tensor_names.append(tensor.name) |
| 1431 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1432 | # Invalidate Input/Output list for error if checks. |
| 1433 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1434 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1435 | pCount, cCount = op["operands"] |
| 1436 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1437 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1438 | self, error_name, input_list, output_list |
| 1439 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1440 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1441 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1442 | self.ser, |
| 1443 | validator_fcns, |
| 1444 | error_name, |
| 1445 | op=op, |
| 1446 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1447 | input_shape=inputs[0].shape, |
| 1448 | output_shape=result_tensor.shape, |
| 1449 | input_dtype=inputs[0].dtype, |
| 1450 | output_dtype=result_tensor.dtype, |
| 1451 | inputs=inputs, |
| 1452 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1453 | input_list=input_list, |
| 1454 | output_list=output_list, |
| 1455 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1456 | ): |
| 1457 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1458 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1459 | if op["op"] == Op.CONCAT: |
| 1460 | attr = ts.TosaSerializerAttribute() |
| 1461 | attr.AxisAttribute(axis) |
| 1462 | else: |
| 1463 | assert op["op"] == Op.CONCAT_SHAPE |
| 1464 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1465 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1466 | |
| 1467 | compliance = self.tensorComplianceMetaData( |
| 1468 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1469 | ) |
| 1470 | |
| 1471 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1472 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1473 | def build_pad( |
| 1474 | self, |
| 1475 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1476 | inputs, |
| 1477 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1478 | validator_fcns=None, |
| 1479 | error_name=None, |
| 1480 | qinfo=None, |
| 1481 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1482 | assert len(inputs) == 1 |
| 1483 | a = inputs[0] |
| 1484 | padding = args_dict["pad"] |
| 1485 | pad_const_int = args_dict["pad_const_int"] |
| 1486 | pad_const_float = args_dict["pad_const_fp"] |
| 1487 | |
| 1488 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1489 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1490 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1491 | attr.PadAttribute( |
| 1492 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1493 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1494 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1495 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1496 | input_list = [a.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1497 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1498 | pCount, cCount = op["operands"] |
| 1499 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1500 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1501 | self, error_name, input_list, output_list |
| 1502 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1503 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1504 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1505 | self.ser, |
| 1506 | validator_fcns, |
| 1507 | error_name, |
| 1508 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1509 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1510 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1511 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1512 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1513 | pad=padding, |
| 1514 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1515 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1516 | input_list=input_list, |
| 1517 | output_list=output_list, |
| 1518 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1519 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1520 | ): |
| 1521 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1522 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1523 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1524 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1525 | compliance = self.tensorComplianceMetaData( |
| 1526 | op, a.dtype, args_dict, result_tensor, error_name |
| 1527 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1528 | |
| 1529 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1530 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1531 | def build_dim( |
| 1532 | self, |
| 1533 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1534 | inputs, |
| 1535 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1536 | validator_fcns=None, |
| 1537 | error_name=None, |
| 1538 | qinfo=None, |
| 1539 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1540 | assert len(inputs) == 1 |
| 1541 | a = inputs[0] |
| 1542 | axis = args_dict["axis"] |
| 1543 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1544 | |
| 1545 | # Invalidate Input/Output list for error if checks. |
| 1546 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1547 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1548 | pCount, cCount = op["operands"] |
| 1549 | num_operands = pCount + cCount |
| 1550 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1551 | self, error_name, input_list, output_list |
| 1552 | ) |
| 1553 | |
| 1554 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1555 | self.ser, |
| 1556 | validator_fcns, |
| 1557 | error_name, |
| 1558 | op=op, |
| 1559 | axis=axis, |
| 1560 | input_shape=a.shape, |
| 1561 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1562 | output_shape=result_tensor.shape, |
| 1563 | output_dtype=result_tensor.dtype, |
| 1564 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1565 | input_list=input_list, |
| 1566 | output_list=output_list, |
| 1567 | num_operands=num_operands, |
| 1568 | ): |
| 1569 | return None |
| 1570 | |
| 1571 | attr = ts.TosaSerializerAttribute() |
| 1572 | attr.AxisAttribute(axis) |
| 1573 | |
| 1574 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1575 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1576 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1577 | def build_reshape( |
| 1578 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1579 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1580 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1581 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1582 | shape = inputs[1] |
| 1583 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1584 | result_tensor = OutputShaper.reshapeOp( |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1585 | self.ser, self.rng, a, shape_attr, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1586 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1587 | |
| 1588 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1589 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1590 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1591 | pCount, cCount = op["operands"] |
| 1592 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1593 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1594 | self, error_name, input_list, output_list |
| 1595 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1596 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1597 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1598 | self.ser, |
| 1599 | validator_fcns, |
| 1600 | error_name, |
| 1601 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1602 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1603 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1604 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1605 | output_dtype=result_tensor.dtype, |
| 1606 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1607 | input_list=input_list, |
| 1608 | output_list=output_list, |
| 1609 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1610 | ): |
| 1611 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1612 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1613 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1614 | |
| 1615 | compliance = self.tensorComplianceMetaData( |
| 1616 | op, a.dtype, args_dict, result_tensor, error_name |
| 1617 | ) |
| 1618 | |
| 1619 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1620 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1621 | def build_reverse( |
| 1622 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1623 | ): |
| 1624 | assert len(inputs) == 1 |
| 1625 | a = inputs[0] |
| 1626 | axis = args_dict["axis"] |
| 1627 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1628 | |
| 1629 | # Invalidate Input/Output list for error if checks. |
| 1630 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1631 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1632 | pCount, cCount = op["operands"] |
| 1633 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1634 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1635 | self, error_name, input_list, output_list |
| 1636 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1637 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1638 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1639 | self.ser, |
| 1640 | validator_fcns, |
| 1641 | error_name, |
| 1642 | op=op, |
| 1643 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1644 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1645 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1646 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1647 | output_dtype=result_tensor.dtype, |
| 1648 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1649 | input_list=input_list, |
| 1650 | output_list=output_list, |
| 1651 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1652 | ): |
| 1653 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1654 | |
| 1655 | attr = ts.TosaSerializerAttribute() |
| 1656 | attr.AxisAttribute(axis) |
| 1657 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1658 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1659 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1660 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1661 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1662 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1663 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1664 | attr = ts.TosaSerializerAttribute() |
| 1665 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1666 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1667 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1668 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1669 | output_list = [result_tens.name] |
| 1670 | pCount, cCount = op["operands"] |
| 1671 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1672 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1673 | self, error_name, input_list, output_list |
| 1674 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1675 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1676 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1677 | self.ser, |
| 1678 | validator_fcns, |
| 1679 | error_name, |
| 1680 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1681 | input_shape=a.shape, |
| 1682 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1683 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1684 | input_dtype=a.dtype, |
| 1685 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1686 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1687 | input_list=input_list, |
| 1688 | output_list=output_list, |
| 1689 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1690 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1691 | ): |
| 1692 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1693 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1694 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1695 | return result_tens |
| 1696 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1697 | def build_slice( |
| 1698 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1699 | ): |
| 1700 | assert len(inputs) == 1 |
| 1701 | a = inputs[0] |
| 1702 | start = args_dict["start"] |
| 1703 | size = args_dict["size"] |
| 1704 | |
| 1705 | result_tensor = OutputShaper.sliceOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1706 | self.ser, self.rng, a, start, size, error_name |
| 1707 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1708 | |
| 1709 | # Invalidate Input/Output list for error if checks. |
| 1710 | input_list = [a.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1711 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1712 | pCount, cCount = op["operands"] |
| 1713 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1714 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1715 | self, error_name, input_list, output_list |
| 1716 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1717 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1718 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1719 | self.ser, |
| 1720 | validator_fcns, |
| 1721 | error_name, |
| 1722 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1723 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1724 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1725 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1726 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1727 | start=start, |
| 1728 | size=size, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1729 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1730 | input_list=input_list, |
| 1731 | output_list=output_list, |
| 1732 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1733 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1734 | ): |
| 1735 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1736 | |
| 1737 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1738 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1739 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1740 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1741 | |
| 1742 | compliance = self.tensorComplianceMetaData( |
| 1743 | op, a.dtype, args_dict, result_tensor, error_name |
| 1744 | ) |
| 1745 | |
| 1746 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1747 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1748 | def build_tile( |
| 1749 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1750 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1751 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1752 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1753 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1754 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1755 | result_tensor = OutputShaper.tileOp( |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1756 | self.ser, self.rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1757 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1758 | |
| 1759 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1760 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1761 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1762 | pCount, cCount = op["operands"] |
| 1763 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1764 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1765 | self, error_name, input_list, output_list |
| 1766 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1767 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1768 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1769 | self.ser, |
| 1770 | validator_fcns, |
| 1771 | error_name, |
| 1772 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1773 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1774 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1775 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1776 | output_dtype=result_tensor.dtype, |
| 1777 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1778 | input_list=input_list, |
| 1779 | output_list=output_list, |
| 1780 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1781 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1782 | ): |
| 1783 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1784 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1785 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1786 | |
| 1787 | compliance = self.tensorComplianceMetaData( |
| 1788 | op, a.dtype, args_dict, result_tensor, error_name |
| 1789 | ) |
| 1790 | |
| 1791 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1792 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1793 | def build_gather( |
| 1794 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1795 | ): |
| 1796 | assert len(inputs) == 2 |
| 1797 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1798 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1799 | result_tensor = OutputShaper.gatherOp( |
| 1800 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1801 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1802 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1803 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1804 | input_list = [values.name, indices.name] |
| 1805 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1806 | pCount, cCount = op["operands"] |
| 1807 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1808 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1809 | self, error_name, input_list, output_list |
| 1810 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1811 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1812 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1813 | self.ser, |
| 1814 | validator_fcns, |
| 1815 | error_name, |
| 1816 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1817 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1818 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1819 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1820 | output_dtype=result_tensor.dtype, |
| 1821 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1822 | input_list=input_list, |
| 1823 | output_list=output_list, |
| 1824 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1825 | ): |
| 1826 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1827 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1828 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1829 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1830 | compliance = self.tensorComplianceMetaData( |
| 1831 | op, values.dtype, args_dict, result_tensor, error_name |
| 1832 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1833 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1834 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1835 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1836 | def build_scatter( |
| 1837 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1838 | ): |
| 1839 | assert len(inputs) == 3 |
| 1840 | values_in, indices, input = inputs |
| 1841 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1842 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1843 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1844 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1845 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1846 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1847 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1848 | pCount, cCount = op["operands"] |
| 1849 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1850 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1851 | self, error_name, input_list, output_list |
| 1852 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1853 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1854 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1855 | self.ser, |
| 1856 | validator_fcns, |
| 1857 | error_name, |
| 1858 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1859 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1860 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1861 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1862 | output_dtype=result_tensor.dtype, |
| 1863 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1864 | input_list=input_list, |
| 1865 | output_list=output_list, |
| 1866 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1867 | ): |
| 1868 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1869 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1870 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1871 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1872 | compliance = self.tensorComplianceMetaData( |
| 1873 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1874 | ) |
| 1875 | |
| 1876 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1877 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1878 | def build_resize( |
| 1879 | self, |
| 1880 | op, |
| 1881 | input, |
| 1882 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1883 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1884 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1885 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1886 | input_dtype, |
| 1887 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1888 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1889 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1890 | ): |
| 1891 | result_tens = OutputShaper.resizeOp( |
| 1892 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1893 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1894 | input, |
| 1895 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1896 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1897 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1898 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1899 | input_dtype, |
| 1900 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1901 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1902 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1903 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1904 | # Invalidate Input/Output list for error if checks. |
| 1905 | input_list = [input.name] |
| 1906 | output_list = [result_tens.name] |
| 1907 | pCount, cCount = op["operands"] |
| 1908 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1909 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1910 | self, error_name, input_list, output_list |
| 1911 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1912 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1913 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1914 | self.ser, |
| 1915 | validator_fcns, |
| 1916 | error_name, |
| 1917 | op=op, |
| 1918 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1919 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1920 | input_dtype=input_dtype, |
| 1921 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1922 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1923 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1924 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1925 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1926 | input_list=input_list, |
| 1927 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1928 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1929 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1930 | ): |
| 1931 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1932 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1933 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1934 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1935 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1936 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1937 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1938 | return result_tens |
| 1939 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1940 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1941 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1942 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1943 | self.ser.addOperator( |
| 1944 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1945 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1946 | return result_tens |
| 1947 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1948 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1949 | self.ser.addOutputTensor(val) |
| 1950 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1951 | |
| 1952 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1953 | def build_cast( |
| 1954 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1955 | ): |
| 1956 | assert len(inputs) == 1 |
| 1957 | val = inputs[0] |
| 1958 | out_dtype = args_dict["out_type"] |
| 1959 | |
| 1960 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1961 | self.ser, self.rng, val, out_dtype, error_name |
| 1962 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1963 | |
| 1964 | # Invalidate Input/Output list for error if checks. |
| 1965 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1966 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1967 | pCount, cCount = op["operands"] |
| 1968 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1969 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1970 | self, error_name, input_list, output_list |
| 1971 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1972 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1973 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1974 | self.ser, |
| 1975 | validator_fcns, |
| 1976 | error_name, |
| 1977 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1978 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1979 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1980 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1981 | output_dtype=result_tensor.dtype, |
| 1982 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1983 | input_list=input_list, |
| 1984 | output_list=output_list, |
| 1985 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1986 | ): |
| 1987 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1988 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1989 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1990 | |
| 1991 | compliance = self.tensorComplianceMetaData( |
| 1992 | op, val.dtype, args_dict, result_tensor, error_name |
| 1993 | ) |
| 1994 | |
| 1995 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1996 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1997 | def build_rescale( |
| 1998 | self, |
| 1999 | op, |
| 2000 | val, |
| 2001 | out_dtype, |
| 2002 | scale32, |
| 2003 | double_round, |
| 2004 | per_channel, |
| 2005 | validator_fcns, |
| 2006 | error_name, |
| 2007 | ): |
| 2008 | result_tens = OutputShaper.typeConversionOp( |
| 2009 | self.ser, self.rng, val, out_dtype, error_name |
| 2010 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2011 | |
| 2012 | if per_channel: |
| 2013 | nc = val.shape[-1] |
| 2014 | else: |
| 2015 | nc = 1 |
| 2016 | |
| 2017 | in_type_width = self.typeWidth(val.dtype) |
| 2018 | out_type_width = self.typeWidth(out_dtype) |
| 2019 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2020 | input_unsigned = False |
| 2021 | output_unsigned = False |
| 2022 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2023 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2024 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2025 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2026 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2027 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2028 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2029 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2030 | elif error_name in [ |
| 2031 | ErrorIf.InputZeroPointNotZero, |
| 2032 | ErrorIf.U16InputZeroPointNotValid, |
| 2033 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2034 | input_zp = self.randInt(-128, 128) |
| 2035 | if input_zp == 0: |
| 2036 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2037 | in_type_width += 1 |
| 2038 | elif val.dtype == DType.UINT16: |
| 2039 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 2040 | input_zp = self.rng.choice([0, 32768]) |
| 2041 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2042 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2043 | else: |
| 2044 | input_zp = 0 |
| 2045 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2046 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2047 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2048 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2049 | elif out_dtype == DType.UINT8: |
| 2050 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2051 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2052 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2053 | elif error_name in [ |
| 2054 | ErrorIf.OutputZeroPointNotZero, |
| 2055 | ErrorIf.U16OutputZeroPointNotValid, |
| 2056 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2057 | output_zp = self.randInt(-128, 128) |
| 2058 | if output_zp == 0: |
| 2059 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2060 | out_type_width += 1 |
| 2061 | elif out_dtype == DType.UINT16: |
| 2062 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2063 | output_zp = self.rng.choice([0, 32768]) |
| 2064 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2065 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2066 | else: |
| 2067 | output_zp = 0 |
| 2068 | |
| 2069 | # Calculate scale based on: |
| 2070 | # scale = a *(2^output_width)/(2^input_width)) |
| 2071 | |
| 2072 | a = np.float32(self.rng.random(size=[nc])) |
| 2073 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2074 | |
| 2075 | if scale32: |
| 2076 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2077 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2078 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2079 | else: |
| 2080 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2081 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2082 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2083 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2084 | |
| 2085 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2086 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2087 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2088 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2089 | |
| 2090 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2091 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2092 | scale_arr[i], scale32 |
| 2093 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2094 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2095 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2096 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2097 | # 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] | 2098 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2099 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2100 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2101 | assert val.placeholderFilename |
| 2102 | values = np.load( |
| 2103 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2104 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2105 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2106 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2107 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
Jerry Ge | c529169 | 2024-01-02 22:29:08 +0000 | [diff] [blame] | 2108 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2109 | # Check we can safely convert to the expected dtype |
| 2110 | assert ( |
| 2111 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2112 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2113 | ) |
| 2114 | |
| 2115 | # Force casting to output datatype |
| 2116 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2117 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2118 | if not np.all(np.array_equal(values, val_adj)): |
| 2119 | # Values changed so overwrite file with new values |
| 2120 | np.save( |
| 2121 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2122 | val_adj, |
| 2123 | False, |
| 2124 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2125 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2126 | # Invalidate Input/Output list for error if checks. |
| 2127 | input_list = [val.name] |
| 2128 | output_list = [result_tens.name] |
| 2129 | pCount, cCount = op["operands"] |
| 2130 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2131 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2132 | self, error_name, input_list, output_list |
| 2133 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2134 | |
| 2135 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2136 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2137 | self.ser, |
| 2138 | validator_fcns, |
| 2139 | error_name, |
| 2140 | op=op, |
| 2141 | input_dtype=val.dtype, |
| 2142 | output_dtype=out_dtype, |
| 2143 | input_shape=val.shape, |
| 2144 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2145 | scale32=scale32, |
| 2146 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2147 | input_list=input_list, |
| 2148 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2149 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2150 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2151 | ): |
| 2152 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2153 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2154 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2155 | attr.RescaleAttribute( |
| 2156 | input_zp, |
| 2157 | output_zp, |
| 2158 | multiplier_arr, |
| 2159 | shift_arr, |
| 2160 | scale32, |
| 2161 | double_round, |
| 2162 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2163 | input_unsigned, |
| 2164 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2165 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2166 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2167 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2168 | return result_tens |
| 2169 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2170 | def _get_condition_tensor(self, op, cond, error_name): |
| 2171 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2172 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2173 | else: |
| 2174 | cond_type = DType.BOOL |
| 2175 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2176 | choice = self.rng.choice([1, 2]) |
| 2177 | if choice == 1: |
| 2178 | cond_shape = [2] |
| 2179 | else: |
| 2180 | cond_shape = [1, 2] |
| 2181 | else: |
| 2182 | # Must be of size 1 (rank 0) |
| 2183 | cond_shape = [] |
| 2184 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2185 | return cond_tens |
| 2186 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2187 | def build_cond_if_const( |
| 2188 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2189 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2190 | # 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] | 2191 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2192 | # and fill them with const nodes for the body. |
| 2193 | |
| 2194 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2195 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2196 | |
| 2197 | # Make then/else tensors |
| 2198 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2199 | |
| 2200 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2201 | if error_name in [ |
| 2202 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2203 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2204 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2205 | incorrect_shape = deepcopy(then_tens.shape) |
| 2206 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2207 | incorrect_shape[i] += ( |
| 2208 | self.rng.choice([-3, -2, 2, 3]) |
| 2209 | if incorrect_shape[i] > 3 |
| 2210 | else self.rng.choice([1, 2, 4]) |
| 2211 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2212 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2213 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2214 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2215 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2216 | |
| 2217 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2218 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2219 | |
| 2220 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2221 | then_block = "THEN_BLOCK" |
| 2222 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2223 | attr = ts.TosaSerializerAttribute() |
| 2224 | attr.CondIfAttribute(then_block, else_block) |
| 2225 | |
| 2226 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2227 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2228 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2229 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2230 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2231 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2232 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2233 | else: |
| 2234 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2235 | self.ser.addOutputTensor(then_tens) |
| 2236 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2237 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2238 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2239 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2240 | else: |
| 2241 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2242 | self.ser.addOutputTensor(else_tens) |
| 2243 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2244 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2245 | self.ser, |
| 2246 | validator_fcns, |
| 2247 | error_name, |
| 2248 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2249 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2250 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2251 | ): |
| 2252 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2253 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2254 | return result_tens |
| 2255 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2256 | def build_cond_if_binary( |
| 2257 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2258 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2259 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2260 | # alternately add or subtract them based on the condition |
| 2261 | |
| 2262 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2263 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2264 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2265 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2266 | |
| 2267 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2268 | then_block = "THEN_BLOCK" |
| 2269 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2270 | attr = ts.TosaSerializerAttribute() |
| 2271 | attr.CondIfAttribute(then_block, else_block) |
| 2272 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2273 | if error_name in [ |
| 2274 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2275 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2276 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2277 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2278 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2279 | incorrect_shape = a.shape.copy() |
| 2280 | for i in range(len(incorrect_shape)): |
| 2281 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2282 | incorrect_block_input = deepcopy(a) |
| 2283 | incorrect_block_input.shape = incorrect_shape |
| 2284 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2285 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2286 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2287 | op["op"], [cond_tens.name, a.name, b.name], [result_tens.name], attr |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2288 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2289 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2290 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2291 | then_op, else_op = Op.ADD, Op.SUB |
| 2292 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2293 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2294 | else: |
| 2295 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2296 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2297 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2298 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2299 | if ( |
| 2300 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2301 | and block == then_block |
| 2302 | ) or ( |
| 2303 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2304 | and block == else_block |
| 2305 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2306 | self.ser.addInputTensor(incorrect_block_input) |
| 2307 | self.ser.addInputTensor(b) |
| 2308 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2309 | elif ( |
| 2310 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2311 | and block == then_block |
| 2312 | ) or ( |
| 2313 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2314 | and block == else_block |
| 2315 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2316 | self.ser.addInputTensor(a) |
| 2317 | self.ser.addInputTensor(b) |
| 2318 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2319 | else: |
| 2320 | self.ser.addInputTensor(a) |
| 2321 | self.ser.addInputTensor(b) |
| 2322 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2323 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2324 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2325 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2326 | self.ser, |
| 2327 | validator_fcns, |
| 2328 | error_name, |
| 2329 | op=op, |
| 2330 | a=a, |
| 2331 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2332 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2333 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2334 | ): |
| 2335 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2336 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2337 | return result_tens |
| 2338 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2339 | 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] | 2340 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2341 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2342 | cond_block = "COND_BLOCK" |
| 2343 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2344 | |
| 2345 | attr = ts.TosaSerializerAttribute() |
| 2346 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2347 | |
| 2348 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2349 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2350 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2351 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2352 | |
| 2353 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2354 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2355 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2356 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2357 | incorrect_acc = deepcopy(acc) |
| 2358 | for i in range(len(incorrect_acc.shape)): |
| 2359 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2360 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2361 | else: |
| 2362 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2363 | |
| 2364 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2365 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2366 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2367 | [iter.name, a.name, acc.name], |
| 2368 | [iter_out.name, a_out.name, acc_out.name], |
| 2369 | attr, |
| 2370 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2371 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2372 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2373 | if error_name in [ |
| 2374 | ErrorIf.InputListCondGraphMismatch, |
| 2375 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2376 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2377 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2378 | incorrect_iter = deepcopy(iter) |
| 2379 | for i in range(len(incorrect_iter.shape)): |
| 2380 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2381 | if len(incorrect_iter.shape) == 0: |
| 2382 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2383 | |
| 2384 | incorrect_acc = deepcopy(acc) |
| 2385 | for i in range(len(incorrect_acc.shape)): |
| 2386 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2387 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2388 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2389 | self.ser.addBasicBlock(cond_block) |
| 2390 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2391 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2392 | self.ser.addInputTensor(incorrect_iter) |
| 2393 | self.ser.addInputTensor(a) |
| 2394 | self.ser.addInputTensor(incorrect_acc) |
| 2395 | else: |
| 2396 | self.ser.addInputTensor(iter) |
| 2397 | self.ser.addInputTensor(a) |
| 2398 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2399 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2400 | |
| 2401 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2402 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2403 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2404 | cond_type = DType.BOOL |
| 2405 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2406 | choice = self.rng.choice([1, 2]) |
| 2407 | if choice == 1: |
| 2408 | cond_shape = [3] |
| 2409 | else: |
| 2410 | cond_shape = [1, 2] |
| 2411 | else: |
| 2412 | cond_shape = [] |
| 2413 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2414 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2415 | 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] | 2416 | |
| 2417 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2418 | # 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] | 2419 | self.ser.addBasicBlock(body_block) |
| 2420 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2421 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2422 | self.ser.addInputTensor(incorrect_iter) |
| 2423 | self.ser.addInputTensor(a) |
| 2424 | self.ser.addInputTensor(incorrect_acc) |
| 2425 | else: |
| 2426 | self.ser.addInputTensor(iter) |
| 2427 | self.ser.addInputTensor(a) |
| 2428 | self.ser.addInputTensor(acc) |
| 2429 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2430 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2431 | |
| 2432 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2433 | iter_body_out = self.ser.addIntermediate( |
| 2434 | incorrect_iter.shape, incorrect_iter.dtype |
| 2435 | ) |
| 2436 | acc_body_out = self.ser.addIntermediate( |
| 2437 | incorrect_acc.shape, incorrect_acc.dtype |
| 2438 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2439 | else: |
| 2440 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2441 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2442 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2443 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2444 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2445 | self.ser.addOutputTensor(iter_body_out) |
| 2446 | self.ser.addOutputTensor(a) |
| 2447 | self.ser.addOutputTensor(acc_body_out) |
| 2448 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2449 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2450 | self.ser, |
| 2451 | validator_fcns, |
| 2452 | error_name, |
| 2453 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2454 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2455 | ): |
| 2456 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2457 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2458 | return acc_out |
| 2459 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2460 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2461 | self, |
| 2462 | op, |
| 2463 | val1, |
| 2464 | val2, |
| 2465 | inverse, |
| 2466 | validator_fcns=None, |
| 2467 | error_name=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2468 | ): |
| 2469 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2470 | |
| 2471 | input_names = [val1.name, val2.name] |
| 2472 | pCount, cCount = op["operands"] |
| 2473 | num_operands = pCount + cCount |
| 2474 | |
| 2475 | output_names = [res.name for res in results] |
| 2476 | output_shapes = [res.shape for res in results] |
| 2477 | output_dtypes = [res.dtype for res in results] |
| 2478 | |
| 2479 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2480 | self, error_name, input_names, output_names |
| 2481 | ) |
| 2482 | |
| 2483 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2484 | self.ser, |
| 2485 | validator_fcns, |
| 2486 | error_name, |
| 2487 | op=op, |
| 2488 | inverse=inverse, |
| 2489 | input1=val1, |
| 2490 | input2=val2, |
| 2491 | input_shape=val1.shape, |
| 2492 | input_dtype=val1.dtype, |
| 2493 | output_shape=output_shapes, |
| 2494 | output_dtype=output_dtypes, |
| 2495 | result_tensors=results, |
| 2496 | input_list=input_names, |
| 2497 | output_list=output_names, |
| 2498 | num_operands=num_operands, |
| 2499 | ): |
| 2500 | return None |
| 2501 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2502 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2503 | local_bound = False |
| 2504 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2505 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2506 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2507 | |
| 2508 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2509 | return results |
| 2510 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2511 | def build_rfft2d( |
| 2512 | self, |
| 2513 | op, |
| 2514 | val, |
| 2515 | validator_fcns=None, |
| 2516 | error_name=None, |
| 2517 | ): |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2518 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2519 | |
| 2520 | input_names = [val.name] |
| 2521 | pCount, cCount = op["operands"] |
| 2522 | num_operands = pCount + cCount |
| 2523 | |
| 2524 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2525 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2526 | output_dtypes = [res.dtype for res in results] |
| 2527 | |
| 2528 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2529 | self, error_name, input_names, output_names |
| 2530 | ) |
| 2531 | |
| 2532 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2533 | self.ser, |
| 2534 | validator_fcns, |
| 2535 | error_name, |
| 2536 | op=op, |
| 2537 | input_shape=val.shape, |
| 2538 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2539 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2540 | output_dtype=output_dtypes, |
| 2541 | result_tensors=results, |
| 2542 | input_list=input_names, |
| 2543 | output_list=output_names, |
| 2544 | num_operands=num_operands, |
| 2545 | ): |
| 2546 | return None |
| 2547 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2548 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2549 | local_bound = False |
| 2550 | |
| 2551 | attr = ts.TosaSerializerAttribute() |
| 2552 | attr.RFFTAttribute(local_bound) |
| 2553 | |
| 2554 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2555 | return results |
| 2556 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2557 | def build_shape_op( |
| 2558 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2559 | ): |
| 2560 | assert len(inputs) == 2 |
| 2561 | a, b = inputs |
| 2562 | |
| 2563 | result_tensor = OutputShaper.addShapeOp(self.ser, self.rng, a, b, error_name) |
| 2564 | |
| 2565 | # Invalidate Input/Output list for error if checks. |
| 2566 | input_list = [a.name, b.name] |
| 2567 | output_list = [result_tensor.name] |
| 2568 | pCount, cCount = op["operands"] |
| 2569 | num_operands = pCount + cCount |
| 2570 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2571 | self, error_name, input_list, output_list |
| 2572 | ) |
| 2573 | |
| 2574 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2575 | self.ser, |
| 2576 | validator_fcns, |
| 2577 | error_name, |
| 2578 | op=op, |
| 2579 | input1=a, |
| 2580 | input2=b, |
| 2581 | input_shape=a.shape, |
| 2582 | input_dtype=a.dtype, |
| 2583 | output_shape=result_tensor.shape, |
| 2584 | output_dtype=result_tensor.dtype, |
| 2585 | result_tensors=[result_tensor], |
| 2586 | input_list=input_list, |
| 2587 | output_list=output_list, |
| 2588 | num_operands=num_operands, |
| 2589 | ): |
| 2590 | return None |
| 2591 | |
| 2592 | self.ser.addOperator( |
| 2593 | op["op"], |
| 2594 | input_list, |
| 2595 | output_list, |
| 2596 | ) |
| 2597 | compliance = self.tensorComplianceMetaData( |
| 2598 | op, a.dtype, args_dict, result_tensor, error_name |
| 2599 | ) |
| 2600 | |
| 2601 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2602 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2603 | def create_filter_lists( |
| 2604 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2605 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2606 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2607 | default_test_rank_range = range(1, 5) |
| 2608 | if not shapeFilter: |
| 2609 | shapeFilter = [None] |
| 2610 | |
| 2611 | # Calculate the filters based on what is requested and what the operator allows |
| 2612 | rmin, rmax = op["rank"] |
| 2613 | if rankFilter is not None: |
| 2614 | cleanRankFilter = [] |
| 2615 | # Ensure rankFilter values are allowed by operator |
| 2616 | for rank in rankFilter: |
| 2617 | if rank >= rmin and rank <= rmax: |
| 2618 | cleanRankFilter.append(rank) |
| 2619 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2620 | # Ensure default behaviour is bounded by default range or by operator, |
| 2621 | # whichever is the smaller range of ranks. |
| 2622 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2623 | cleanRankFilter = ( |
| 2624 | opRankRange |
| 2625 | if len(opRankRange) <= len(default_test_rank_range) |
| 2626 | else default_test_rank_range |
| 2627 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2628 | else: |
| 2629 | cleanRankFilter = range(rmin, rmax + 1) |
| 2630 | |
| 2631 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2632 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2633 | if dtypeFilter is not None: |
| 2634 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2635 | # Create list of operator dtypes filtered by requested dtypes |
| 2636 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2637 | if dtype in dtypeFilter or ( |
| 2638 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2639 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2640 | cleanDtypeFilter.append(dtype) |
| 2641 | else: |
| 2642 | cleanDtypeFilter = dtypes |
| 2643 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2644 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2645 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2646 | "shapeFilter": shapeFilter, |
| 2647 | "rankFilter": cleanRankFilter, |
| 2648 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2649 | } |
| 2650 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2651 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2652 | if validator is not None: |
| 2653 | validator_info = validator(check=False, op=op) |
| 2654 | else: |
| 2655 | return None |
| 2656 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2657 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2658 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2659 | # Set parameters as required |
| 2660 | if error_arguments["rank"] is not None: |
| 2661 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2662 | else: |
| 2663 | rankFilter = cleanRankFilter |
| 2664 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2665 | if error_arguments["dtype"] is not None: |
| 2666 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2667 | else: |
| 2668 | dtypeFilter = cleanDtypeFilter |
| 2669 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2670 | if error_arguments["shape"] is not None: |
| 2671 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2672 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2673 | shapeFilter = shapeFilter[ |
| 2674 | :2 |
| 2675 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2676 | |
| 2677 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2678 | "shapeFilter": shapeFilter, |
| 2679 | "rankFilter": rankFilter, |
| 2680 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2681 | } |
| 2682 | return filterDict |
| 2683 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2684 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2685 | self, |
| 2686 | opName, |
| 2687 | shapeFilter=[None], |
| 2688 | rankFilter=None, |
| 2689 | dtypeFilter=None, |
| 2690 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2691 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2692 | |
| 2693 | try: |
| 2694 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2695 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2696 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2697 | |
| 2698 | # Initialize a new random number generator |
| 2699 | self.rng = np.random.default_rng(self.random_seed) |
| 2700 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2701 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2702 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2703 | # Test list consists of a tuple of: |
| 2704 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2705 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2706 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2707 | error_if_validators = op["error_if_validators"] |
| 2708 | else: |
| 2709 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2710 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2711 | for validator in error_if_validators: |
| 2712 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2713 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2714 | else: |
| 2715 | error_name = None |
| 2716 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2717 | filterDict = self.create_filter_lists( |
| 2718 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2719 | ) |
| 2720 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2721 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2722 | cleanRankFilter = filterDict["rankFilter"] |
| 2723 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2724 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2725 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2726 | |
| 2727 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2728 | for t in cleanDtypeFilter: |
| 2729 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2730 | # Filter out by rank |
| 2731 | if shape is not None and len(shape) != r: |
| 2732 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2733 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2734 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2735 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2736 | shapeStr = self.shapeStr(shapeList[0]) |
| 2737 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2738 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2739 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2740 | argList = [] |
| 2741 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2742 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2743 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2744 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2745 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2746 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2747 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2748 | if argStr: |
| 2749 | testStr = "{}_{}_{}_{}".format( |
| 2750 | opName, shapeStr, typeStr, argStr |
| 2751 | ) |
| 2752 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2753 | testStr = "{}_{}_{}".format( |
| 2754 | opName, shapeStr, typeStr |
| 2755 | ) |
| 2756 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2757 | if argStr: |
| 2758 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2759 | opName, error_name, shapeStr, typeStr, argStr |
| 2760 | ) |
| 2761 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2762 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2763 | opName, error_name, shapeStr, typeStr |
| 2764 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2765 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2766 | testList.append( |
| 2767 | (opName, testStr, t, error_name, shapeList, args) |
| 2768 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2769 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2770 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2771 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2772 | if "invalid_test_validators" in op: |
| 2773 | invalid_test_validators = op["invalid_test_validators"] |
| 2774 | clean_testList = [] |
| 2775 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2776 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2777 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2778 | if validator_fcn( |
| 2779 | opName=test[0], |
| 2780 | input_dtype=test[2], |
| 2781 | shapeList=test[4], |
| 2782 | args=test[5], |
| 2783 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2784 | remove_test = True |
| 2785 | if not remove_test: |
| 2786 | clean_testList.append(test) |
| 2787 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2788 | |
| 2789 | return testList |
| 2790 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2791 | def serializeTest( |
| 2792 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2793 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2794 | try: |
| 2795 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2796 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2797 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2798 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2799 | if self.args.verbose: |
| 2800 | print(f"Creating {testStr}") |
| 2801 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2802 | # Create a serializer |
| 2803 | self.createSerializer(opName, testStr) |
| 2804 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2805 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2806 | if "error_if_validators" in op: |
| 2807 | error_if_validators = op["error_if_validators"] |
| 2808 | else: |
| 2809 | error_if_validators = None |
| 2810 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2811 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2812 | num_operands = pCount + cCount |
| 2813 | |
| 2814 | if isinstance(dtype_or_dtypeList, list): |
| 2815 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2816 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2817 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2818 | else: |
| 2819 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2820 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2821 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2822 | assert ( |
| 2823 | len(shapeList) == num_operands |
| 2824 | ), "shapeList length {} must match number of operands {}".format( |
| 2825 | len(shapeList), num_operands |
| 2826 | ) |
| 2827 | assert ( |
| 2828 | len(dtypeList) == num_operands |
| 2829 | ), "dtypeList length {} must match number of operands {}".format( |
| 2830 | len(dtypeList), num_operands |
| 2831 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2832 | |
| 2833 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2834 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2835 | except KeyError: |
| 2836 | qgen = None |
| 2837 | |
| 2838 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2839 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2840 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2841 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2842 | else: |
| 2843 | qinfo = None |
| 2844 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2845 | # Extra meta data for the desc.json |
| 2846 | tensMeta = {} |
| 2847 | |
| 2848 | # Check we are using the new testArgs interface with an argsDict dictionary |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2849 | if isinstance(testArgs, dict): |
| 2850 | # New interface with args info in dictionary |
| 2851 | argsDict = testArgs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2852 | assert "dg_type" in argsDict |
| 2853 | tvgInfo = tvgen_fcn( |
| 2854 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2855 | ) |
| 2856 | if tvgInfo.dataGenDict: |
| 2857 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2858 | tens = tvgInfo.tensorList |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2859 | |
| 2860 | result = build_fcn( |
| 2861 | self, |
| 2862 | op, |
| 2863 | tens, |
| 2864 | argsDict, |
| 2865 | validator_fcns=error_if_validators, |
| 2866 | error_name=error_name, |
| 2867 | qinfo=qinfo, |
| 2868 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2869 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2870 | # Old interface with args info in a list |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2871 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2872 | |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2873 | try: |
| 2874 | if error_if_validators is None: |
| 2875 | if qinfo is not None: |
| 2876 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2877 | else: |
| 2878 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2879 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2880 | if qinfo is not None: |
| 2881 | result = build_fcn( |
| 2882 | self, |
| 2883 | op, |
| 2884 | *tens, |
| 2885 | *testArgs, |
| 2886 | validator_fcns=error_if_validators, |
| 2887 | error_name=error_name, |
| 2888 | qinfo=qinfo, |
| 2889 | ) |
| 2890 | else: |
| 2891 | result = build_fcn( |
| 2892 | self, |
| 2893 | op, |
| 2894 | *tens, |
| 2895 | *testArgs, |
| 2896 | validator_fcns=error_if_validators, |
| 2897 | error_name=error_name, |
| 2898 | ) |
| 2899 | except TypeError as e: |
| 2900 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
| 2901 | raise e |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2902 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2903 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2904 | # The test is valid, serialize it |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2905 | if isinstance(result, TosaTestGen.BuildInfo) and result.complianceDict: |
| 2906 | # Add the compliance meta data |
| 2907 | # NOTE: This currently expects only one result output |
| 2908 | tensMeta["compliance"] = { |
| 2909 | "version": "0.1", |
| 2910 | "tensors": {result.resultTensor.name: result.complianceDict}, |
| 2911 | } |
| 2912 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2913 | else: |
| 2914 | # The test is not valid |
| 2915 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2916 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2917 | def createDynamicOpLists(self): |
| 2918 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2919 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2920 | # Already created these lists (can occur when class is initialized more than once) |
| 2921 | return |
| 2922 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2923 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2924 | if not self.args.level8k: |
| 2925 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2926 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2927 | else: |
| 2928 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2929 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2930 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2931 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2932 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2933 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2934 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2935 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2936 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2937 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2938 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2939 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2940 | "depthwise_conv2d_TEMPLATE" |
| 2941 | ].copy() |
| 2942 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2943 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2944 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2945 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2946 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2947 | "transpose_conv2d_TEMPLATE" |
| 2948 | ].copy() |
| 2949 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2950 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2951 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2952 | for k in KERNELS_3D: |
| 2953 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2954 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2955 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2956 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2957 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2958 | # Delete any templates after having created any dynamic ops |
| 2959 | # This is a two-pass operation because it's bad practice to delete |
| 2960 | # keys from dictionaries while iterating |
| 2961 | keyList = [] |
| 2962 | for k in self.TOSA_OP_LIST: |
| 2963 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2964 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2965 | keyList.append(k) |
| 2966 | continue |
| 2967 | except KeyError: |
| 2968 | pass |
| 2969 | |
| 2970 | for k in keyList: |
| 2971 | del self.TOSA_OP_LIST[k] |
| 2972 | |
| 2973 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2974 | """Fill in default fields for ops if they aren't already specified. |
| 2975 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2976 | for op in self.TOSA_OP_LIST: |
| 2977 | |
| 2978 | # Required fields |
| 2979 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2980 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2981 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2982 | raise Exception( |
| 2983 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2984 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2985 | |
| 2986 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2987 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2988 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2989 | raise Exception( |
| 2990 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2991 | op |
| 2992 | ) |
| 2993 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2994 | |
| 2995 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2996 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2997 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2998 | raise Exception( |
| 2999 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3000 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3001 | |
| 3002 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3003 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3004 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3005 | raise Exception( |
| 3006 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3007 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3008 | |
| 3009 | # Put in default rank range, if missing |
| 3010 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3011 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3012 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3013 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3014 | |
| 3015 | # Tensor operator list |
| 3016 | # 'op': op name |
| 3017 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3018 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3019 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3020 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3021 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3022 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3023 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3024 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3025 | TYPE_INT_FP = [ |
| 3026 | DType.INT8, |
| 3027 | DType.INT16, |
| 3028 | DType.INT32, |
| 3029 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3030 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3031 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3032 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3033 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3034 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3035 | TYPE_FI32 = [ |
| 3036 | DType.FP32, |
| 3037 | DType.FP16, |
| 3038 | DType.BF16, |
| 3039 | DType.INT32, |
| 3040 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3041 | TYPE_FIB = [ |
| 3042 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3043 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3044 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3045 | DType.INT8, |
| 3046 | DType.INT16, |
| 3047 | DType.INT32, |
| 3048 | DType.BOOL, |
| 3049 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3050 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3051 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3052 | 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] | 3053 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3054 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3055 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3056 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3057 | [DType.INT8, DType.INT8, DType.INT32], |
| 3058 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3059 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3060 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3061 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3062 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3063 | ] |
| 3064 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3065 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3066 | |
| 3067 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3068 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3069 | "argmax": { |
| 3070 | "op": Op.ARGMAX, |
| 3071 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3072 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3073 | "build_fcn": ( |
| 3074 | build_argmax, |
| 3075 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3076 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3077 | TosaArgGen.agAxis, |
| 3078 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3079 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3080 | "error_if_validators": ( |
| 3081 | TosaErrorValidator.evAxisSmallerZero, |
| 3082 | TosaErrorValidator.evAxisLargerRank, |
| 3083 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3084 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3085 | TosaErrorValidator.evWrongRank, |
| 3086 | TosaErrorValidator.evWrongInputType, |
| 3087 | TosaErrorValidator.evWrongOutputType, |
| 3088 | TosaErrorValidator.evWrongInputList, |
| 3089 | TosaErrorValidator.evWrongOutputList, |
| 3090 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3091 | "data_gen": { |
| 3092 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3093 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3094 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3095 | "avg_pool2d": { |
| 3096 | "op": Op.AVG_POOL2D, |
| 3097 | "operands": (1, 0), |
| 3098 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3099 | "build_fcn": ( |
| 3100 | build_pool2d, |
| 3101 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3102 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3103 | TosaArgGen.agPooling, |
| 3104 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3105 | "qgen": TosaQuantGen.qgUnary, |
| 3106 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3107 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3108 | "error_if_validators": ( |
| 3109 | TosaErrorValidator.evKernelSmallerOne, |
| 3110 | TosaErrorValidator.evStrideSmallerOne, |
| 3111 | TosaErrorValidator.evPadSmallerZero, |
| 3112 | TosaErrorValidator.evWrongRank, |
| 3113 | TosaErrorValidator.evWrongInputType, |
| 3114 | TosaErrorValidator.evWrongOutputType, |
| 3115 | TosaErrorValidator.evWrongInputList, |
| 3116 | TosaErrorValidator.evWrongOutputList, |
| 3117 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3118 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3119 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3120 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3121 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3122 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3123 | "data_gen": { |
| 3124 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3125 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3126 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3127 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3128 | "conv2d_TEMPLATE": { |
| 3129 | "op": Op.CONV2D, |
| 3130 | "operands": (1, 2), |
| 3131 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3132 | "build_fcn": ( |
| 3133 | build_conv2d, |
| 3134 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3135 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3136 | TosaArgGen.agConv, |
| 3137 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3138 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3139 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3140 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3141 | "error_if_validators": ( |
| 3142 | TosaErrorValidator.evWrongInputType, |
| 3143 | TosaErrorValidator.evWrongOutputType, |
| 3144 | TosaErrorValidator.evWrongInputList, |
| 3145 | TosaErrorValidator.evWrongOutputList, |
| 3146 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3147 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3148 | TosaErrorValidator.evPadSmallerZero, |
| 3149 | TosaErrorValidator.evStrideSmallerOne, |
| 3150 | TosaErrorValidator.evDilationSmallerOne, |
| 3151 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3152 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3153 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3154 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3155 | "data_gen": { |
| 3156 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3157 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3158 | "template": True, |
| 3159 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3160 | # Templated operator. Filled in by createDynamicOpLists |
| 3161 | "conv3d_TEMPLATE": { |
| 3162 | "op": Op.CONV3D, |
| 3163 | "operands": (1, 2), |
| 3164 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3165 | "build_fcn": ( |
| 3166 | build_conv3d, |
| 3167 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3168 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3169 | TosaArgGen.agConv, |
| 3170 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3171 | "qgen": TosaQuantGen.qgConv, |
| 3172 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3173 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3174 | "error_if_validators": ( |
| 3175 | TosaErrorValidator.evWrongInputType, |
| 3176 | TosaErrorValidator.evWrongOutputType, |
| 3177 | TosaErrorValidator.evWrongInputList, |
| 3178 | TosaErrorValidator.evWrongOutputList, |
| 3179 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3180 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3181 | TosaErrorValidator.evPadSmallerZero, |
| 3182 | TosaErrorValidator.evStrideSmallerOne, |
| 3183 | TosaErrorValidator.evDilationSmallerOne, |
| 3184 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3185 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3186 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3187 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3188 | "template": True, |
| 3189 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3190 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3191 | "depthwise_conv2d_TEMPLATE": { |
| 3192 | "op": Op.DEPTHWISE_CONV2D, |
| 3193 | "operands": (1, 2), |
| 3194 | "filter": [1, 1], |
| 3195 | "rank": (4, 4), |
| 3196 | "build_fcn": ( |
| 3197 | build_depthwise_conv2d, |
| 3198 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3199 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3200 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3201 | ), |
| 3202 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3203 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3204 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3205 | "error_if_validators": ( |
| 3206 | TosaErrorValidator.evWrongInputType, |
| 3207 | TosaErrorValidator.evWrongOutputType, |
| 3208 | TosaErrorValidator.evWrongInputList, |
| 3209 | TosaErrorValidator.evWrongOutputList, |
| 3210 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3211 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3212 | TosaErrorValidator.evPadSmallerZero, |
| 3213 | TosaErrorValidator.evStrideSmallerOne, |
| 3214 | TosaErrorValidator.evDilationSmallerOne, |
| 3215 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3216 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3217 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3218 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame^] | 3219 | "data_gen": { |
| 3220 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3221 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3222 | "template": True, |
| 3223 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3224 | "fully_connected": { |
| 3225 | "op": Op.FULLY_CONNECTED, |
| 3226 | "operands": (1, 2), |
| 3227 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3228 | "build_fcn": ( |
| 3229 | build_fully_connected, |
| 3230 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3231 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3232 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3233 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3234 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3235 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3236 | "error_if_validators": ( |
| 3237 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3238 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3239 | TosaErrorValidator.evWrongRank, |
| 3240 | TosaErrorValidator.evWrongInputType, |
| 3241 | TosaErrorValidator.evWrongOutputType, |
| 3242 | TosaErrorValidator.evWrongInputList, |
| 3243 | TosaErrorValidator.evWrongOutputList, |
| 3244 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3245 | "data_gen": { |
| 3246 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3247 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3248 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3249 | "matmul": { |
| 3250 | "op": Op.MATMUL, |
| 3251 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3252 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3253 | "build_fcn": ( |
| 3254 | build_matmul, |
| 3255 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3256 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3257 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3258 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3259 | "qgen": TosaQuantGen.qgMatmul, |
| 3260 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3261 | "error_if_validators": ( |
| 3262 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3263 | TosaErrorValidator.evWrongRank, |
| 3264 | TosaErrorValidator.evWrongInputType, |
| 3265 | TosaErrorValidator.evWrongOutputType, |
| 3266 | TosaErrorValidator.evWrongInputList, |
| 3267 | TosaErrorValidator.evWrongOutputList, |
| 3268 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3269 | "data_gen": { |
| 3270 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3271 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3272 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3273 | "max_pool2d": { |
| 3274 | "op": Op.MAX_POOL2D, |
| 3275 | "operands": (1, 0), |
| 3276 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3277 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3278 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3279 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3280 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3281 | TosaArgGen.agPooling, |
| 3282 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3283 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3284 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3285 | "error_if_validators": ( |
| 3286 | TosaErrorValidator.evKernelSmallerOne, |
| 3287 | TosaErrorValidator.evStrideSmallerOne, |
| 3288 | TosaErrorValidator.evPadSmallerZero, |
| 3289 | TosaErrorValidator.evWrongRank, |
| 3290 | TosaErrorValidator.evWrongInputType, |
| 3291 | TosaErrorValidator.evWrongOutputType, |
| 3292 | TosaErrorValidator.evWrongInputList, |
| 3293 | TosaErrorValidator.evWrongOutputList, |
| 3294 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3295 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3296 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3297 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3298 | "data_gen": { |
| 3299 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3300 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3301 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3302 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3303 | "transpose_conv2d_TEMPLATE": { |
| 3304 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3305 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3306 | "rank": (4, 4), |
| 3307 | "build_fcn": ( |
| 3308 | build_transpose_conv2d, |
| 3309 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3310 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3311 | TosaArgGen.agTransposeConv2D, |
| 3312 | ), |
| 3313 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3314 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3315 | "invalid_test_validators": ( |
| 3316 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3317 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3318 | ), |
| 3319 | "error_if_validators": ( |
| 3320 | TosaErrorValidator.evWrongInputType, |
| 3321 | TosaErrorValidator.evWrongOutputType, |
| 3322 | TosaErrorValidator.evWrongInputList, |
| 3323 | TosaErrorValidator.evWrongOutputList, |
| 3324 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3325 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3326 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3327 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3328 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3329 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3330 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3331 | "template": True, |
| 3332 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3333 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3334 | "clamp": { |
| 3335 | "op": Op.CLAMP, |
| 3336 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3337 | "build_fcn": ( |
| 3338 | build_clamp, |
| 3339 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3340 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3341 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3342 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3343 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3344 | "error_if_validators": ( |
| 3345 | TosaErrorValidator.evMaxSmallerMin, |
| 3346 | TosaErrorValidator.evWrongInputType, |
| 3347 | TosaErrorValidator.evWrongOutputType, |
| 3348 | TosaErrorValidator.evWrongInputList, |
| 3349 | TosaErrorValidator.evWrongOutputList, |
| 3350 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3351 | "data_gen": { |
| 3352 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3353 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3354 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3355 | "sigmoid": { |
| 3356 | "op": Op.SIGMOID, |
| 3357 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3358 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3359 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3360 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3361 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3362 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3363 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3364 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3365 | "error_if_validators": ( |
| 3366 | TosaErrorValidator.evWrongInputType, |
| 3367 | TosaErrorValidator.evWrongOutputType, |
| 3368 | TosaErrorValidator.evWrongInputList, |
| 3369 | TosaErrorValidator.evWrongOutputList, |
| 3370 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3371 | "data_gen": { |
| 3372 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3373 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3374 | }, |
| 3375 | "tanh": { |
| 3376 | "op": Op.TANH, |
| 3377 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3378 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3379 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3380 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3381 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3382 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3383 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3384 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3385 | "error_if_validators": ( |
| 3386 | TosaErrorValidator.evWrongInputType, |
| 3387 | TosaErrorValidator.evWrongOutputType, |
| 3388 | TosaErrorValidator.evWrongInputList, |
| 3389 | TosaErrorValidator.evWrongOutputList, |
| 3390 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3391 | "data_gen": { |
| 3392 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3393 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3394 | "compliance": { |
| 3395 | "abs_error_lower_bound": 0.5, |
| 3396 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3397 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3398 | "erf": { |
| 3399 | "op": Op.ERF, |
| 3400 | "operands": (1, 0), |
| 3401 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3402 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3403 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3404 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3405 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3406 | ), |
| 3407 | "types": TYPE_FP, |
| 3408 | "error_if_validators": ( |
| 3409 | TosaErrorValidator.evWrongInputType, |
| 3410 | TosaErrorValidator.evWrongOutputType, |
| 3411 | TosaErrorValidator.evWrongInputList, |
| 3412 | TosaErrorValidator.evWrongOutputList, |
| 3413 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3414 | "data_gen": { |
| 3415 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3416 | }, |
| 3417 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3418 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3419 | # Elementwise Binary Operators |
| 3420 | "add": { |
| 3421 | "op": Op.ADD, |
| 3422 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3423 | "build_fcn": ( |
| 3424 | build_binary_broadcast, |
| 3425 | TosaTensorGen.tgBroadcastFuzz, |
| 3426 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3427 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3428 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3429 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3430 | "error_if_validators": ( |
| 3431 | TosaErrorValidator.evRankMismatch, |
| 3432 | TosaErrorValidator.evWrongInputType, |
| 3433 | TosaErrorValidator.evWrongOutputType, |
| 3434 | TosaErrorValidator.evWrongInputList, |
| 3435 | TosaErrorValidator.evWrongOutputList, |
| 3436 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3437 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3438 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3439 | "data_gen": { |
| 3440 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3441 | }, |
| 3442 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3443 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3444 | "arithmetic_right_shift": { |
| 3445 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3446 | "operands": (2, 0), |
| 3447 | "build_fcn": ( |
| 3448 | build_arithmetic_right_shift, |
| 3449 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3450 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3451 | TosaArgGen.agArithmeticRightShift, |
| 3452 | ), |
| 3453 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3454 | "error_if_validators": ( |
| 3455 | TosaErrorValidator.evRankMismatch, |
| 3456 | TosaErrorValidator.evWrongInputType, |
| 3457 | TosaErrorValidator.evWrongOutputType, |
| 3458 | TosaErrorValidator.evWrongInputList, |
| 3459 | TosaErrorValidator.evWrongOutputList, |
| 3460 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3461 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3462 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3463 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3464 | "bitwise_and": { |
| 3465 | "op": Op.BITWISE_AND, |
| 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_INT, |
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 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3483 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3484 | "bitwise_or": { |
| 3485 | "op": Op.BITWISE_OR, |
| 3486 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3487 | "build_fcn": ( |
| 3488 | build_binary_broadcast, |
| 3489 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3490 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3491 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3492 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3493 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3494 | "error_if_validators": ( |
| 3495 | TosaErrorValidator.evRankMismatch, |
| 3496 | TosaErrorValidator.evWrongInputType, |
| 3497 | TosaErrorValidator.evWrongOutputType, |
| 3498 | TosaErrorValidator.evWrongInputList, |
| 3499 | TosaErrorValidator.evWrongOutputList, |
| 3500 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3501 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3502 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3503 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3504 | "bitwise_xor": { |
| 3505 | "op": Op.BITWISE_XOR, |
| 3506 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3507 | "build_fcn": ( |
| 3508 | build_binary_broadcast, |
| 3509 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3510 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3511 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3512 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3513 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3514 | "error_if_validators": ( |
| 3515 | TosaErrorValidator.evRankMismatch, |
| 3516 | TosaErrorValidator.evWrongInputType, |
| 3517 | TosaErrorValidator.evWrongOutputType, |
| 3518 | TosaErrorValidator.evWrongInputList, |
| 3519 | TosaErrorValidator.evWrongOutputList, |
| 3520 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3521 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3522 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3523 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3524 | "intdiv": { |
| 3525 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3526 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3527 | "build_fcn": ( |
| 3528 | build_binary_broadcast, |
| 3529 | TosaTensorGen.tgBroadcastFuzz, |
| 3530 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3531 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3532 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3533 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3534 | "error_if_validators": ( |
| 3535 | TosaErrorValidator.evRankMismatch, |
| 3536 | TosaErrorValidator.evWrongInputType, |
| 3537 | TosaErrorValidator.evWrongOutputType, |
| 3538 | TosaErrorValidator.evWrongInputList, |
| 3539 | TosaErrorValidator.evWrongOutputList, |
| 3540 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3541 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3542 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3543 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3544 | "logical_and": { |
| 3545 | "op": Op.LOGICAL_AND, |
| 3546 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3547 | "build_fcn": ( |
| 3548 | build_binary_broadcast, |
| 3549 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3550 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3551 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3552 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3553 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3554 | "error_if_validators": ( |
| 3555 | TosaErrorValidator.evRankMismatch, |
| 3556 | TosaErrorValidator.evWrongInputType, |
| 3557 | TosaErrorValidator.evWrongOutputType, |
| 3558 | TosaErrorValidator.evWrongInputList, |
| 3559 | TosaErrorValidator.evWrongOutputList, |
| 3560 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3561 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3562 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3563 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3564 | "logical_left_shift": { |
| 3565 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3566 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3567 | "build_fcn": ( |
| 3568 | build_binary_broadcast, |
| 3569 | TosaTensorGen.tgBroadcastFuzz, |
| 3570 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3571 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3572 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3573 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3574 | "error_if_validators": ( |
| 3575 | TosaErrorValidator.evRankMismatch, |
| 3576 | TosaErrorValidator.evWrongInputType, |
| 3577 | TosaErrorValidator.evWrongOutputType, |
| 3578 | TosaErrorValidator.evWrongInputList, |
| 3579 | TosaErrorValidator.evWrongOutputList, |
| 3580 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3581 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3582 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3583 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3584 | "logical_right_shift": { |
| 3585 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3586 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3587 | "build_fcn": ( |
| 3588 | build_binary_broadcast, |
| 3589 | TosaTensorGen.tgBroadcastFuzz, |
| 3590 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3591 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3592 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3593 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3594 | "error_if_validators": ( |
| 3595 | TosaErrorValidator.evRankMismatch, |
| 3596 | TosaErrorValidator.evWrongInputType, |
| 3597 | TosaErrorValidator.evWrongOutputType, |
| 3598 | TosaErrorValidator.evWrongInputList, |
| 3599 | TosaErrorValidator.evWrongOutputList, |
| 3600 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3601 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3602 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3603 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3604 | "logical_or": { |
| 3605 | "op": Op.LOGICAL_OR, |
| 3606 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3607 | "build_fcn": ( |
| 3608 | build_binary_broadcast, |
| 3609 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3610 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3611 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3612 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3613 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3614 | "error_if_validators": ( |
| 3615 | TosaErrorValidator.evRankMismatch, |
| 3616 | TosaErrorValidator.evWrongInputType, |
| 3617 | TosaErrorValidator.evWrongOutputType, |
| 3618 | TosaErrorValidator.evWrongInputList, |
| 3619 | TosaErrorValidator.evWrongOutputList, |
| 3620 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3621 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3622 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3623 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3624 | "logical_xor": { |
| 3625 | "op": Op.LOGICAL_XOR, |
| 3626 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3627 | "build_fcn": ( |
| 3628 | build_binary_broadcast, |
| 3629 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3630 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3631 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3632 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3633 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3634 | "error_if_validators": ( |
| 3635 | TosaErrorValidator.evRankMismatch, |
| 3636 | TosaErrorValidator.evWrongInputType, |
| 3637 | TosaErrorValidator.evWrongOutputType, |
| 3638 | TosaErrorValidator.evWrongInputList, |
| 3639 | TosaErrorValidator.evWrongOutputList, |
| 3640 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3641 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 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 | "maximum": { |
| 3645 | "op": Op.MAXIMUM, |
| 3646 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3647 | "build_fcn": ( |
| 3648 | build_binary_broadcast, |
| 3649 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3650 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3651 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3652 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3653 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3654 | "error_if_validators": ( |
| 3655 | TosaErrorValidator.evRankMismatch, |
| 3656 | TosaErrorValidator.evWrongInputType, |
| 3657 | TosaErrorValidator.evWrongOutputType, |
| 3658 | TosaErrorValidator.evWrongInputList, |
| 3659 | TosaErrorValidator.evWrongOutputList, |
| 3660 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3661 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3662 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3663 | "data_gen": { |
| 3664 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3665 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3666 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3667 | "minimum": { |
| 3668 | "op": Op.MINIMUM, |
| 3669 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3670 | "build_fcn": ( |
| 3671 | build_binary_broadcast, |
| 3672 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3673 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3674 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3675 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3676 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3677 | "error_if_validators": ( |
| 3678 | TosaErrorValidator.evRankMismatch, |
| 3679 | TosaErrorValidator.evWrongInputType, |
| 3680 | TosaErrorValidator.evWrongOutputType, |
| 3681 | TosaErrorValidator.evWrongInputList, |
| 3682 | TosaErrorValidator.evWrongOutputList, |
| 3683 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3684 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3685 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3686 | "data_gen": { |
| 3687 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3688 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3689 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3690 | "mul": { |
| 3691 | "op": Op.MUL, |
| 3692 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3693 | "build_fcn": ( |
| 3694 | build_mul, |
| 3695 | TosaTensorGen.tgBroadcastFuzz, |
| 3696 | TosaTensorValuesGen.tvgMul, |
| 3697 | TosaArgGen.agMul, |
| 3698 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3699 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3700 | "error_if_validators": ( |
| 3701 | TosaErrorValidator.evWrongInputType, |
| 3702 | TosaErrorValidator.evWrongOutputType, |
| 3703 | TosaErrorValidator.evWrongInputList, |
| 3704 | TosaErrorValidator.evWrongOutputList, |
| 3705 | TosaErrorValidator.evRankMismatch, |
| 3706 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3707 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3708 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3709 | "data_gen": { |
| 3710 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3711 | }, |
| 3712 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3713 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3714 | "pow": { |
| 3715 | "op": Op.POW, |
| 3716 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3717 | "build_fcn": ( |
| 3718 | build_binary_broadcast, |
| 3719 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3720 | TosaTensorValuesGen.tvgPow, |
| 3721 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3722 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3723 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3724 | "error_if_validators": ( |
| 3725 | TosaErrorValidator.evRankMismatch, |
| 3726 | TosaErrorValidator.evWrongInputType, |
| 3727 | TosaErrorValidator.evWrongOutputType, |
| 3728 | TosaErrorValidator.evWrongInputList, |
| 3729 | TosaErrorValidator.evWrongOutputList, |
| 3730 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3731 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3732 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3733 | "data_gen": { |
| 3734 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3735 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3736 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3737 | "sub": { |
| 3738 | "op": Op.SUB, |
| 3739 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3740 | "build_fcn": ( |
| 3741 | build_binary_broadcast, |
| 3742 | TosaTensorGen.tgBroadcastFuzz, |
| 3743 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3744 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3745 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3746 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3747 | "error_if_validators": ( |
| 3748 | TosaErrorValidator.evRankMismatch, |
| 3749 | TosaErrorValidator.evWrongInputType, |
| 3750 | TosaErrorValidator.evWrongOutputType, |
| 3751 | TosaErrorValidator.evWrongInputList, |
| 3752 | TosaErrorValidator.evWrongOutputList, |
| 3753 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3754 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3755 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3756 | "data_gen": { |
| 3757 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3758 | }, |
| 3759 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3760 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3761 | "table": { |
| 3762 | "op": Op.TABLE, |
| 3763 | # Use the automatic generation functions to create the input array |
| 3764 | # but create the table tensor in the build function, as it may be |
| 3765 | # a different type from the input |
| 3766 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3767 | "build_fcn": ( |
| 3768 | build_table, |
| 3769 | TosaTensorGen.tgBasic, |
| 3770 | TosaTensorValuesGen.tvgDefault, |
| 3771 | TosaArgGen.agTable, |
| 3772 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3773 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3774 | "error_if_validators": ( |
| 3775 | TosaErrorValidator.evWrongInputType, |
| 3776 | TosaErrorValidator.evWrongOutputType, |
| 3777 | TosaErrorValidator.evWrongInputList, |
| 3778 | TosaErrorValidator.evWrongOutputList, |
| 3779 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3780 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3781 | # Elementwise Unary operators |
| 3782 | "abs": { |
| 3783 | "op": Op.ABS, |
| 3784 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3785 | "build_fcn": ( |
| 3786 | build_unary, |
| 3787 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3788 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3789 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3790 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3791 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3792 | "error_if_validators": ( |
| 3793 | TosaErrorValidator.evWrongInputType, |
| 3794 | TosaErrorValidator.evWrongOutputType, |
| 3795 | TosaErrorValidator.evWrongInputList, |
| 3796 | TosaErrorValidator.evWrongOutputList, |
| 3797 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3798 | "data_gen": { |
| 3799 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3800 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3801 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3802 | "bitwise_not": { |
| 3803 | "op": Op.BITWISE_NOT, |
| 3804 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3805 | "build_fcn": ( |
| 3806 | build_unary, |
| 3807 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3808 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3809 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3810 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3811 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3812 | "error_if_validators": ( |
| 3813 | TosaErrorValidator.evWrongInputType, |
| 3814 | TosaErrorValidator.evWrongOutputType, |
| 3815 | TosaErrorValidator.evWrongInputList, |
| 3816 | TosaErrorValidator.evWrongOutputList, |
| 3817 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3818 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3819 | "ceil": { |
| 3820 | "op": Op.CEIL, |
| 3821 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3822 | "build_fcn": ( |
| 3823 | build_unary, |
| 3824 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3825 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3826 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3827 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3828 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3829 | "error_if_validators": ( |
| 3830 | TosaErrorValidator.evWrongInputType, |
| 3831 | TosaErrorValidator.evWrongOutputType, |
| 3832 | TosaErrorValidator.evWrongInputList, |
| 3833 | TosaErrorValidator.evWrongOutputList, |
| 3834 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3835 | "data_gen": { |
| 3836 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3837 | }, |
| 3838 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3839 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3840 | "clz": { |
| 3841 | "op": Op.CLZ, |
| 3842 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3843 | "build_fcn": ( |
| 3844 | build_unary, |
| 3845 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3846 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3847 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3848 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3849 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3850 | "error_if_validators": ( |
| 3851 | TosaErrorValidator.evWrongInputType, |
| 3852 | TosaErrorValidator.evWrongOutputType, |
| 3853 | TosaErrorValidator.evWrongInputList, |
| 3854 | TosaErrorValidator.evWrongOutputList, |
| 3855 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3856 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3857 | "exp": { |
| 3858 | "op": Op.EXP, |
| 3859 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3860 | "build_fcn": ( |
| 3861 | build_unary, |
| 3862 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3863 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3864 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3865 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3866 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3867 | "error_if_validators": ( |
| 3868 | TosaErrorValidator.evWrongInputType, |
| 3869 | TosaErrorValidator.evWrongOutputType, |
| 3870 | TosaErrorValidator.evWrongInputList, |
| 3871 | TosaErrorValidator.evWrongOutputList, |
| 3872 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3873 | "data_gen": { |
| 3874 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3875 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3876 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3877 | "floor": { |
| 3878 | "op": Op.FLOOR, |
| 3879 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3880 | "build_fcn": ( |
| 3881 | build_unary, |
| 3882 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3883 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3884 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3885 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3886 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3887 | "error_if_validators": ( |
| 3888 | TosaErrorValidator.evWrongInputType, |
| 3889 | TosaErrorValidator.evWrongOutputType, |
| 3890 | TosaErrorValidator.evWrongInputList, |
| 3891 | TosaErrorValidator.evWrongOutputList, |
| 3892 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3893 | "data_gen": { |
| 3894 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3895 | }, |
| 3896 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3897 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3898 | "log": { |
| 3899 | "op": Op.LOG, |
| 3900 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3901 | "build_fcn": ( |
| 3902 | build_unary, |
| 3903 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3904 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3905 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3906 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3907 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3908 | "error_if_validators": ( |
| 3909 | TosaErrorValidator.evWrongInputType, |
| 3910 | TosaErrorValidator.evWrongOutputType, |
| 3911 | TosaErrorValidator.evWrongInputList, |
| 3912 | TosaErrorValidator.evWrongOutputList, |
| 3913 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3914 | "data_gen": { |
| 3915 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3916 | }, |
| 3917 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3918 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3919 | "logical_not": { |
| 3920 | "op": Op.LOGICAL_NOT, |
| 3921 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3922 | "build_fcn": ( |
| 3923 | build_unary, |
| 3924 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3925 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3926 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3927 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3928 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3929 | "error_if_validators": ( |
| 3930 | TosaErrorValidator.evWrongInputType, |
| 3931 | TosaErrorValidator.evWrongOutputType, |
| 3932 | TosaErrorValidator.evWrongInputList, |
| 3933 | TosaErrorValidator.evWrongOutputList, |
| 3934 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3935 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3936 | "negate": { |
| 3937 | "op": Op.NEGATE, |
| 3938 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3939 | "build_fcn": ( |
| 3940 | build_unary, |
| 3941 | TosaTensorGen.tgBasic, |
| 3942 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3943 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3944 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3945 | "qgen": TosaQuantGen.qgUnary, |
| 3946 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3947 | "error_if_validators": ( |
| 3948 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3949 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3950 | TosaErrorValidator.evWrongInputType, |
| 3951 | TosaErrorValidator.evWrongOutputType, |
| 3952 | TosaErrorValidator.evWrongInputList, |
| 3953 | TosaErrorValidator.evWrongOutputList, |
| 3954 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3955 | "data_gen": { |
| 3956 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 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 | "reciprocal": { |
| 3960 | "op": Op.RECIPROCAL, |
| 3961 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3962 | "build_fcn": ( |
| 3963 | build_unary, |
| 3964 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3965 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3966 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3967 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3968 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3969 | "error_if_validators": ( |
| 3970 | TosaErrorValidator.evWrongInputType, |
| 3971 | TosaErrorValidator.evWrongOutputType, |
| 3972 | TosaErrorValidator.evWrongInputList, |
| 3973 | TosaErrorValidator.evWrongOutputList, |
| 3974 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3975 | "data_gen": { |
| 3976 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3977 | }, |
| 3978 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3979 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3980 | "rsqrt": { |
| 3981 | "op": Op.RSQRT, |
| 3982 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3983 | "build_fcn": ( |
| 3984 | build_unary, |
| 3985 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3986 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3987 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3988 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3989 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3990 | "error_if_validators": ( |
| 3991 | TosaErrorValidator.evWrongInputType, |
| 3992 | TosaErrorValidator.evWrongOutputType, |
| 3993 | TosaErrorValidator.evWrongInputList, |
| 3994 | TosaErrorValidator.evWrongOutputList, |
| 3995 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3996 | "data_gen": { |
| 3997 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3998 | }, |
| 3999 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4000 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4001 | # Elementwise Ternary operators |
| 4002 | "select": { |
| 4003 | "op": Op.SELECT, |
| 4004 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4005 | "build_fcn": ( |
| 4006 | build_select, |
| 4007 | TosaTensorGen.tgBroadcastFuzz, |
| 4008 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4009 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4010 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4011 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4012 | "error_if_validators": ( |
| 4013 | TosaErrorValidator.evRankMismatch, |
| 4014 | TosaErrorValidator.evWrongInputType, |
| 4015 | TosaErrorValidator.evWrongOutputType, |
| 4016 | TosaErrorValidator.evWrongInputList, |
| 4017 | TosaErrorValidator.evWrongOutputList, |
| 4018 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4019 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4020 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4021 | "data_gen": { |
| 4022 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4023 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4024 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4025 | # Comparison operators |
| 4026 | "equal": { |
| 4027 | "op": Op.EQUAL, |
| 4028 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4029 | "build_fcn": ( |
| 4030 | build_comparison, |
| 4031 | TosaTensorGen.tgBroadcastFuzz, |
| 4032 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4033 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4034 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4035 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4036 | "error_if_validators": ( |
| 4037 | TosaErrorValidator.evRankMismatch, |
| 4038 | TosaErrorValidator.evWrongInputType, |
| 4039 | TosaErrorValidator.evWrongOutputType, |
| 4040 | TosaErrorValidator.evWrongInputList, |
| 4041 | TosaErrorValidator.evWrongOutputList, |
| 4042 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4043 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4044 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4045 | "data_gen": { |
| 4046 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4047 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4048 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4049 | "greater_equal": { |
| 4050 | "op": Op.GREATER_EQUAL, |
| 4051 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4052 | "build_fcn": ( |
| 4053 | build_comparison, |
| 4054 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4055 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4056 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4057 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4058 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4059 | "error_if_validators": ( |
| 4060 | TosaErrorValidator.evRankMismatch, |
| 4061 | TosaErrorValidator.evWrongInputType, |
| 4062 | TosaErrorValidator.evWrongOutputType, |
| 4063 | TosaErrorValidator.evWrongInputList, |
| 4064 | TosaErrorValidator.evWrongOutputList, |
| 4065 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4066 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4067 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4068 | "data_gen": { |
| 4069 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4070 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4071 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4072 | "greater": { |
| 4073 | "op": Op.GREATER, |
| 4074 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4075 | "build_fcn": ( |
| 4076 | build_comparison, |
| 4077 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4078 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4079 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4080 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4081 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4082 | "error_if_validators": ( |
| 4083 | TosaErrorValidator.evRankMismatch, |
| 4084 | TosaErrorValidator.evWrongInputType, |
| 4085 | TosaErrorValidator.evWrongOutputType, |
| 4086 | TosaErrorValidator.evWrongInputList, |
| 4087 | TosaErrorValidator.evWrongOutputList, |
| 4088 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4089 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4090 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4091 | "data_gen": { |
| 4092 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4093 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4094 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4095 | # Reduction operators |
| 4096 | "reduce_all": { |
| 4097 | "op": Op.REDUCE_ALL, |
| 4098 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4099 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4100 | "build_fcn": ( |
| 4101 | build_reduce, |
| 4102 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4103 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4104 | TosaArgGen.agAxis, |
| 4105 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4106 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4107 | "error_if_validators": ( |
| 4108 | TosaErrorValidator.evAxisLargerRank, |
| 4109 | TosaErrorValidator.evAxisSmallerZero, |
| 4110 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4111 | TosaErrorValidator.evWrongInputType, |
| 4112 | TosaErrorValidator.evWrongOutputType, |
| 4113 | TosaErrorValidator.evWrongRank, |
| 4114 | TosaErrorValidator.evWrongInputList, |
| 4115 | TosaErrorValidator.evWrongOutputList, |
| 4116 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4117 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4118 | "reduce_any": { |
| 4119 | "op": Op.REDUCE_ANY, |
| 4120 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4121 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4122 | "build_fcn": ( |
| 4123 | build_reduce, |
| 4124 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4125 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4126 | TosaArgGen.agAxis, |
| 4127 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4128 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4129 | "error_if_validators": ( |
| 4130 | TosaErrorValidator.evAxisLargerRank, |
| 4131 | TosaErrorValidator.evAxisSmallerZero, |
| 4132 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4133 | TosaErrorValidator.evWrongInputType, |
| 4134 | TosaErrorValidator.evWrongOutputType, |
| 4135 | TosaErrorValidator.evWrongRank, |
| 4136 | TosaErrorValidator.evWrongInputList, |
| 4137 | TosaErrorValidator.evWrongOutputList, |
| 4138 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4139 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4140 | "reduce_max": { |
| 4141 | "op": Op.REDUCE_MAX, |
| 4142 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4143 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4144 | "build_fcn": ( |
| 4145 | build_reduce, |
| 4146 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4147 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4148 | TosaArgGen.agAxis, |
| 4149 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4150 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4151 | "error_if_validators": ( |
| 4152 | TosaErrorValidator.evAxisLargerRank, |
| 4153 | TosaErrorValidator.evAxisSmallerZero, |
| 4154 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4155 | TosaErrorValidator.evWrongInputType, |
| 4156 | TosaErrorValidator.evWrongOutputType, |
| 4157 | TosaErrorValidator.evWrongRank, |
| 4158 | TosaErrorValidator.evWrongInputList, |
| 4159 | TosaErrorValidator.evWrongOutputList, |
| 4160 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4161 | "data_gen": { |
| 4162 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4163 | }, |
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 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4166 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4167 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4168 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4169 | "build_fcn": ( |
| 4170 | build_reduce, |
| 4171 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4172 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4173 | TosaArgGen.agAxis, |
| 4174 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4175 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4176 | "error_if_validators": ( |
| 4177 | TosaErrorValidator.evAxisLargerRank, |
| 4178 | TosaErrorValidator.evAxisSmallerZero, |
| 4179 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4180 | TosaErrorValidator.evWrongInputType, |
| 4181 | TosaErrorValidator.evWrongOutputType, |
| 4182 | TosaErrorValidator.evWrongRank, |
| 4183 | TosaErrorValidator.evWrongInputList, |
| 4184 | TosaErrorValidator.evWrongOutputList, |
| 4185 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4186 | "data_gen": { |
| 4187 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4188 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4189 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4190 | "reduce_product": { |
| 4191 | "op": Op.REDUCE_PRODUCT, |
| 4192 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4193 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4194 | "build_fcn": ( |
| 4195 | build_reduce, |
| 4196 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4197 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4198 | TosaArgGen.agAxis, |
| 4199 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4200 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4201 | "error_if_validators": ( |
| 4202 | TosaErrorValidator.evAxisLargerRank, |
| 4203 | TosaErrorValidator.evAxisSmallerZero, |
| 4204 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4205 | TosaErrorValidator.evWrongInputType, |
| 4206 | TosaErrorValidator.evWrongOutputType, |
| 4207 | TosaErrorValidator.evWrongRank, |
| 4208 | TosaErrorValidator.evWrongInputList, |
| 4209 | TosaErrorValidator.evWrongOutputList, |
| 4210 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4211 | "data_gen": { |
| 4212 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4213 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4214 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4215 | "reduce_sum": { |
| 4216 | "op": Op.REDUCE_SUM, |
| 4217 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4218 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4219 | "build_fcn": ( |
| 4220 | build_reduce, |
| 4221 | TosaTensorGen.tgBasic, |
| 4222 | TosaTensorValuesGen.tvgReduceSum, |
| 4223 | TosaArgGen.agAxis, |
| 4224 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4225 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4226 | "error_if_validators": ( |
| 4227 | TosaErrorValidator.evAxisLargerRank, |
| 4228 | TosaErrorValidator.evAxisSmallerZero, |
| 4229 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4230 | TosaErrorValidator.evWrongInputType, |
| 4231 | TosaErrorValidator.evWrongOutputType, |
| 4232 | TosaErrorValidator.evWrongRank, |
| 4233 | TosaErrorValidator.evWrongInputList, |
| 4234 | TosaErrorValidator.evWrongOutputList, |
| 4235 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4236 | "data_gen": { |
| 4237 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4238 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4239 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4240 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4241 | "concat": { |
| 4242 | "op": Op.CONCAT, |
| 4243 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4244 | "build_fcn": ( |
| 4245 | build_concat, |
| 4246 | TosaTensorGen.tgConcat, |
| 4247 | TosaTensorValuesGen.tvgConcat, |
| 4248 | TosaArgGen.agAxis, |
| 4249 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4250 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4251 | "error_if_validators": ( |
| 4252 | TosaErrorValidator.evAxisLargerRank, |
| 4253 | TosaErrorValidator.evAxisSmallerZero, |
| 4254 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4255 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4256 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4257 | TosaErrorValidator.evWrongInputType, |
| 4258 | TosaErrorValidator.evWrongOutputType, |
| 4259 | TosaErrorValidator.evWrongOutputList, |
| 4260 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4261 | "data_gen": { |
| 4262 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4263 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4264 | }, |
| 4265 | "pad": { |
| 4266 | "op": Op.PAD, |
| 4267 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4268 | "build_fcn": ( |
| 4269 | build_pad, |
| 4270 | TosaTensorGen.tgBasic, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4271 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4272 | TosaArgGen.agPad, |
| 4273 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4274 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4275 | "error_if_validators": ( |
| 4276 | TosaErrorValidator.evWrongInputType, |
| 4277 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4278 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4279 | TosaErrorValidator.evWrongOutputType, |
| 4280 | TosaErrorValidator.evWrongInputList, |
| 4281 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4282 | TosaErrorValidator.evRankMismatch, |
| 4283 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4284 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4285 | "data_gen": { |
| 4286 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4287 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4288 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4289 | "dim": { |
| 4290 | "op": Op.DIM, |
| 4291 | "operands": (1, 0), |
| 4292 | "build_fcn": ( |
| 4293 | build_dim, |
| 4294 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4295 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4296 | TosaArgGen.agAxis, |
| 4297 | ), |
| 4298 | "types": TYPE_FIB, |
| 4299 | "error_if_validators": ( |
| 4300 | TosaErrorValidator.evAxisLargerRank, |
| 4301 | TosaErrorValidator.evAxisSmallerZero, |
| 4302 | TosaErrorValidator.evWrongInputType, |
| 4303 | TosaErrorValidator.evWrongInputList, |
| 4304 | TosaErrorValidator.evWrongOutputList, |
| 4305 | TosaErrorValidator.evWrongRank, |
| 4306 | ), |
| 4307 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4308 | "reshape": { |
| 4309 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4310 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4311 | "build_fcn": ( |
| 4312 | build_reshape, |
| 4313 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4314 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4315 | TosaArgGen.agReshape, |
| 4316 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4317 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4318 | "error_if_validators": ( |
| 4319 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4320 | TosaErrorValidator.evWrongInputType, |
| 4321 | TosaErrorValidator.evWrongOutputType, |
| 4322 | TosaErrorValidator.evWrongInputList, |
| 4323 | TosaErrorValidator.evWrongOutputList, |
| 4324 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4325 | "data_gen": { |
| 4326 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4327 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4328 | }, |
| 4329 | "reverse": { |
| 4330 | "op": Op.REVERSE, |
| 4331 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4332 | "build_fcn": ( |
| 4333 | build_reverse, |
| 4334 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4335 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4336 | TosaArgGen.agAxis, |
| 4337 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4338 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4339 | "error_if_validators": ( |
| 4340 | TosaErrorValidator.evAxisSmallerZero, |
| 4341 | TosaErrorValidator.evAxisLargerRank, |
| 4342 | TosaErrorValidator.evWrongInputType, |
| 4343 | TosaErrorValidator.evWrongOutputType, |
| 4344 | TosaErrorValidator.evWrongInputList, |
| 4345 | TosaErrorValidator.evWrongOutputList, |
| 4346 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4347 | }, |
| 4348 | "slice": { |
| 4349 | "op": Op.SLICE, |
| 4350 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4351 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4352 | "build_fcn": ( |
| 4353 | build_slice, |
| 4354 | TosaTensorGen.tgBasic, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4355 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4356 | TosaArgGen.agSlice, |
| 4357 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4358 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4359 | "error_if_validators": ( |
| 4360 | TosaErrorValidator.evStartSmallerZero, |
| 4361 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 4362 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4363 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4364 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4365 | TosaErrorValidator.evWrongRank, |
| 4366 | TosaErrorValidator.evWrongInputType, |
| 4367 | TosaErrorValidator.evWrongOutputType, |
| 4368 | TosaErrorValidator.evWrongInputList, |
| 4369 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4370 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4371 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4372 | "data_gen": { |
| 4373 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4374 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4375 | }, |
| 4376 | "tile": { |
| 4377 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4378 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4379 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4380 | "build_fcn": ( |
| 4381 | build_tile, |
| 4382 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4383 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4384 | TosaArgGen.agTile, |
| 4385 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4386 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4387 | "error_if_validators": ( |
| 4388 | TosaErrorValidator.evWrongInputType, |
| 4389 | TosaErrorValidator.evWrongOutputType, |
| 4390 | TosaErrorValidator.evWrongInputList, |
| 4391 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4392 | TosaErrorValidator.evRankMismatch, |
| 4393 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4394 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4395 | "data_gen": { |
| 4396 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4397 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4398 | }, |
| 4399 | "transpose": { |
| 4400 | "op": Op.TRANSPOSE, |
| 4401 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4402 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4403 | "build_fcn": ( |
| 4404 | build_transpose, |
| 4405 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4406 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4407 | TosaArgGen.agTranspose, |
| 4408 | ), |
| 4409 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4410 | "error_if_validators": ( |
| 4411 | TosaErrorValidator.evIndexOutsideBounds, |
| 4412 | TosaErrorValidator.evIndexUsedTwice, |
| 4413 | TosaErrorValidator.evWrongInputType, |
| 4414 | TosaErrorValidator.evWrongOutputType, |
| 4415 | TosaErrorValidator.evWrongInputList, |
| 4416 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4417 | TosaErrorValidator.evWrongRank, |
| 4418 | TosaErrorValidator.evRankMismatch, |
| 4419 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4420 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4421 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4422 | # Data nodes |
| 4423 | "const": { |
| 4424 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4425 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4426 | "build_fcn": ( |
| 4427 | build_const, |
| 4428 | TosaTensorGen.tgBasic, |
| 4429 | TosaTensorValuesGen.tvgDefault, |
| 4430 | None, |
| 4431 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4432 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4433 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4434 | "identity": { |
| 4435 | "op": Op.IDENTITY, |
| 4436 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4437 | "build_fcn": ( |
| 4438 | build_unary, |
| 4439 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4440 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4441 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4442 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4443 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4444 | "data_gen": { |
| 4445 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4446 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4447 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4448 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4449 | "gather": { |
| 4450 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4451 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4452 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4453 | "build_fcn": ( |
| 4454 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4455 | TosaTensorGen.tgGather, |
| 4456 | TosaTensorValuesGen.tvgGather, |
| 4457 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4458 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4459 | "types": ( |
| 4460 | DType.INT8, |
| 4461 | DType.INT16, |
| 4462 | DType.INT32, |
| 4463 | DType.FP16, |
| 4464 | DType.BF16, |
| 4465 | DType.FP32, |
| 4466 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4467 | "error_if_validators": ( |
| 4468 | TosaErrorValidator.evWrongInputType, |
| 4469 | TosaErrorValidator.evWrongOutputType, |
| 4470 | TosaErrorValidator.evWrongInputList, |
| 4471 | TosaErrorValidator.evWrongOutputList, |
| 4472 | TosaErrorValidator.evWrongRank, |
| 4473 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4474 | "data_gen": { |
| 4475 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4476 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4477 | }, |
| 4478 | "scatter": { |
| 4479 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4480 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4481 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4482 | "build_fcn": ( |
| 4483 | build_scatter, |
| 4484 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4485 | TosaTensorValuesGen.tvgScatter, |
| 4486 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4487 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4488 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4489 | "error_if_validators": ( |
| 4490 | TosaErrorValidator.evWrongInputType, |
| 4491 | TosaErrorValidator.evWrongOutputType, |
| 4492 | TosaErrorValidator.evWrongInputList, |
| 4493 | TosaErrorValidator.evWrongOutputList, |
| 4494 | TosaErrorValidator.evWrongRank, |
| 4495 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4496 | "data_gen": { |
| 4497 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4498 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4499 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4500 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4501 | "resize": { |
| 4502 | "op": Op.RESIZE, |
| 4503 | "operands": (1, 0), |
| 4504 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4505 | "build_fcn": ( |
| 4506 | build_resize, |
| 4507 | TosaTensorGen.tgNHWC, |
| 4508 | TosaTensorValuesGen.tvgDefault, |
| 4509 | TosaArgGen.agResize, |
| 4510 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4511 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4512 | "invalid_test_validators": ( |
| 4513 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4514 | ), |
| 4515 | "error_if_validators": ( |
| 4516 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4517 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4518 | TosaErrorValidator.evScaleNLargerMax, |
| 4519 | TosaErrorValidator.evScaleDLargerMax, |
| 4520 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4521 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4522 | TosaErrorValidator.evBorderSmallerMin, |
| 4523 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4524 | TosaErrorValidator.evWrongInputType, |
| 4525 | TosaErrorValidator.evWrongOutputType, |
| 4526 | TosaErrorValidator.evWrongRank, |
| 4527 | TosaErrorValidator.evWrongInputList, |
| 4528 | TosaErrorValidator.evWrongOutputList, |
| 4529 | TosaErrorValidator.evBatchMismatch, |
| 4530 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4531 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4532 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4533 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4534 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4535 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4536 | "cast": { |
| 4537 | "op": Op.CAST, |
| 4538 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4539 | "build_fcn": ( |
| 4540 | build_cast, |
| 4541 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4542 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4543 | TosaArgGen.agCast, |
| 4544 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4545 | "types": ( |
| 4546 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4547 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4548 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4549 | DType.INT8, |
| 4550 | DType.INT16, |
| 4551 | DType.INT32, |
| 4552 | DType.BOOL, |
| 4553 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4554 | "error_if_validators": ( |
| 4555 | TosaErrorValidator.evWrongInputType, |
| 4556 | TosaErrorValidator.evWrongOutputType, |
| 4557 | TosaErrorValidator.evWrongInputList, |
| 4558 | TosaErrorValidator.evWrongOutputList, |
| 4559 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4560 | "data_gen": { |
| 4561 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4562 | }, |
| 4563 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4564 | }, |
| 4565 | "rescale": { |
| 4566 | "op": Op.RESCALE, |
| 4567 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4568 | "build_fcn": ( |
| 4569 | build_rescale, |
| 4570 | TosaTensorGen.tgBasic, |
| 4571 | TosaTensorValuesGen.tvgDefault, |
| 4572 | TosaArgGen.agRescale, |
| 4573 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4574 | "types": [ |
| 4575 | DType.UINT8, |
| 4576 | DType.INT8, |
| 4577 | DType.INT16, |
| 4578 | DType.INT32, |
| 4579 | DType.INT48, |
| 4580 | DType.UINT16, |
| 4581 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4582 | "error_if_validators": ( |
| 4583 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4584 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4585 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4586 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4587 | TosaErrorValidator.evScaleTrue, |
| 4588 | TosaErrorValidator.evScaleNotTrue, |
| 4589 | TosaErrorValidator.evWrongInputType, |
| 4590 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4591 | TosaErrorValidator.evWrongInputList, |
| 4592 | TosaErrorValidator.evWrongOutputList, |
| 4593 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4594 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4595 | # Custom |
| 4596 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4597 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4598 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4599 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4600 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4601 | "cond_if_const": { |
| 4602 | "op": Op.COND_IF, |
| 4603 | "operands": (0, 2), |
| 4604 | "build_fcn": ( |
| 4605 | build_cond_if_const, |
| 4606 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4607 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4608 | TosaArgGen.agCondIf, |
| 4609 | ), |
| 4610 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4611 | "error_if_validators": ( |
| 4612 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4613 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4614 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4615 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4616 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4617 | }, |
| 4618 | "cond_if_binary": { |
| 4619 | "op": Op.COND_IF, |
| 4620 | "operands": (2, 0), |
| 4621 | "build_fcn": ( |
| 4622 | build_cond_if_binary, |
| 4623 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4624 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4625 | TosaArgGen.agCondIf, |
| 4626 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4627 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4628 | "error_if_validators": ( |
| 4629 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4630 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4631 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4632 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4633 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4634 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4635 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4636 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4637 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4638 | "while_loop": { |
| 4639 | "op": Op.WHILE_LOOP, |
| 4640 | "operands": (0, 1), |
| 4641 | "build_fcn": ( |
| 4642 | build_while_loop, |
| 4643 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4644 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4645 | TosaArgGen.agWhileLoop, |
| 4646 | ), |
| 4647 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4648 | "error_if_validators": ( |
| 4649 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4650 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4651 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4652 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4653 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4654 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4655 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4656 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4657 | "fft2d": { |
| 4658 | "op": Op.FFT2D, |
| 4659 | "operands": (2, 0), |
| 4660 | "rank": (3, 3), |
| 4661 | "build_fcn": ( |
| 4662 | build_fft2d, |
| 4663 | TosaTensorGen.tgFFT2d, |
| 4664 | TosaTensorValuesGen.tvgDefault, |
| 4665 | TosaArgGen.agFFT2d, |
| 4666 | ), |
| 4667 | "types": [DType.FP32], |
| 4668 | "error_if_validators": ( |
| 4669 | TosaErrorValidator.evWrongInputType, |
| 4670 | TosaErrorValidator.evWrongOutputType, |
| 4671 | TosaErrorValidator.evWrongInputList, |
| 4672 | TosaErrorValidator.evWrongOutputList, |
| 4673 | TosaErrorValidator.evWrongRank, |
| 4674 | TosaErrorValidator.evBatchMismatch, |
| 4675 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4676 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4677 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4678 | ), |
| 4679 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4680 | "rfft2d": { |
| 4681 | "op": Op.RFFT2D, |
| 4682 | "operands": (1, 0), |
| 4683 | "rank": (3, 3), |
| 4684 | "build_fcn": ( |
| 4685 | build_rfft2d, |
| 4686 | TosaTensorGen.tgRFFT2d, |
| 4687 | TosaTensorValuesGen.tvgDefault, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4688 | None, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4689 | ), |
| 4690 | "types": [DType.FP32], |
| 4691 | "error_if_validators": ( |
| 4692 | TosaErrorValidator.evWrongInputType, |
| 4693 | TosaErrorValidator.evWrongOutputType, |
| 4694 | TosaErrorValidator.evWrongInputList, |
| 4695 | TosaErrorValidator.evWrongOutputList, |
| 4696 | TosaErrorValidator.evWrongRank, |
| 4697 | TosaErrorValidator.evBatchMismatch, |
| 4698 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4699 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4700 | ), |
| 4701 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4702 | # Shape |
| 4703 | "add_shape": { |
| 4704 | "op": Op.ADD_SHAPE, |
| 4705 | "operands": (2, 0), |
| 4706 | "build_fcn": ( |
| 4707 | build_shape_op, |
| 4708 | TosaTensorGen.tgShape, |
| 4709 | TosaTensorValuesGen.tvgAddSub, |
| 4710 | TosaArgGen.agNone, |
| 4711 | ), |
| 4712 | "types": [DType.SHAPE], |
| 4713 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4714 | }, |
| 4715 | "sub_shape": { |
| 4716 | "op": Op.SUB_SHAPE, |
| 4717 | "operands": (2, 0), |
| 4718 | "build_fcn": ( |
| 4719 | build_shape_op, |
| 4720 | TosaTensorGen.tgShape, |
| 4721 | TosaTensorValuesGen.tvgAddSub, |
| 4722 | TosaArgGen.agNone, |
| 4723 | ), |
| 4724 | "types": [DType.SHAPE], |
| 4725 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4726 | }, |
| 4727 | "mul_shape": { |
| 4728 | "op": Op.MUL_SHAPE, |
| 4729 | "operands": (2, 0), |
| 4730 | "build_fcn": ( |
| 4731 | build_shape_op, |
| 4732 | TosaTensorGen.tgShape, |
| 4733 | TosaTensorValuesGen.tvgMul, |
| 4734 | TosaArgGen.agNone, |
| 4735 | ), |
| 4736 | "types": [DType.SHAPE], |
| 4737 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4738 | }, |
| 4739 | "div_shape": { |
| 4740 | "op": Op.DIV_SHAPE, |
| 4741 | "operands": (2, 0), |
| 4742 | "build_fcn": ( |
| 4743 | build_shape_op, |
| 4744 | TosaTensorGen.tgShape, |
| 4745 | TosaTensorValuesGen.tvgIntDiv, |
| 4746 | TosaArgGen.agNone, |
| 4747 | ), |
| 4748 | "types": [DType.SHAPE], |
| 4749 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4750 | }, |
| 4751 | "concat_shape": { |
| 4752 | "op": Op.CONCAT_SHAPE, |
| 4753 | "operands": (2, 0), |
| 4754 | "build_fcn": ( |
| 4755 | build_concat, |
| 4756 | TosaTensorGen.tgConcat, |
| 4757 | TosaTensorValuesGen.tvgConcat, |
| 4758 | TosaArgGen.agNone, |
| 4759 | ), |
| 4760 | "types": [DType.SHAPE], |
| 4761 | "error_if_validators": (), |
| 4762 | }, |
| 4763 | "const_shape": { |
| 4764 | "op": Op.CONST_SHAPE, |
| 4765 | "operands": (0, 1), |
| 4766 | "build_fcn": ( |
| 4767 | build_const, |
| 4768 | TosaTensorGen.tgBasic, |
| 4769 | TosaTensorValuesGen.tvgDefault, |
| 4770 | None, |
| 4771 | ), |
| 4772 | "types": [DType.SHAPE], |
| 4773 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4774 | } |
| 4775 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4776 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4777 | class OutputShaper: |
| 4778 | # Methods in this class compute the expected output shape and datatype |
| 4779 | # for common classes of operations |
| 4780 | def __init__(self): |
| 4781 | pass |
| 4782 | |
| 4783 | # These methods return arguments that can be used for |
| 4784 | # creating a new output tensor |
| 4785 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4786 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4787 | if error_name != ErrorIf.RankMismatch: |
| 4788 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4789 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4790 | |
| 4791 | shape = [] |
| 4792 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4793 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4794 | shape.append(b.shape[i]) |
| 4795 | else: |
| 4796 | shape.append(a.shape[i]) |
| 4797 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4798 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4799 | if error_name == ErrorIf.DimensionMismatch: |
| 4800 | shape[fuzz_idx] += 1 |
| 4801 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4802 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4803 | all_dtypes = [ |
| 4804 | DType.INT8, |
| 4805 | DType.INT16, |
| 4806 | DType.INT32, |
| 4807 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4808 | DType.FP16, |
| 4809 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4810 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4811 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4812 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4813 | outputDType = rng.choice(wrong_dtypes) |
| 4814 | else: |
| 4815 | outputDType = a.dtype |
| 4816 | |
| 4817 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4818 | |
| 4819 | @staticmethod |
| 4820 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4821 | assert len(a.shape) == len(b.shape) |
| 4822 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4823 | |
| 4824 | shape = [] |
| 4825 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4826 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4827 | shape.append(a.shape[i]) |
| 4828 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4829 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4830 | |
| 4831 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4832 | def unaryOp(ser, rng, a, error_name=None): |
| 4833 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4834 | all_dtypes = [ |
| 4835 | DType.INT8, |
| 4836 | DType.INT16, |
| 4837 | DType.INT32, |
| 4838 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4839 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4840 | DType.FP16, |
| 4841 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4842 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4843 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4844 | outputDType = rng.choice(wrong_dtypes) |
| 4845 | else: |
| 4846 | outputDType = a.dtype |
| 4847 | |
| 4848 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4849 | |
| 4850 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4851 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4852 | if error_name != ErrorIf.RankMismatch: |
| 4853 | 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] | 4854 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4855 | |
| 4856 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4857 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4858 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4859 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4860 | else: |
| 4861 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4862 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4863 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4864 | if error_name == ErrorIf.DimensionMismatch: |
| 4865 | shape[fuzz_idx] += 1 |
| 4866 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4867 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4868 | all_dtypes = [ |
| 4869 | DType.INT8, |
| 4870 | DType.INT16, |
| 4871 | DType.INT32, |
| 4872 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4873 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4874 | DType.FP16, |
| 4875 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4876 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4877 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4878 | outputDType = rng.choice(wrong_dtypes) |
| 4879 | else: |
| 4880 | outputDType = a.dtype |
| 4881 | |
| 4882 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4883 | |
| 4884 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4885 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4886 | if error_name != ErrorIf.RankMismatch: |
| 4887 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4888 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4889 | |
| 4890 | # Do broadcast |
| 4891 | shape = [] |
| 4892 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4893 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4894 | shape.append(b.shape[i]) |
| 4895 | else: |
| 4896 | shape.append(a.shape[i]) |
| 4897 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4898 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4899 | if error_name == ErrorIf.DimensionMismatch: |
| 4900 | shape[fuzz_idx] += 1 |
| 4901 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4902 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4903 | wrong_dtypes = [ |
| 4904 | DType.INT8, |
| 4905 | DType.INT16, |
| 4906 | DType.INT32, |
| 4907 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4908 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4909 | DType.FP16, |
| 4910 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4911 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4912 | outputDType = rng.choice(wrong_dtypes) |
| 4913 | else: |
| 4914 | outputDType = DType.BOOL |
| 4915 | |
| 4916 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4917 | |
| 4918 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4919 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4920 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4921 | if error_name not in [ |
| 4922 | ErrorIf.AxisSmallerZero, |
| 4923 | ErrorIf.AxisLargerRank, |
| 4924 | ErrorIf.ShapeOfAxisNotOne, |
| 4925 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4926 | shape[axis] = 1 |
| 4927 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4928 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4929 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4930 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4931 | all_dtypes = [ |
| 4932 | DType.INT8, |
| 4933 | DType.INT16, |
| 4934 | DType.INT32, |
| 4935 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4936 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4937 | DType.FP16, |
| 4938 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4939 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4940 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4941 | outputDType = rng.choice(wrong_dtypes) |
| 4942 | else: |
| 4943 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4944 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4945 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4946 | |
| 4947 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4948 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4949 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4950 | |
| 4951 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4952 | del shape[axis] |
| 4953 | |
| 4954 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4955 | remove = rng.choice([True, False]) |
| 4956 | if remove and len(shape) > 1: |
| 4957 | del shape[0] |
| 4958 | else: |
| 4959 | shape.append(1) |
| 4960 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4961 | for i in range(len(shape)): |
| 4962 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4963 | |
| 4964 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4965 | all_dtypes = [ |
| 4966 | DType.INT8, |
| 4967 | DType.INT16, |
| 4968 | DType.INT32, |
| 4969 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4970 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4971 | DType.FP16, |
| 4972 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4973 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4974 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4975 | outputDType = rng.choice(wrong_dtypes) |
| 4976 | else: |
| 4977 | outputDType = DType.INT32 |
| 4978 | |
| 4979 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4980 | |
| 4981 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4982 | def conv2dOp( |
| 4983 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4984 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4985 | |
| 4986 | # IFM: NHWC |
| 4987 | # Filter: OHWI |
| 4988 | # OFM: NHWC |
| 4989 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4990 | h = ( |
| 4991 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4992 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4993 | + padding[0] |
| 4994 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4995 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4996 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4997 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4998 | w = ( |
| 4999 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5000 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5001 | + padding[2] |
| 5002 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5003 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5004 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5005 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5006 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5007 | choices = [1, 2, 3] |
| 5008 | change = rng.choice(choices) |
| 5009 | # increment in multiples of stride to not hit non-integer error case |
| 5010 | if change in [1, 3]: |
| 5011 | h = h + (rng.choice(choices) * strides[0]) |
| 5012 | if change in [2, 3]: |
| 5013 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5014 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5015 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5016 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5017 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5018 | # Pick some potentially correct output dtype if input type is incorrect |
| 5019 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5020 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5021 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5022 | |
| 5023 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5024 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5025 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5026 | else: |
| 5027 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5028 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5029 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5030 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5031 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5032 | |
| 5033 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5034 | def conv3dOp( |
| 5035 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5036 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5037 | |
| 5038 | # IFM: NDHWC |
| 5039 | # Filter: ODHWI |
| 5040 | # OFM: NDHWC |
| 5041 | |
| 5042 | d = ( |
| 5043 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5044 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5045 | + padding[0] |
| 5046 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5047 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5048 | ) // strides[0] + 1 |
| 5049 | |
| 5050 | h = ( |
| 5051 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5052 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5053 | + padding[2] |
| 5054 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5055 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5056 | ) // strides[1] + 1 |
| 5057 | |
| 5058 | w = ( |
| 5059 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5060 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5061 | + padding[4] |
| 5062 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5063 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5064 | ) // strides[2] + 1 |
| 5065 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5066 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5067 | choices = [1, 2, 3, 4] |
| 5068 | change = rng.choice(choices) |
| 5069 | # increment in multiples of stride to not hit non-integer error case |
| 5070 | if change in [1, 4]: |
| 5071 | d = d + (rng.choice(choices) * strides[0]) |
| 5072 | if change in [2, 4]: |
| 5073 | h = h + (rng.choice(choices) * strides[1]) |
| 5074 | if change in [3, 4]: |
| 5075 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5076 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5077 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5078 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5079 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5080 | # Pick some potentially correct output dtype if input type is incorrect |
| 5081 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5082 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5083 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5084 | |
| 5085 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5086 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5087 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5088 | else: |
| 5089 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5090 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5091 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5092 | |
| 5093 | return ser.addOutput(ofm_shape, out_dtype) |
| 5094 | |
| 5095 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5096 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5097 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5098 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5099 | # IFM: NHWC |
| 5100 | # Filter: HWCM |
| 5101 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5102 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5103 | h = ( |
| 5104 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5105 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5106 | + padding[0] |
| 5107 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5108 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5109 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5110 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5111 | w = ( |
| 5112 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5113 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5114 | + padding[2] |
| 5115 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5116 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5117 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5118 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5119 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5120 | choices = [1, 2, 3] |
| 5121 | change = rng.choice(choices) |
| 5122 | # increment in multiples of stride to not hit non-integer error case |
| 5123 | if change in [1, 3]: |
| 5124 | h = h + (rng.choice(choices) * strides[0]) |
| 5125 | if change in [2, 3]: |
| 5126 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5127 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5128 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5129 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5130 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5131 | # Pick some potentially correct output dtype if input type is incorrect |
| 5132 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5133 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5134 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5135 | |
| 5136 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5137 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5138 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5139 | else: |
| 5140 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5141 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5142 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5143 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5144 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5145 | |
| 5146 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5147 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5148 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5149 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5150 | # 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] | 5151 | h = 1 |
| 5152 | w = 1 |
| 5153 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5154 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5155 | 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] | 5156 | |
| 5157 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5158 | choices = [1, 2, 3] |
| 5159 | change = rng.choice(choices) |
| 5160 | # increment in multiples of stride to not hit non-integer error case |
| 5161 | if change in [1, 3]: |
| 5162 | h = h + (rng.choice(choices) * stride[0]) |
| 5163 | if change in [2, 3]: |
| 5164 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5165 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5166 | |
| 5167 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5168 | all_dtypes = [ |
| 5169 | DType.INT8, |
| 5170 | DType.INT16, |
| 5171 | DType.INT32, |
| 5172 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5173 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5174 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5175 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5176 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5177 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5178 | outputDType = rng.choice(wrong_dtypes) |
| 5179 | else: |
| 5180 | outputDType = ifm.dtype |
| 5181 | |
| 5182 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5183 | |
| 5184 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5185 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5186 | # input: N, IC |
| 5187 | # filter: OC, IC |
| 5188 | # output: N, OC |
| 5189 | |
| 5190 | output_shape = [input.shape[0], filter.shape[0]] |
| 5191 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5192 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5193 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5194 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5195 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5196 | |
| 5197 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5198 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5199 | # a: N, H, C |
| 5200 | # b: N, C, W |
| 5201 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5202 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5203 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5204 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5205 | if error_name == ErrorIf.WrongOutputType: |
| 5206 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5207 | incorrect_types = ( |
| 5208 | DType.INT4, |
| 5209 | DType.INT8, |
| 5210 | DType.INT16, |
| 5211 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5212 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5213 | DType.FP16, |
| 5214 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5215 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5216 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5217 | incorrect_types = ( |
| 5218 | DType.INT4, |
| 5219 | DType.INT8, |
| 5220 | DType.INT16, |
| 5221 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5222 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5223 | DType.FP16, |
| 5224 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5225 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5226 | elif ( |
| 5227 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5228 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5229 | incorrect_types = ( |
| 5230 | DType.INT4, |
| 5231 | DType.INT8, |
| 5232 | DType.INT16, |
| 5233 | DType.INT32, |
| 5234 | DType.INT48, |
| 5235 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5236 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5237 | elif error_name == ErrorIf.WrongInputType: |
| 5238 | # Pick some potentially correct output dtype if input type is incorrect |
| 5239 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5240 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5241 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5242 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5243 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5244 | |
| 5245 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5246 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5247 | input1 = inputs[0] |
| 5248 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5249 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5250 | # 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] | 5251 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5252 | if not ( |
| 5253 | # unable to concat tensors of different ranks |
| 5254 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5255 | # unable to concat tensors along an invalid axis |
| 5256 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5257 | ): |
| 5258 | for tensor in remaining_inputs: |
| 5259 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5260 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5261 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5262 | output_shape[axis] += rng.integers(5, 10) |
| 5263 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5264 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5265 | all_dtypes = { |
| 5266 | DType.INT8, |
| 5267 | DType.INT16, |
| 5268 | DType.INT32, |
| 5269 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5270 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5271 | DType.FP16, |
| 5272 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5273 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5274 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5275 | outputDType = rng.choice(wrong_dtypes) |
| 5276 | else: |
| 5277 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5278 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5279 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5280 | |
| 5281 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5282 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5283 | |
| 5284 | output_shape = a.shape.copy() |
| 5285 | |
| 5286 | for i in range(len(output_shape)): |
| 5287 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5288 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5289 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5290 | bad_dim = rng.choice(range(len(output_shape))) |
| 5291 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5292 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5293 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5294 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5295 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5296 | all_dtypes = [ |
| 5297 | DType.INT8, |
| 5298 | DType.INT16, |
| 5299 | DType.INT32, |
| 5300 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5301 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5302 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5303 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5304 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5305 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5306 | outputDType = rng.choice(wrong_dtypes) |
| 5307 | else: |
| 5308 | outputDType = a.dtype |
| 5309 | |
| 5310 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5311 | |
| 5312 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5313 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5314 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5315 | |
| 5316 | if error_name == ErrorIf.WrongOutputType: |
| 5317 | all_dtypes = [ |
| 5318 | DType.INT8, |
| 5319 | DType.INT16, |
| 5320 | DType.INT32, |
| 5321 | DType.INT48, |
| 5322 | DType.FP32, |
| 5323 | DType.FP16, |
| 5324 | DType.BF16, |
| 5325 | ] |
| 5326 | wrong_dtypes = list(set(all_dtypes)) |
| 5327 | outputDType = rng.choice(wrong_dtypes) |
| 5328 | else: |
| 5329 | outputDType = DType.SHAPE |
| 5330 | |
| 5331 | return ser.addOutput(output_shape, outputDType) |
| 5332 | |
| 5333 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5334 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5335 | output_shape = shape.copy() |
| 5336 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5337 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5338 | for i in range(len(output_shape)): |
| 5339 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5340 | |
| 5341 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5342 | all_dtypes = [ |
| 5343 | DType.INT8, |
| 5344 | DType.INT16, |
| 5345 | DType.INT32, |
| 5346 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5347 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5348 | DType.FP16, |
| 5349 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5350 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5351 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5352 | outputDType = rng.choice(wrong_dtypes) |
| 5353 | else: |
| 5354 | outputDType = a.dtype |
| 5355 | |
| 5356 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5357 | |
| 5358 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5359 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5360 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5361 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5362 | all_dtypes = [ |
| 5363 | DType.INT8, |
| 5364 | DType.INT16, |
| 5365 | DType.INT32, |
| 5366 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5367 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5368 | DType.FP16, |
| 5369 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5370 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5371 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5372 | outputDType = rng.choice(wrong_dtypes) |
| 5373 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5374 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5375 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5376 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5377 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5378 | for index in range(len(output_shape)): |
| 5379 | if output_shape[index] <= 2: |
| 5380 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5381 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5382 | output_shape[index] = output_shape[index] + rng.choice( |
| 5383 | [-2, -1, 1, 2] |
| 5384 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5385 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5386 | output_shape = input.shape.copy() |
| 5387 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5388 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5389 | |
| 5390 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5391 | |
| 5392 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5393 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5394 | |
| 5395 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5396 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5397 | |
| 5398 | for i in range(len(output_shape)): |
| 5399 | output_shape[i] = a.shape[i] * multiples[i] |
| 5400 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5401 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5402 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5403 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5404 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5405 | all_dtypes = [ |
| 5406 | DType.INT8, |
| 5407 | DType.INT16, |
| 5408 | DType.INT32, |
| 5409 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5410 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5411 | DType.FP16, |
| 5412 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5413 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5414 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5415 | outputDType = rng.choice(wrong_dtypes) |
| 5416 | else: |
| 5417 | outputDType = a.dtype |
| 5418 | |
| 5419 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5420 | |
| 5421 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5422 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5423 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5424 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5425 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5426 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5427 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5428 | for i in range(len(output_shape)): |
| 5429 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5430 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5431 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5432 | for i in range(len(output_shape)): |
| 5433 | output_shape[i] += rng.integers(1, 10) |
| 5434 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5435 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5436 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5437 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5438 | all_dtypes = [ |
| 5439 | DType.INT8, |
| 5440 | DType.INT16, |
| 5441 | DType.INT32, |
| 5442 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5443 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5444 | DType.FP16, |
| 5445 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5446 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5447 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5448 | outputDType = rng.choice(wrong_dtypes) |
| 5449 | else: |
| 5450 | outputDType = a.dtype |
| 5451 | |
| 5452 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5453 | |
| 5454 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5455 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5456 | if error_name != ErrorIf.WrongRank: |
| 5457 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5458 | assert len(indices.shape) == 2 |
| 5459 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5460 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5461 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5462 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5463 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5464 | all_dtypes = [ |
| 5465 | DType.INT8, |
| 5466 | DType.INT16, |
| 5467 | DType.INT32, |
| 5468 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5469 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5470 | DType.FP16, |
| 5471 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5472 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5473 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5474 | outputDType = rng.choice(wrong_dtypes) |
| 5475 | else: |
| 5476 | outputDType = values.dtype |
| 5477 | |
| 5478 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5479 | |
| 5480 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5481 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5482 | if error_name != ErrorIf.WrongRank: |
| 5483 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5484 | assert len(indices.shape) == 2 |
| 5485 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5486 | assert values_in.shape[0] == indices.shape[0] # N |
| 5487 | assert input.shape[1] == indices.shape[1] # W |
| 5488 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5489 | |
| 5490 | output_shape = values_in.shape |
| 5491 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5492 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5493 | all_dtypes = [ |
| 5494 | DType.INT8, |
| 5495 | DType.INT16, |
| 5496 | DType.INT32, |
| 5497 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5498 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5499 | DType.FP16, |
| 5500 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5501 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5502 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5503 | outputDType = rng.choice(wrong_dtypes) |
| 5504 | else: |
| 5505 | outputDType = values_in.dtype |
| 5506 | |
| 5507 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5508 | |
| 5509 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5510 | def tableOp(ser, rng, input, error_name=None): |
| 5511 | # Same shape as the input, dtype dependent on input dtype |
| 5512 | if error_name != ErrorIf.WrongInputType: |
| 5513 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5514 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5515 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5516 | wrong_dtypes = [ |
| 5517 | DType.INT8, |
| 5518 | DType.INT16, |
| 5519 | DType.INT32, |
| 5520 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5521 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5522 | DType.FP16, |
| 5523 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5524 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5525 | wrong_dtypes.remove(output_dtype) |
| 5526 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5527 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5528 | |
| 5529 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5530 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5531 | serializer, |
| 5532 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5533 | input, |
| 5534 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5535 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5536 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5537 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5538 | input_dtype, |
| 5539 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5540 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5541 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5542 | # Calculate OH, OW |
| 5543 | scale_y_n = scale[0] |
| 5544 | scale_y_d = scale[1] |
| 5545 | scale_x_n = scale[2] |
| 5546 | scale_x_d = scale[3] |
| 5547 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5548 | scale_y_n = max(scale_y_n, 1) |
| 5549 | scale_y_d = max(scale_y_d, 1) |
| 5550 | scale_x_n = max(scale_x_n, 1) |
| 5551 | scale_x_d = max(scale_x_d, 1) |
| 5552 | |
| 5553 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5554 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5555 | |
| 5556 | if error_name is not None: |
| 5557 | # Make sure the output tensor is valid, which can occur when |
| 5558 | # scale, offset or border have been changed for ERROR_IFs |
| 5559 | oh = max(oh, 1) |
| 5560 | ow = max(ow, 1) |
| 5561 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5562 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5563 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5564 | |
| 5565 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5566 | choices = [1, 2, 3] |
| 5567 | change = rng.choice(choices) |
| 5568 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5569 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5570 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5571 | oh -= scale_y_d |
| 5572 | assert oh > 0 # Should have been caught in agResize |
| 5573 | else: |
| 5574 | oh += scale_y_d |
| 5575 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5576 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5577 | ow -= scale_x_d |
| 5578 | assert ow > 0 # Should have been caught in agResize |
| 5579 | else: |
| 5580 | ow += scale_x_d |
| 5581 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5582 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5583 | output_dims = [ |
| 5584 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5585 | oh, |
| 5586 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5587 | input.shape[0], |
| 5588 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5589 | elif error_name == ErrorIf.BatchMismatch: |
| 5590 | output_dims = [ |
| 5591 | input.shape[0] + rng.integers(1, 10), |
| 5592 | oh, |
| 5593 | ow, |
| 5594 | input.shape[3], |
| 5595 | ] |
| 5596 | elif error_name == ErrorIf.ChannelMismatch: |
| 5597 | output_dims = [ |
| 5598 | input.shape[0], |
| 5599 | oh, |
| 5600 | ow, |
| 5601 | input.shape[3] + rng.integers(1, 10), |
| 5602 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5603 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5604 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5605 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5606 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5607 | |
| 5608 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5609 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5610 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5611 | |
| 5612 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5613 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5614 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5615 | choices = [1, 2, 3] |
| 5616 | change = rng.choice(choices) |
| 5617 | if change in [1, 3]: |
| 5618 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5619 | if change in [2, 3]: |
| 5620 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5621 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5622 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5623 | # Pick some potentially correct output dtype if input type is incorrect |
| 5624 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5625 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5626 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5627 | |
| 5628 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5629 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5630 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5631 | else: |
| 5632 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5633 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5634 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5635 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5636 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5637 | |
| 5638 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5639 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5640 | outputs = [] |
| 5641 | |
| 5642 | assert ifm1.dtype == ifm2.dtype |
| 5643 | input_dtype = ifm1.dtype |
| 5644 | |
| 5645 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5646 | assert ifm1.shape == ifm2.shape |
| 5647 | |
| 5648 | input_shape = ifm1.shape |
| 5649 | if error_name != ErrorIf.WrongRank: |
| 5650 | assert len(input_shape) == 3 |
| 5651 | |
| 5652 | output_shape = input_shape.copy() |
| 5653 | output_dtype = input_dtype |
| 5654 | |
| 5655 | if error_name == ErrorIf.WrongOutputType: |
| 5656 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5657 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5658 | output_dtype = rng.choice(wrong_dtypes) |
| 5659 | elif error_name == ErrorIf.BatchMismatch: |
| 5660 | output_shape[0] += rng.integers(1, 10) |
| 5661 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5662 | modify_dim = rng.choice([1, 2]) |
| 5663 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5664 | |
| 5665 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5666 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5667 | return outputs |
| 5668 | |
| 5669 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5670 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5671 | outputs = [] |
| 5672 | |
| 5673 | input_shape = value.shape |
| 5674 | if error_name != ErrorIf.WrongRank: |
| 5675 | assert len(input_shape) == 3 |
| 5676 | |
| 5677 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5678 | |
| 5679 | output_dtype = value.dtype |
| 5680 | if error_name == ErrorIf.WrongOutputType: |
| 5681 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5682 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5683 | output_dtype = rng.choice(wrong_dtypes) |
| 5684 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5685 | output_shape[0] += rng.integers(1, 10) |
| 5686 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5687 | modify_dim = rng.choice([1, 2]) |
| 5688 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5689 | |
| 5690 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5691 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5692 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5693 | |
| 5694 | @staticmethod |
| 5695 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 5696 | if error_name != ErrorIf.RankMismatch: |
| 5697 | assert len(a.shape) == len(b.shape) |
| 5698 | assert a.dtype == b.dtype |
| 5699 | |
| 5700 | shape = [] |
| 5701 | for i in range(len(a.shape)): |
| 5702 | shape.append(a.shape[i]) |
| 5703 | |
| 5704 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5705 | if error_name == ErrorIf.DimensionMismatch: |
| 5706 | shape[fuzz_idx] += 1 |
| 5707 | |
| 5708 | if error_name == ErrorIf.WrongOutputType: |
| 5709 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 5710 | outputDType = rng.choice(wrong_dtypes) |
| 5711 | else: |
| 5712 | outputDType = DType.SHAPE |
| 5713 | return ser.addOutput(shape, outputDType) |