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 = {} |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 79 | for dtype in (DType.FP32, DType.FP16, DType.BF16, DType.FP8E4M3, DType.FP8E5M2): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 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 |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 155 | if dtype in (DType.FP32, DType.FP16, DType.BF16, DType.FP8E4M3, DType.FP8E5M2): |
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)) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 200 | elif dtype in ( |
| 201 | DType.FP16, |
| 202 | DType.BF16, |
| 203 | DType.FP32, |
| 204 | DType.FP8E4M3, |
| 205 | DType.FP8E5M2, |
| 206 | ): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 207 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 208 | |
| 209 | if dtype == DType.FP16: |
| 210 | return np.float16(f_tensor) |
| 211 | else: |
| 212 | f32_tensor = np.float32(f_tensor) |
| 213 | if dtype == DType.BF16: |
| 214 | # Floor the last 16 bits of each f32 value |
| 215 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 216 | elif dtype == DType.FP8E4M3: |
| 217 | return np.float32(gtu.vect_f32_to_fp8e4m3(f32_tensor)) |
| 218 | elif dtype == DType.FP8E5M2: |
| 219 | return np.float32(gtu.vect_f32_to_fp8e5m2(f32_tensor)) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 220 | else: |
| 221 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 222 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 223 | # All other integer types |
| 224 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 225 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 226 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 227 | placeholders = [] |
| 228 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 229 | assert len(shape_list) == len(dtype_list) |
| 230 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 231 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 232 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 233 | if not self.args.lazy_data_gen: |
| 234 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 235 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 236 | |
| 237 | return placeholders |
| 238 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 239 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 240 | consts = [] |
| 241 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 242 | assert len(shape_list) == len(dtype_list) |
| 243 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 244 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 245 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 246 | if not self.args.lazy_data_gen: |
| 247 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 248 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 249 | |
| 250 | return consts |
| 251 | |
| 252 | def makeShape(self, rank): |
| 253 | if self.targetted_shape: |
| 254 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 255 | return np.int32( |
| 256 | self.rng.integers( |
| 257 | low=self.args.tensor_shape_range[0], |
| 258 | high=self.args.tensor_shape_range[1], |
| 259 | size=rank, |
| 260 | ) |
| 261 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 262 | |
| 263 | def setTargetShape(self, shape): |
| 264 | self.targetted_shape = shape |
| 265 | |
| 266 | def randInt(self, low=0, high=256): |
| 267 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 268 | |
| 269 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 270 | low, high = self.getDTypeRange(dtype) |
| 271 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 272 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 273 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 274 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 275 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 276 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 277 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 278 | return gtu.vect_f32_to_bf16(rand_f32) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 279 | elif dtype == DType.FP8E4M3: |
| 280 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 281 | return gtu.vect_f32_to_fp8e4m3(rand_f32) |
| 282 | elif dtype == DType.FP8E5M2: |
| 283 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 284 | return gtu.vect_f32_to_fp8e5m2(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 285 | elif dtype == DType.BOOL: |
| 286 | return self.rng.choice([False, True]) |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 287 | elif dtype == DType.INT48 or dtype == DType.SHAPE: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 288 | # Special size |
| 289 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 290 | |
| 291 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 292 | |
| 293 | def shapeStr(self, shape): |
| 294 | |
| 295 | sStr = [] |
| 296 | # Convert to strings |
| 297 | for i in shape: |
| 298 | sStr.append(str(i)) |
| 299 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 300 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 301 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 302 | def typeStr(self, dtype): |
| 303 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 304 | assert len(dtype) >= 2 |
| 305 | strs = [self.typeStr(t) for t in dtype] |
| 306 | # Limit types to the first 2 as the 3rd is the accumulator |
| 307 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 308 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 309 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 310 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 311 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 312 | raise Exception( |
| 313 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 314 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 315 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 316 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 317 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 318 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 319 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 320 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 321 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 322 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 323 | def constrictBatchSize(self, shape): |
| 324 | # Limit the batch size unless an explicit target shape set |
| 325 | if self.args.max_batch_size and not self.args.target_shapes: |
| 326 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 327 | return shape |
| 328 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 329 | def makeDimension(self): |
| 330 | return self.randInt( |
| 331 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 332 | ) |
| 333 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 334 | def tensorComplianceMetaData( |
| 335 | self, op, inputType, argsDict, outputTensor, errorName |
| 336 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 337 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 338 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 339 | Op.MATMUL, |
| 340 | Op.CONV2D, |
| 341 | Op.FULLY_CONNECTED, |
| 342 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 343 | Op.TRANSPOSE_CONV2D, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 344 | Op.CONV3D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 345 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 346 | if ( |
| 347 | errorName |
| 348 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 349 | or ( |
| 350 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 351 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 352 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 353 | ): |
| 354 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 355 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 356 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 357 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 358 | compliance_tens = { |
| 359 | "mode": None, |
| 360 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 361 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 362 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 363 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 364 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 365 | compliance_tens["dot_product_info"] = { |
| 366 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 367 | "ks": int(argsDict["ksb"]) |
| 368 | if "ksb" in argsDict |
| 369 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 370 | } |
| 371 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 372 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 373 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 374 | mode = gtu.ComplianceMode.ULP |
| 375 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 376 | elif "compliance" in op and "relative" in op["compliance"]: |
| 377 | mode = gtu.ComplianceMode.RELATIVE |
| 378 | compliance_tens["relative_info"] = { |
| 379 | "max": argsDict["max_abs_value"], |
| 380 | "scale": op["compliance"]["relative"], |
| 381 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 382 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 383 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 384 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 385 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 386 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 387 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 388 | compliance_tens["abs_error_info"] = { |
| 389 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 390 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 391 | else: |
| 392 | mode = gtu.ComplianceMode.EXACT |
| 393 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 394 | |
| 395 | return compliance_tens |
| 396 | |
| 397 | # Build Op functions |
| 398 | # Create the output tensor (calling OutputShaper as needed) |
| 399 | # Do final tweaks to attributes (if necessary for errorIf) |
| 400 | # Add Op into graph |
| 401 | # Return resulting tensor information or BuildInfo |
| 402 | |
| 403 | class BuildInfo: |
| 404 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 405 | |
| 406 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 407 | if isinstance(resultTensor, list): |
| 408 | assert complianceDict is None or isinstance(complianceDict, list) |
| 409 | self.resultTensorList = resultTensor |
| 410 | self.complianceDictList = complianceDict |
| 411 | else: |
| 412 | self.resultTensorList = [resultTensor] |
| 413 | if complianceDict is None: |
| 414 | self.complianceDictList = None |
| 415 | else: |
| 416 | self.complianceDictList = [complianceDict] |
| 417 | |
| 418 | def getComplianceInfo(self): |
| 419 | if self.complianceDictList is None: |
| 420 | return None |
| 421 | else: |
| 422 | tens_dict = {} |
| 423 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 424 | if comp is not None: |
| 425 | tens_dict[tens.name] = comp |
| 426 | |
| 427 | if tens_dict: |
| 428 | # Have some compliance data, so return the info |
| 429 | compliance = { |
| 430 | "version": "0.1", |
| 431 | "tensors": tens_dict, |
| 432 | } |
| 433 | else: |
| 434 | compliance = None |
| 435 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 436 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 437 | def build_unary( |
| 438 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 439 | ): |
| 440 | assert len(inputs) == 1 |
| 441 | a = inputs[0] |
| 442 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 443 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 444 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 445 | |
| 446 | # Ensure new output type has correct qinfo |
| 447 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 448 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 449 | qinfo = [ |
| 450 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 451 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 452 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 453 | |
| 454 | # Invalidate Input/Output list for error if checks. |
| 455 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 456 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 457 | pCount, cCount = op["operands"] |
| 458 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 459 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 460 | self, error_name, input_list, output_list |
| 461 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 462 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 463 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 464 | self.ser, |
| 465 | validator_fcns, |
| 466 | error_name, |
| 467 | op=op, |
| 468 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 469 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 470 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 471 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 472 | input_list=input_list, |
| 473 | output_list=output_list, |
| 474 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 475 | ): |
| 476 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 477 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 478 | attr = None |
| 479 | if op["op"] == Op.NEGATE: |
| 480 | attr = ts.TosaSerializerAttribute() |
| 481 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 482 | |
| 483 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 484 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 485 | compliance = self.tensorComplianceMetaData( |
| 486 | op, a.dtype, args_dict, result_tensor, error_name |
| 487 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 488 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 489 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 490 | def build_binary_broadcast( |
| 491 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 492 | ): |
| 493 | assert len(inputs) == 2 |
| 494 | a, b = inputs |
| 495 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 496 | self.ser, self.rng, a, b, error_name |
| 497 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 498 | |
| 499 | # Invalidate Input/Output list for error if checks. |
| 500 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 501 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 502 | pCount, cCount = op["operands"] |
| 503 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 504 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 505 | self, error_name, input_list, output_list |
| 506 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 507 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 508 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 509 | self.ser, |
| 510 | validator_fcns, |
| 511 | error_name, |
| 512 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 513 | input1=a, |
| 514 | input2=b, |
| 515 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 516 | output_dtype=result_tensor.dtype, |
| 517 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 518 | input_list=input_list, |
| 519 | output_list=output_list, |
| 520 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 521 | ): |
| 522 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 523 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 524 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 525 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 526 | compliance = self.tensorComplianceMetaData( |
| 527 | op, a.dtype, args_dict, result_tensor, error_name |
| 528 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 529 | |
| 530 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 531 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 532 | 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] | 533 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 534 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 535 | return result_tens |
| 536 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 537 | def build_arithmetic_right_shift( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 538 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 539 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 540 | assert len(inputs) == 2 |
| 541 | a, b = inputs |
| 542 | round = args_dict["round"] |
| 543 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 544 | self.ser, self.rng, a, b, error_name |
| 545 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 546 | |
| 547 | # Invalidate Input/Output list for error if checks. |
| 548 | input_list = [a.name, b.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 549 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 550 | pCount, cCount = op["operands"] |
| 551 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 552 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 553 | self, error_name, input_list, output_list |
| 554 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 555 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 556 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 557 | self.ser, |
| 558 | validator_fcns, |
| 559 | error_name, |
| 560 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 561 | input1=a, |
| 562 | input2=b, |
| 563 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 564 | output_dtype=result_tensor.dtype, |
| 565 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 566 | input_list=input_list, |
| 567 | output_list=output_list, |
| 568 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 569 | ): |
| 570 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 571 | |
| 572 | attr = ts.TosaSerializerAttribute() |
| 573 | attr.ArithmeticRightShiftAttribute(round) |
| 574 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 575 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 576 | |
| 577 | compliance = self.tensorComplianceMetaData( |
| 578 | op, a.dtype, args_dict, result_tensor, error_name |
| 579 | ) |
| 580 | |
| 581 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 582 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 583 | def build_mul( |
| 584 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 585 | ): |
| 586 | assert len(inputs) == 2 |
| 587 | a, b = inputs |
| 588 | shift = args_dict["shift"] |
| 589 | |
| 590 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 591 | self.ser, self.rng, a, b, error_name |
| 592 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 593 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 594 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 595 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 596 | result_tensor.setDtype(DType.INT32) |
| 597 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 598 | if error_name == ErrorIf.WrongOutputType: |
| 599 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 600 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 601 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 602 | |
| 603 | # Invalidate Input/Output list for error if checks. |
| 604 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 605 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 606 | pCount, cCount = op["operands"] |
| 607 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 608 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 609 | self, error_name, input_list, output_list |
| 610 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 611 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 612 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 613 | self.ser, |
| 614 | validator_fcns, |
| 615 | error_name, |
| 616 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 617 | input1=a, |
| 618 | input2=b, |
| 619 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 620 | output_dtype=result_tensor.dtype, |
| 621 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 622 | input_list=input_list, |
| 623 | output_list=output_list, |
| 624 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 625 | ): |
| 626 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 627 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 628 | attr = ts.TosaSerializerAttribute() |
| 629 | attr.MulAttribute(shift) |
| 630 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 631 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 632 | |
| 633 | compliance = self.tensorComplianceMetaData( |
| 634 | op, a.dtype, args_dict, result_tensor, error_name |
| 635 | ) |
| 636 | |
| 637 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 638 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 639 | def build_table( |
| 640 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 641 | ): |
| 642 | assert len(inputs) == 1 |
| 643 | a = inputs[0] |
| 644 | table = args_dict["table"] |
| 645 | result_tensor = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 646 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 647 | attr = ts.TosaSerializerAttribute() |
| 648 | attr.TableAttribute(table) |
| 649 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 650 | # Invalidate Input/Output list for error if checks. |
| 651 | input_list = [a.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 652 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 653 | pCount, cCount = op["operands"] |
| 654 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 655 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 656 | self, error_name, input_list, output_list |
| 657 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 658 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 659 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 660 | self.ser, |
| 661 | validator_fcns, |
| 662 | error_name, |
| 663 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 664 | input_shape=a.shape, |
| 665 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 666 | output_dtype=result_tensor.dtype, |
| 667 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 668 | input_list=input_list, |
| 669 | output_list=output_list, |
| 670 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 671 | ): |
| 672 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 673 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 674 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 675 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 676 | compliance = self.tensorComplianceMetaData( |
| 677 | op, a.dtype, args_dict, result_tensor, error_name |
| 678 | ) |
| 679 | |
| 680 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 681 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 682 | def build_select( |
| 683 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 684 | ): |
| 685 | assert len(inputs) == 3 |
| 686 | cond, a, b = inputs |
| 687 | |
| 688 | result_tensor = OutputShaper.selectOp( |
| 689 | self.ser, self.rng, cond, a, b, error_name |
| 690 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 691 | |
| 692 | # Invalidate Input/Output list for error if checks. |
| 693 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 694 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 695 | pCount, cCount = op["operands"] |
| 696 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 697 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 698 | self, error_name, input_list, output_list |
| 699 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 700 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 701 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 702 | self.ser, |
| 703 | validator_fcns, |
| 704 | error_name, |
| 705 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 706 | input1=cond, |
| 707 | input2=a, |
| 708 | input3=b, |
| 709 | input_shape=a.shape, |
| 710 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 711 | output_dtype=result_tensor.dtype, |
| 712 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 713 | input_list=input_list, |
| 714 | output_list=output_list, |
| 715 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 716 | ): |
| 717 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 718 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 719 | self.ser.addOperator( |
| 720 | op["op"], |
| 721 | input_list, |
| 722 | output_list, |
| 723 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 724 | compliance = self.tensorComplianceMetaData( |
| 725 | op, a.dtype, args_dict, result_tensor, error_name |
| 726 | ) |
| 727 | |
| 728 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 729 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 730 | def build_comparison( |
| 731 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 732 | ): |
| 733 | assert len(inputs) == 2 |
| 734 | a, b = inputs |
| 735 | |
| 736 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 737 | self.ser, self.rng, a, b, error_name |
| 738 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 739 | |
| 740 | # Invalidate Input/Output list for error if checks. |
| 741 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 742 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 743 | pCount, cCount = op["operands"] |
| 744 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 745 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 746 | self, error_name, input_list, output_list |
| 747 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 748 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 749 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 750 | self.ser, |
| 751 | validator_fcns, |
| 752 | error_name, |
| 753 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 754 | input1=a, |
| 755 | input2=b, |
| 756 | input_shape=a.shape, |
| 757 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 758 | output_shape=result_tensor.shape, |
| 759 | output_dtype=result_tensor.dtype, |
| 760 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 761 | input_list=input_list, |
| 762 | output_list=output_list, |
| 763 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 764 | ): |
| 765 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 766 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 767 | self.ser.addOperator( |
| 768 | op["op"], |
| 769 | input_list, |
| 770 | output_list, |
| 771 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 772 | |
| 773 | compliance = self.tensorComplianceMetaData( |
| 774 | op, a.dtype, args_dict, result_tensor, error_name |
| 775 | ) |
| 776 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 777 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 778 | def build_argmax( |
| 779 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 780 | ): |
| 781 | assert len(inputs) == 1 |
| 782 | a = inputs[0] |
| 783 | axis = args_dict["axis"] |
| 784 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 785 | |
| 786 | # Invalidate Input/Output list for error if checks. |
| 787 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 788 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 789 | pCount, cCount = op["operands"] |
| 790 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 791 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 792 | self, error_name, input_list, output_list |
| 793 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 794 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 795 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 796 | self.ser, |
| 797 | validator_fcns, |
| 798 | error_name, |
| 799 | op=op, |
| 800 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 801 | input_shape=a.shape, |
| 802 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 803 | output_shape=result_tensor.shape, |
| 804 | output_dtype=result_tensor.dtype, |
| 805 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 806 | input_list=input_list, |
| 807 | output_list=output_list, |
| 808 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 809 | ): |
| 810 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 811 | |
| 812 | attr = ts.TosaSerializerAttribute() |
| 813 | attr.AxisAttribute(axis) |
| 814 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 815 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 816 | |
| 817 | compliance = self.tensorComplianceMetaData( |
| 818 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 819 | ) |
| 820 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 821 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 822 | def build_pool2d( |
| 823 | self, |
| 824 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 825 | inputs, |
| 826 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 827 | validator_fcns=None, |
| 828 | error_name=None, |
| 829 | qinfo=None, |
| 830 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 831 | assert len(inputs) == 1 |
| 832 | input = inputs[0] |
| 833 | # max_pool has no accum_dtype |
| 834 | accum_dtype = ( |
| 835 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 836 | ) |
| 837 | stride = args_dict["stride"] |
| 838 | pad = args_dict["pad"] |
| 839 | kernel = args_dict["kernel"] |
| 840 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 841 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 842 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 843 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 844 | |
| 845 | # Ensure new output type has correct qinfo |
| 846 | if error_name == ErrorIf.WrongInputType: |
| 847 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 848 | qinfo = [ |
| 849 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 850 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 851 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 852 | |
| 853 | # Invalidate Input/Output list for error if checks. |
| 854 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 855 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 856 | pCount, cCount = op["operands"] |
| 857 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 858 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 859 | self, error_name, input_list, output_list |
| 860 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 861 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 862 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 863 | self.ser, |
| 864 | validator_fcns, |
| 865 | error_name, |
| 866 | op=op, |
| 867 | input_shape=input.shape, |
| 868 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 869 | output_shape=result_tensor.shape, |
| 870 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 871 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 872 | kernel=kernel, |
| 873 | stride=stride, |
| 874 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 875 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 876 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 877 | input_list=input_list, |
| 878 | output_list=output_list, |
| 879 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 880 | ): |
| 881 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 882 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 883 | if qinfo is None: |
| 884 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 885 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 886 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 887 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 888 | |
| 889 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 890 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 891 | compliance = self.tensorComplianceMetaData( |
| 892 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 893 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 894 | |
| 895 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 896 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 897 | def build_conv2d( |
| 898 | self, |
| 899 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 900 | inputs, |
| 901 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 902 | validator_fcns=None, |
| 903 | error_name=None, |
| 904 | qinfo=None, |
| 905 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 906 | assert len(inputs) == 3 |
| 907 | ifm, filter, bias = inputs |
| 908 | accum_dtype = args_dict["acc_type"] |
| 909 | strides = args_dict["stride"] |
| 910 | padding = args_dict["pad"] |
| 911 | dilations = args_dict["dilation"] |
| 912 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 913 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 914 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 915 | self.ser, |
| 916 | self.rng, |
| 917 | ifm, |
| 918 | filter, |
| 919 | accum_dtype, |
| 920 | strides, |
| 921 | padding, |
| 922 | dilations, |
| 923 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 924 | ) |
| 925 | |
| 926 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 927 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 928 | DType.INT8, |
| 929 | DType.UINT8, |
| 930 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 931 | qinfo = [ |
| 932 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 933 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 934 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 935 | |
| 936 | # Invalidate Input/Output list for error_if checks. |
| 937 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 938 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 939 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 940 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 941 | self, error_name, input_list, output_list |
| 942 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 943 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 944 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 945 | self.ser, |
| 946 | validator_fcns, |
| 947 | error_name, |
| 948 | op=op, |
| 949 | input_dtype=ifm.dtype, |
| 950 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 951 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 952 | qinfo=qinfo, |
| 953 | input_list=input_list, |
| 954 | num_operands=num_operands, |
| 955 | output_list=output_list, |
| 956 | pad=padding, |
| 957 | stride=strides, |
| 958 | dilation=dilations, |
| 959 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 960 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 961 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 962 | ): |
| 963 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 964 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 965 | # TODO - Test local_bound, for now set local bound attribute to False |
| 966 | local_bound = False |
| 967 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 968 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 969 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 970 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 971 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 972 | |
| 973 | compliance = self.tensorComplianceMetaData( |
| 974 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 975 | ) |
| 976 | |
| 977 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 978 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 979 | def build_conv3d( |
| 980 | self, |
| 981 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 982 | inputs, |
| 983 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 984 | validator_fcns=None, |
| 985 | error_name=None, |
| 986 | qinfo=None, |
| 987 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 988 | assert len(inputs) == 3 |
| 989 | ifm, filter, bias = inputs |
| 990 | accum_dtype = args_dict["acc_type"] |
| 991 | strides = args_dict["stride"] |
| 992 | padding = args_dict["pad"] |
| 993 | dilations = args_dict["dilation"] |
| 994 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 995 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 996 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 997 | self.ser, |
| 998 | self.rng, |
| 999 | ifm, |
| 1000 | filter, |
| 1001 | accum_dtype, |
| 1002 | strides, |
| 1003 | padding, |
| 1004 | dilations, |
| 1005 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1006 | ) |
| 1007 | |
| 1008 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1009 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1010 | DType.INT8, |
| 1011 | DType.UINT8, |
| 1012 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1013 | qinfo = [ |
| 1014 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1015 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1016 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1017 | |
| 1018 | # Invalidate Input/Output list for error_if checks. |
| 1019 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1020 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1021 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1022 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1023 | self, error_name, input_list, output_list |
| 1024 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1025 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1026 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1027 | self.ser, |
| 1028 | validator_fcns, |
| 1029 | error_name, |
| 1030 | op=op, |
| 1031 | input_dtype=ifm.dtype, |
| 1032 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1033 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1034 | qinfo=qinfo, |
| 1035 | input_list=input_list, |
| 1036 | num_operands=num_operands, |
| 1037 | output_list=output_list, |
| 1038 | pad=padding, |
| 1039 | stride=strides, |
| 1040 | dilation=dilations, |
| 1041 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1042 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1043 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1044 | ): |
| 1045 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1046 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1047 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1048 | local_bound = False |
| 1049 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1050 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1051 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1052 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1053 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1054 | |
| 1055 | compliance = self.tensorComplianceMetaData( |
| 1056 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1057 | ) |
| 1058 | |
| 1059 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1060 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1061 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1062 | self, |
| 1063 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1064 | inputs, |
| 1065 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1066 | validator_fcns=None, |
| 1067 | error_name=None, |
| 1068 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1069 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1070 | assert len(inputs) == 3 |
| 1071 | ifm, filter, bias = inputs |
| 1072 | accum_dtype = args_dict["acc_type"] |
| 1073 | strides = args_dict["stride"] |
| 1074 | out_pad = args_dict["pad"] |
| 1075 | output_shape = args_dict["out_shape"] |
| 1076 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1077 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1078 | result_tensor = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1079 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1080 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1081 | |
| 1082 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1083 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1084 | DType.INT8, |
| 1085 | DType.UINT8, |
| 1086 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1087 | qinfo = [ |
| 1088 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1089 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1090 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1091 | |
| 1092 | # Invalidate Input/Output list for error_if checks. |
| 1093 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1094 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1095 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1096 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1097 | self, error_name, input_list, output_list |
| 1098 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1099 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1100 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1101 | self.ser, |
| 1102 | validator_fcns, |
| 1103 | error_name, |
| 1104 | op=op, |
| 1105 | input_dtype=ifm.dtype, |
| 1106 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1107 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1108 | qinfo=qinfo, |
| 1109 | input_list=input_list, |
| 1110 | num_operands=num_operands, |
| 1111 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1112 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1113 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1114 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1115 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1116 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1117 | ): |
| 1118 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1119 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1120 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1121 | local_bound = False |
| 1122 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1123 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1124 | attr.TransposeConvAttribute( |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1125 | out_pad, strides, output_shape, qinfo[0], qinfo[1], local_bound |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1126 | ) |
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 | 95a6710 | 2024-01-10 14:16:39 +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 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1136 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1137 | self, |
| 1138 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1139 | inputs, |
| 1140 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1141 | validator_fcns=None, |
| 1142 | error_name=None, |
| 1143 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1144 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1145 | assert len(inputs) == 3 |
| 1146 | ifm, filter, bias = inputs |
| 1147 | accum_dtype = args_dict["acc_type"] |
| 1148 | strides = args_dict["stride"] |
| 1149 | padding = args_dict["pad"] |
| 1150 | dilations = args_dict["dilation"] |
| 1151 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1152 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1153 | self.ser, |
| 1154 | self.rng, |
| 1155 | ifm, |
| 1156 | filter, |
| 1157 | accum_dtype, |
| 1158 | strides, |
| 1159 | padding, |
| 1160 | dilations, |
| 1161 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1162 | ) |
| 1163 | |
| 1164 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1165 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1166 | DType.INT8, |
| 1167 | DType.UINT8, |
| 1168 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1169 | qinfo = [ |
| 1170 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1171 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1172 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1173 | |
| 1174 | # Invalidate Input/Output list for error_if checks. |
| 1175 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1176 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1177 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1178 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1179 | self, error_name, input_list, output_list |
| 1180 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1181 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1182 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1183 | self.ser, |
| 1184 | validator_fcns, |
| 1185 | error_name, |
| 1186 | op=op, |
| 1187 | input_dtype=ifm.dtype, |
| 1188 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1189 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1190 | qinfo=qinfo, |
| 1191 | input_list=input_list, |
| 1192 | num_operands=num_operands, |
| 1193 | output_list=output_list, |
| 1194 | pad=padding, |
| 1195 | stride=strides, |
| 1196 | dilation=dilations, |
| 1197 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1198 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1199 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1200 | ): |
| 1201 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1202 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1203 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1204 | local_bound = False |
| 1205 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1206 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1207 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1208 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1209 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1210 | |
| 1211 | compliance = self.tensorComplianceMetaData( |
| 1212 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1213 | ) |
| 1214 | |
| 1215 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1216 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1217 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1218 | self, |
| 1219 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1220 | inputs, |
| 1221 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1222 | validator_fcns=None, |
| 1223 | error_name=None, |
| 1224 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1225 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1226 | assert len(inputs) == 3 |
| 1227 | ifm, filter, bias = inputs |
| 1228 | accum_dtype = args_dict["acc_type"] |
| 1229 | |
| 1230 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1231 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1232 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1233 | |
| 1234 | # Invalidate Input/Output list for error if checks. |
| 1235 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1236 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1237 | pCount, cCount = op["operands"] |
| 1238 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1239 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1240 | self, error_name, input_list, output_list |
| 1241 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1242 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1243 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1244 | self.ser, |
| 1245 | validator_fcns, |
| 1246 | error_name, |
| 1247 | op=op, |
| 1248 | input_shape=ifm.shape, |
| 1249 | input_dtype=ifm.dtype, |
| 1250 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1251 | output_shape=result_tensor.shape, |
| 1252 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1253 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1254 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1255 | input_list=input_list, |
| 1256 | output_list=output_list, |
| 1257 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1258 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1259 | ): |
| 1260 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1261 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1262 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1263 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1264 | |
| 1265 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1266 | |
| 1267 | compliance = self.tensorComplianceMetaData( |
| 1268 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1269 | ) |
| 1270 | |
| 1271 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1272 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1273 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1274 | 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] | 1275 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1276 | assert len(inputs) == 2 |
| 1277 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1278 | accum_dtype = args_dict["acc_type"] |
| 1279 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1280 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1281 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1282 | |
| 1283 | # Invalidate Input/Output list for error if checks. |
| 1284 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1285 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1286 | pCount, cCount = op["operands"] |
| 1287 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1288 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1289 | self, error_name, input_list, output_list |
| 1290 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1291 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1292 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1293 | self.ser, |
| 1294 | validator_fcns, |
| 1295 | error_name, |
| 1296 | op=op, |
| 1297 | input_shape=a.shape, |
| 1298 | input_dtype=a.dtype, |
| 1299 | input2_shape=b.shape, |
| 1300 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1301 | output_shape=result_tensor.shape, |
| 1302 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1303 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1304 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1305 | input_list=input_list, |
| 1306 | output_list=output_list, |
| 1307 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1308 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1309 | ): |
| 1310 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1311 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1312 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1313 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1314 | |
| 1315 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1316 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1317 | compliance = self.tensorComplianceMetaData( |
| 1318 | op, a.dtype, args_dict, result_tensor, error_name |
| 1319 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1320 | |
| 1321 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1322 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1323 | def build_reduce( |
| 1324 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1325 | ): |
| 1326 | assert len(inputs) == 1 |
| 1327 | a = inputs[0] |
| 1328 | axis = args_dict["axis"] |
| 1329 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1330 | |
| 1331 | # Invalidate Input/Output list for error if checks. |
| 1332 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1333 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1334 | pCount, cCount = op["operands"] |
| 1335 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1336 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1337 | self, error_name, input_list, output_list |
| 1338 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1339 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1340 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1341 | self.ser, |
| 1342 | validator_fcns, |
| 1343 | error_name, |
| 1344 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1345 | axis=axis, |
| 1346 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1347 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1348 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1349 | output_dtype=result_tensor.dtype, |
| 1350 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1351 | input_list=input_list, |
| 1352 | output_list=output_list, |
| 1353 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1354 | ): |
| 1355 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1356 | |
| 1357 | attr = ts.TosaSerializerAttribute() |
| 1358 | attr.AxisAttribute(axis) |
| 1359 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1360 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1361 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1362 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1363 | # Number of products - needed for compliance |
| 1364 | args_dict["n"] = a.shape[axis] |
| 1365 | |
| 1366 | compliance = self.tensorComplianceMetaData( |
| 1367 | op, a.dtype, args_dict, result_tensor, error_name |
| 1368 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1369 | |
| 1370 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1371 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1372 | def build_clamp( |
| 1373 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1374 | ): |
| 1375 | assert len(inputs) == 1 |
| 1376 | a = inputs[0] |
| 1377 | |
| 1378 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1379 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1380 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1381 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1382 | if error_name == ErrorIf.MaxSmallerMin: |
| 1383 | # Make sure the numbers are different to invoke this error |
| 1384 | while v[0] == v[1]: |
| 1385 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1386 | max_val = min(v) |
| 1387 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1388 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1389 | max_val = max(v) |
| 1390 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1391 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1392 | # Invalidate Input/Output list for error if checks. |
| 1393 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1394 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1395 | pCount, cCount = op["operands"] |
| 1396 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1397 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1398 | self, error_name, input_list, output_list |
| 1399 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1400 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1401 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1402 | self.ser, |
| 1403 | validator_fcns, |
| 1404 | error_name, |
| 1405 | op=op, |
| 1406 | max_val=max_val, |
| 1407 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1408 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1409 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1410 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1411 | output_dtype=result_tensor.dtype, |
| 1412 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1413 | input_list=input_list, |
| 1414 | output_list=output_list, |
| 1415 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1416 | ): |
| 1417 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1418 | |
| 1419 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1420 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1421 | if a.dtype == DType.FP16: |
| 1422 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1423 | min_val = min_val.astype(np.float32) |
| 1424 | max_val = max_val.astype(np.float32) |
| 1425 | |
| 1426 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 1427 | elif a.dtype in (DType.INT8, DType.INT16): |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1428 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 1429 | else: |
| 1430 | # to avoid internal error for incorrect input types |
| 1431 | attr.ClampAttribute(self.ser.builder, 0, 0, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1432 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1433 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1434 | |
| 1435 | compliance = self.tensorComplianceMetaData( |
| 1436 | op, a.dtype, args_dict, result_tensor, error_name |
| 1437 | ) |
| 1438 | |
| 1439 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1440 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1441 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1442 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1443 | attr = ts.TosaSerializerAttribute() |
| 1444 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1445 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1446 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1447 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1448 | return result_tens |
| 1449 | |
| 1450 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1451 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1452 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1453 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1454 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1455 | return result_tens |
| 1456 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1457 | def build_activation( |
| 1458 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1459 | ): |
| 1460 | assert len(inputs) == 1 |
| 1461 | a = inputs[0] |
| 1462 | |
| 1463 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1464 | |
| 1465 | # Invalidate Input/Output list for error if checks. |
| 1466 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1467 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1468 | pCount, cCount = op["operands"] |
| 1469 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1470 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1471 | self, error_name, input_list, output_list |
| 1472 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1473 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1474 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1475 | self.ser, |
| 1476 | validator_fcns, |
| 1477 | error_name, |
| 1478 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1479 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1480 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1481 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1482 | output_dtype=result_tensor.dtype, |
| 1483 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1484 | input_list=input_list, |
| 1485 | output_list=output_list, |
| 1486 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1487 | ): |
| 1488 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1489 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1490 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1491 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1492 | compliance = self.tensorComplianceMetaData( |
| 1493 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1494 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1495 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1496 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1497 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1498 | def build_concat( |
| 1499 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1500 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1501 | if op["op"] == Op.CONCAT_SHAPE: |
| 1502 | axis = 0 |
| 1503 | else: |
| 1504 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1505 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1506 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1507 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1508 | result_tensor = OutputShaper.concatOp( |
| 1509 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1510 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1511 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1512 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1513 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1514 | input_tensor_names.append(tensor.name) |
| 1515 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1516 | # Invalidate Input/Output list for error if checks. |
| 1517 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1518 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1519 | pCount, cCount = op["operands"] |
| 1520 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1521 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1522 | self, error_name, input_list, output_list |
| 1523 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1524 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1525 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1526 | self.ser, |
| 1527 | validator_fcns, |
| 1528 | error_name, |
| 1529 | op=op, |
| 1530 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1531 | input_shape=inputs[0].shape, |
| 1532 | output_shape=result_tensor.shape, |
| 1533 | input_dtype=inputs[0].dtype, |
| 1534 | output_dtype=result_tensor.dtype, |
| 1535 | inputs=inputs, |
| 1536 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1537 | input_list=input_list, |
| 1538 | output_list=output_list, |
| 1539 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1540 | ): |
| 1541 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1542 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1543 | if op["op"] == Op.CONCAT: |
| 1544 | attr = ts.TosaSerializerAttribute() |
| 1545 | attr.AxisAttribute(axis) |
| 1546 | else: |
| 1547 | assert op["op"] == Op.CONCAT_SHAPE |
| 1548 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1549 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1550 | |
| 1551 | compliance = self.tensorComplianceMetaData( |
| 1552 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1553 | ) |
| 1554 | |
| 1555 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1556 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1557 | def build_pad( |
| 1558 | self, |
| 1559 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1560 | inputs, |
| 1561 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1562 | validator_fcns=None, |
| 1563 | error_name=None, |
| 1564 | qinfo=None, |
| 1565 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1566 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1567 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1568 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1569 | padding = args_dict["pad"] |
| 1570 | pad_const_int = args_dict["pad_const_int"] |
| 1571 | pad_const_float = args_dict["pad_const_fp"] |
| 1572 | |
| 1573 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1574 | |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1575 | # write empty padding into PadAttribute to ensure inputs[1] is used |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1576 | attr = ts.TosaSerializerAttribute() |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1577 | attr.PadAttribute(self.ser.builder, [], pad_const_int, pad_const_float) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1578 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1579 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1580 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1581 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1582 | pCount, cCount = op["operands"] |
| 1583 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1584 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1585 | self, error_name, input_list, output_list |
| 1586 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1587 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1588 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1589 | self.ser, |
| 1590 | validator_fcns, |
| 1591 | error_name, |
| 1592 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1593 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1594 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1595 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1596 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1597 | pad=padding, |
| 1598 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1599 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1600 | input_list=input_list, |
| 1601 | output_list=output_list, |
| 1602 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1603 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1604 | ): |
| 1605 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1606 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1607 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1608 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1609 | compliance = self.tensorComplianceMetaData( |
| 1610 | op, a.dtype, args_dict, result_tensor, error_name |
| 1611 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1612 | |
| 1613 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1614 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1615 | def build_dim( |
| 1616 | self, |
| 1617 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1618 | inputs, |
| 1619 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1620 | validator_fcns=None, |
| 1621 | error_name=None, |
| 1622 | qinfo=None, |
| 1623 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1624 | assert len(inputs) == 1 |
| 1625 | a = inputs[0] |
| 1626 | axis = args_dict["axis"] |
| 1627 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [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] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1632 | pCount, cCount = op["operands"] |
| 1633 | num_operands = pCount + cCount |
| 1634 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1635 | self, error_name, input_list, output_list |
| 1636 | ) |
| 1637 | |
| 1638 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1639 | self.ser, |
| 1640 | validator_fcns, |
| 1641 | error_name, |
| 1642 | op=op, |
| 1643 | axis=axis, |
| 1644 | input_shape=a.shape, |
| 1645 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1646 | output_shape=result_tensor.shape, |
| 1647 | output_dtype=result_tensor.dtype, |
| 1648 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1649 | input_list=input_list, |
| 1650 | output_list=output_list, |
| 1651 | num_operands=num_operands, |
| 1652 | ): |
| 1653 | return None |
| 1654 | |
| 1655 | attr = ts.TosaSerializerAttribute() |
| 1656 | attr.AxisAttribute(axis) |
| 1657 | |
| 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) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1660 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1661 | def build_reshape( |
| 1662 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1663 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1664 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1665 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1666 | shape = inputs[1] |
| 1667 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1668 | result_tensor = OutputShaper.reshapeOp( |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1669 | self.ser, self.rng, a, shape_attr, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1670 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1671 | |
| 1672 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1673 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1674 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1675 | pCount, cCount = op["operands"] |
| 1676 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1677 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1678 | self, error_name, input_list, output_list |
| 1679 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1680 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1681 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1682 | self.ser, |
| 1683 | validator_fcns, |
| 1684 | error_name, |
| 1685 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1686 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1687 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1688 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1689 | output_dtype=result_tensor.dtype, |
| 1690 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1691 | input_list=input_list, |
| 1692 | output_list=output_list, |
| 1693 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1694 | ): |
| 1695 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1696 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1697 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1698 | |
| 1699 | compliance = self.tensorComplianceMetaData( |
| 1700 | op, a.dtype, args_dict, result_tensor, error_name |
| 1701 | ) |
| 1702 | |
| 1703 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1704 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1705 | def build_reverse( |
| 1706 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1707 | ): |
| 1708 | assert len(inputs) == 1 |
| 1709 | a = inputs[0] |
| 1710 | axis = args_dict["axis"] |
| 1711 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1712 | |
| 1713 | # Invalidate Input/Output list for error if checks. |
| 1714 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1715 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1716 | pCount, cCount = op["operands"] |
| 1717 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1718 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1719 | self, error_name, input_list, output_list |
| 1720 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1721 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1722 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1723 | self.ser, |
| 1724 | validator_fcns, |
| 1725 | error_name, |
| 1726 | op=op, |
| 1727 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1728 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1729 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1730 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1731 | output_dtype=result_tensor.dtype, |
| 1732 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1733 | input_list=input_list, |
| 1734 | output_list=output_list, |
| 1735 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1736 | ): |
| 1737 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1738 | |
| 1739 | attr = ts.TosaSerializerAttribute() |
| 1740 | attr.AxisAttribute(axis) |
| 1741 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1742 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1743 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1744 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1745 | def build_transpose( |
| 1746 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1747 | ): |
| 1748 | assert len(inputs) == 1 |
| 1749 | a = inputs[0] |
| 1750 | perms = args_dict["perms"] |
| 1751 | |
| 1752 | result_tensor = OutputShaper.transposeOp( |
| 1753 | self.ser, self.rng, a, perms, error_name |
| 1754 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1755 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1756 | attr = ts.TosaSerializerAttribute() |
| 1757 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1758 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1759 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1760 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1761 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +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 | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1767 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1768 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +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, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1774 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1775 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1776 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1777 | output_dtype=result_tensor.dtype, |
| 1778 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1779 | input_list=input_list, |
| 1780 | output_list=output_list, |
| 1781 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1782 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1783 | ): |
| 1784 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1785 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1786 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1787 | |
| 1788 | compliance = self.tensorComplianceMetaData( |
| 1789 | op, a.dtype, args_dict, result_tensor, error_name |
| 1790 | ) |
| 1791 | |
| 1792 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1793 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1794 | def build_slice( |
| 1795 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1796 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1797 | assert len(inputs) == 3 |
| 1798 | a, start_var, size_var = inputs |
| 1799 | start_const = args_dict["start"] |
| 1800 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1801 | |
| 1802 | result_tensor = OutputShaper.sliceOp( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1803 | self.ser, self.rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1804 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1805 | |
| 1806 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1807 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1808 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1809 | pCount, cCount = op["operands"] |
| 1810 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1811 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1812 | self, error_name, input_list, output_list |
| 1813 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1814 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1815 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1816 | self.ser, |
| 1817 | validator_fcns, |
| 1818 | error_name, |
| 1819 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1820 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1821 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1822 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1823 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1824 | start=start_const, |
| 1825 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1826 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1827 | input_list=input_list, |
| 1828 | output_list=output_list, |
| 1829 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1830 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1831 | ): |
| 1832 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1833 | |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1834 | # TODO remove the slice attribute once shape dynamism support is mature. |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1835 | attr = ts.TosaSerializerAttribute() |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1836 | attr.SliceAttribute(start_const, size_const) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1837 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1838 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1839 | |
| 1840 | compliance = self.tensorComplianceMetaData( |
| 1841 | op, a.dtype, args_dict, result_tensor, error_name |
| 1842 | ) |
| 1843 | |
| 1844 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1845 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1846 | def build_tile( |
| 1847 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1848 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1849 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1850 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1851 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1852 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1853 | result_tensor = OutputShaper.tileOp( |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1854 | self.ser, self.rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1855 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1856 | |
| 1857 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1858 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1859 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1860 | pCount, cCount = op["operands"] |
| 1861 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1862 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1863 | self, error_name, input_list, output_list |
| 1864 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1865 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1866 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1867 | self.ser, |
| 1868 | validator_fcns, |
| 1869 | error_name, |
| 1870 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1871 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1872 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1873 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1874 | output_dtype=result_tensor.dtype, |
| 1875 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1876 | input_list=input_list, |
| 1877 | output_list=output_list, |
| 1878 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1879 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1880 | ): |
| 1881 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1882 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1883 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1884 | |
| 1885 | compliance = self.tensorComplianceMetaData( |
| 1886 | op, a.dtype, args_dict, result_tensor, error_name |
| 1887 | ) |
| 1888 | |
| 1889 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1890 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1891 | def build_gather( |
| 1892 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1893 | ): |
| 1894 | assert len(inputs) == 2 |
| 1895 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1896 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1897 | result_tensor = OutputShaper.gatherOp( |
| 1898 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1899 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1900 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1901 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1902 | input_list = [values.name, indices.name] |
| 1903 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1904 | pCount, cCount = op["operands"] |
| 1905 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1906 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1907 | self, error_name, input_list, output_list |
| 1908 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1909 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1910 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1911 | self.ser, |
| 1912 | validator_fcns, |
| 1913 | error_name, |
| 1914 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1915 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1916 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1917 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1918 | output_dtype=result_tensor.dtype, |
| 1919 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1920 | input_list=input_list, |
| 1921 | output_list=output_list, |
| 1922 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1923 | ): |
| 1924 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1925 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1926 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1927 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1928 | compliance = self.tensorComplianceMetaData( |
| 1929 | op, values.dtype, args_dict, result_tensor, error_name |
| 1930 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1931 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1932 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1933 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1934 | def build_scatter( |
| 1935 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1936 | ): |
| 1937 | assert len(inputs) == 3 |
| 1938 | values_in, indices, input = inputs |
| 1939 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1940 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1941 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1942 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1943 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1944 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1945 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1946 | pCount, cCount = op["operands"] |
| 1947 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1948 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1949 | self, error_name, input_list, output_list |
| 1950 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1951 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1952 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1953 | self.ser, |
| 1954 | validator_fcns, |
| 1955 | error_name, |
| 1956 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1957 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1958 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1959 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1960 | output_dtype=result_tensor.dtype, |
| 1961 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1962 | input_list=input_list, |
| 1963 | output_list=output_list, |
| 1964 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1965 | ): |
| 1966 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1967 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1968 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1969 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1970 | compliance = self.tensorComplianceMetaData( |
| 1971 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1972 | ) |
| 1973 | |
| 1974 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1975 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1976 | def build_resize( |
| 1977 | self, |
| 1978 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1979 | inputs, |
| 1980 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1981 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1982 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1983 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1984 | ): |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1985 | assert len(inputs) == 1 |
| 1986 | input = inputs[0] |
| 1987 | mode = args_dict["mode"] |
| 1988 | scale = args_dict["scale"] |
| 1989 | offset = args_dict["offset"] |
| 1990 | border = args_dict["border"] |
| 1991 | output_dtype = args_dict["output_dtype"] |
| 1992 | |
| 1993 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1994 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1995 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1996 | input, |
| 1997 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1998 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1999 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2000 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2001 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2002 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2003 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2004 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2005 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2006 | # Invalidate Input/Output list for error if checks. |
| 2007 | input_list = [input.name] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2008 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2009 | pCount, cCount = op["operands"] |
| 2010 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2011 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2012 | self, error_name, input_list, output_list |
| 2013 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2014 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2015 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2016 | self.ser, |
| 2017 | validator_fcns, |
| 2018 | error_name, |
| 2019 | op=op, |
| 2020 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2021 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2022 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2023 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2024 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2025 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2026 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2027 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2028 | input_list=input_list, |
| 2029 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2030 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2031 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2032 | ): |
| 2033 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2034 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2035 | attr = ts.TosaSerializerAttribute() |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2036 | attr.ResizeAttribute(scale, offset, border, mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2037 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2038 | |
| 2039 | compliance = self.tensorComplianceMetaData( |
| 2040 | op, input.dtype, args_dict, result_tensor, error_name |
| 2041 | ) |
| 2042 | |
| 2043 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2044 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2045 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 2046 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 2047 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2048 | self.ser.addOperator( |
| 2049 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 2050 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2051 | return result_tens |
| 2052 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2053 | def build_const( |
| 2054 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2055 | ): |
| 2056 | assert len(inputs) == 1 |
| 2057 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2058 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2059 | |
| 2060 | compliance = self.tensorComplianceMetaData( |
| 2061 | op, val.dtype, args_dict, val, error_name |
| 2062 | ) |
| 2063 | |
| 2064 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2065 | |
| 2066 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2067 | def build_cast( |
| 2068 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2069 | ): |
| 2070 | assert len(inputs) == 1 |
| 2071 | val = inputs[0] |
| 2072 | out_dtype = args_dict["out_type"] |
| 2073 | |
| 2074 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2075 | self.ser, self.rng, val, out_dtype, error_name |
| 2076 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2077 | |
| 2078 | # Invalidate Input/Output list for error if checks. |
| 2079 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2080 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2081 | pCount, cCount = op["operands"] |
| 2082 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2083 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2084 | self, error_name, input_list, output_list |
| 2085 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2086 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2087 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2088 | self.ser, |
| 2089 | validator_fcns, |
| 2090 | error_name, |
| 2091 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2092 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2093 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2094 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2095 | output_dtype=result_tensor.dtype, |
| 2096 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2097 | input_list=input_list, |
| 2098 | output_list=output_list, |
| 2099 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2100 | ): |
| 2101 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2102 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2103 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2104 | |
| 2105 | compliance = self.tensorComplianceMetaData( |
| 2106 | op, val.dtype, args_dict, result_tensor, error_name |
| 2107 | ) |
| 2108 | |
| 2109 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2110 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2111 | def build_rescale( |
| 2112 | self, |
| 2113 | op, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2114 | inputs, |
| 2115 | args_dict, |
| 2116 | validator_fcns=None, |
| 2117 | error_name=None, |
| 2118 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2119 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2120 | assert len(inputs) == 1 |
| 2121 | val = inputs[0] |
| 2122 | out_dtype = args_dict["output_dtype"] |
| 2123 | scale32 = args_dict["scale"] |
| 2124 | double_round = args_dict["double_round"] |
| 2125 | per_channel = args_dict["per_channel"] |
| 2126 | |
| 2127 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2128 | self.ser, self.rng, val, out_dtype, error_name |
| 2129 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2130 | |
| 2131 | if per_channel: |
| 2132 | nc = val.shape[-1] |
| 2133 | else: |
| 2134 | nc = 1 |
| 2135 | |
| 2136 | in_type_width = self.typeWidth(val.dtype) |
| 2137 | out_type_width = self.typeWidth(out_dtype) |
| 2138 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2139 | input_unsigned = False |
| 2140 | output_unsigned = False |
| 2141 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2142 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2143 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2144 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2145 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2146 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2147 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2148 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2149 | elif error_name in [ |
| 2150 | ErrorIf.InputZeroPointNotZero, |
| 2151 | ErrorIf.U16InputZeroPointNotValid, |
| 2152 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2153 | input_zp = self.randInt(-128, 128) |
| 2154 | if input_zp == 0: |
| 2155 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2156 | in_type_width += 1 |
| 2157 | elif val.dtype == DType.UINT16: |
| 2158 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 2159 | input_zp = self.rng.choice([0, 32768]) |
| 2160 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2161 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2162 | else: |
| 2163 | input_zp = 0 |
| 2164 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2165 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2166 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2167 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2168 | elif out_dtype == DType.UINT8: |
| 2169 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2170 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2171 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2172 | elif error_name in [ |
| 2173 | ErrorIf.OutputZeroPointNotZero, |
| 2174 | ErrorIf.U16OutputZeroPointNotValid, |
| 2175 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2176 | output_zp = self.randInt(-128, 128) |
| 2177 | if output_zp == 0: |
| 2178 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2179 | out_type_width += 1 |
| 2180 | elif out_dtype == DType.UINT16: |
| 2181 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2182 | output_zp = self.rng.choice([0, 32768]) |
| 2183 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2184 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2185 | else: |
| 2186 | output_zp = 0 |
| 2187 | |
| 2188 | # Calculate scale based on: |
| 2189 | # scale = a *(2^output_width)/(2^input_width)) |
| 2190 | |
| 2191 | a = np.float32(self.rng.random(size=[nc])) |
| 2192 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2193 | |
| 2194 | if scale32: |
| 2195 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2196 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2197 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2198 | else: |
| 2199 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2200 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2201 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2202 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2203 | |
| 2204 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2205 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2206 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2207 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2208 | |
| 2209 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2210 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2211 | scale_arr[i], scale32 |
| 2212 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2213 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2214 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2215 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2216 | # 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] | 2217 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2218 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2219 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2220 | assert val.placeholderFilename |
| 2221 | values = np.load( |
| 2222 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2223 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2224 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2225 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2226 | 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] | 2227 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2228 | # Check we can safely convert to the expected dtype |
| 2229 | assert ( |
| 2230 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2231 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2232 | ) |
| 2233 | |
| 2234 | # Force casting to output datatype |
| 2235 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2236 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2237 | if not np.all(np.array_equal(values, val_adj)): |
| 2238 | # Values changed so overwrite file with new values |
| 2239 | np.save( |
| 2240 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2241 | val_adj, |
| 2242 | False, |
| 2243 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2244 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2245 | # Invalidate Input/Output list for error if checks. |
| 2246 | input_list = [val.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2247 | output_list = [result_tensor.name] |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2248 | pCount, cCount = op["operands"] |
| 2249 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2250 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2251 | self, error_name, input_list, output_list |
| 2252 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2253 | |
| 2254 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2255 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2256 | self.ser, |
| 2257 | validator_fcns, |
| 2258 | error_name, |
| 2259 | op=op, |
| 2260 | input_dtype=val.dtype, |
| 2261 | output_dtype=out_dtype, |
| 2262 | input_shape=val.shape, |
| 2263 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2264 | scale32=scale32, |
| 2265 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2266 | input_list=input_list, |
| 2267 | output_list=output_list, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2268 | result_tensors=[result_tensor], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2269 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2270 | ): |
| 2271 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2272 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2273 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2274 | attr.RescaleAttribute( |
| 2275 | input_zp, |
| 2276 | output_zp, |
| 2277 | multiplier_arr, |
| 2278 | shift_arr, |
| 2279 | scale32, |
| 2280 | double_round, |
| 2281 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2282 | input_unsigned, |
| 2283 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2284 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2285 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2286 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2287 | |
| 2288 | compliance = self.tensorComplianceMetaData( |
| 2289 | op, val.dtype, args_dict, result_tensor, error_name |
| 2290 | ) |
| 2291 | |
| 2292 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2293 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2294 | def _get_condition_tensor(self, op, cond, error_name): |
| 2295 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2296 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2297 | else: |
| 2298 | cond_type = DType.BOOL |
| 2299 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2300 | choice = self.rng.choice([1, 2]) |
| 2301 | if choice == 1: |
| 2302 | cond_shape = [2] |
| 2303 | else: |
| 2304 | cond_shape = [1, 2] |
| 2305 | else: |
| 2306 | # Must be of size 1 (rank 0) |
| 2307 | cond_shape = [] |
| 2308 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2309 | return cond_tens |
| 2310 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2311 | def build_cond_if_const( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2312 | self, |
| 2313 | op, |
| 2314 | inputs, |
| 2315 | args_dict, |
| 2316 | validator_fcns=None, |
| 2317 | error_name=None, |
| 2318 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2319 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2320 | # 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] | 2321 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2322 | # and fill them with const nodes for the body. |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2323 | assert len(inputs) == 2 |
| 2324 | then_tens, else_tens = inputs |
| 2325 | |
| 2326 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2327 | |
| 2328 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2329 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2330 | |
| 2331 | # Make then/else tensors |
| 2332 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2333 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2334 | dtype = DType.INT32 |
| 2335 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2336 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2337 | if error_name in [ |
| 2338 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2339 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2340 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2341 | incorrect_shape = deepcopy(then_tens.shape) |
| 2342 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2343 | incorrect_shape[i] += ( |
| 2344 | self.rng.choice([-3, -2, 2, 3]) |
| 2345 | if incorrect_shape[i] > 3 |
| 2346 | else self.rng.choice([1, 2, 4]) |
| 2347 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2348 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2349 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2350 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2351 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2352 | |
| 2353 | # And the result tensor based on any of the outputs |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2354 | result_tensor = self.ser.addOutput(out_shape, dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2355 | |
| 2356 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2357 | then_block = "THEN_BLOCK" |
| 2358 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2359 | attr = ts.TosaSerializerAttribute() |
| 2360 | attr.CondIfAttribute(then_block, else_block) |
| 2361 | |
| 2362 | # Finally, build the op and the two blocks |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2363 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tensor.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2364 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2365 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2366 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2367 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2368 | then_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2369 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2370 | then_tens = self.ser.addConst(out_shape, dtype, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2371 | self.ser.addOutputTensor(then_tens) |
| 2372 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2373 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2374 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2375 | else_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2376 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2377 | else_tens = self.ser.addConst(out_shape, dtype, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2378 | self.ser.addOutputTensor(else_tens) |
| 2379 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2380 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2381 | self.ser, |
| 2382 | validator_fcns, |
| 2383 | error_name, |
| 2384 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2385 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2386 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2387 | ): |
| 2388 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2389 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2390 | compliance = self.tensorComplianceMetaData( |
| 2391 | op, dtype, args_dict, result_tensor, error_name |
| 2392 | ) |
| 2393 | |
| 2394 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2395 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2396 | def build_cond_if_binary( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2397 | self, |
| 2398 | op, |
| 2399 | inputs, |
| 2400 | args_dict, |
| 2401 | validator_fcns=None, |
| 2402 | error_name=None, |
| 2403 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2404 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2405 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2406 | # alternately add or subtract them based on the condition |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2407 | assert len(inputs) == 2 |
| 2408 | a, b = inputs |
| 2409 | |
| 2410 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2411 | |
| 2412 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2413 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2414 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2415 | result_tensor = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2416 | |
| 2417 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2418 | then_block = "THEN_BLOCK" |
| 2419 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2420 | attr = ts.TosaSerializerAttribute() |
| 2421 | attr.CondIfAttribute(then_block, else_block) |
| 2422 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2423 | if error_name in [ |
| 2424 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2425 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2426 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2427 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2428 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2429 | incorrect_shape = a.shape.copy() |
| 2430 | for i in range(len(incorrect_shape)): |
| 2431 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2432 | incorrect_block_input = deepcopy(a) |
| 2433 | incorrect_block_input.shape = incorrect_shape |
| 2434 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2435 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2436 | self.ser.addOperator( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2437 | op["op"], [cond_tens.name, a.name, b.name], [result_tensor.name], attr |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2438 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2439 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2440 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2441 | then_op, else_op = self.TOSA_OP_LIST["add"], self.TOSA_OP_LIST["sub"] |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2442 | elif a.dtype in (DType.INT8, DType.INT16): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2443 | then_op, else_op = ( |
| 2444 | self.TOSA_OP_LIST["logical_right_shift"], |
| 2445 | self.TOSA_OP_LIST["logical_left_shift"], |
| 2446 | ) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2447 | else: |
| 2448 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2449 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2450 | # Determine the element-wise binary operation that compliance will need to |
| 2451 | # check the results of |
| 2452 | compliance_op = then_op if cond else else_op |
| 2453 | |
| 2454 | for block, block_op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2455 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2456 | if ( |
| 2457 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2458 | and block == then_block |
| 2459 | ) or ( |
| 2460 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2461 | and block == else_block |
| 2462 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2463 | self.ser.addInputTensor(incorrect_block_input) |
| 2464 | self.ser.addInputTensor(b) |
| 2465 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2466 | elif ( |
| 2467 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2468 | and block == then_block |
| 2469 | ) or ( |
| 2470 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2471 | and block == else_block |
| 2472 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2473 | self.ser.addInputTensor(a) |
| 2474 | self.ser.addInputTensor(b) |
| 2475 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2476 | else: |
| 2477 | self.ser.addInputTensor(a) |
| 2478 | self.ser.addInputTensor(b) |
| 2479 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2480 | self.ser.addOperator(block_op["op"], [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2481 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2482 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2483 | self.ser, |
| 2484 | validator_fcns, |
| 2485 | error_name, |
| 2486 | op=op, |
| 2487 | a=a, |
| 2488 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2489 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2490 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2491 | ): |
| 2492 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2493 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2494 | compliance = self.tensorComplianceMetaData( |
| 2495 | compliance_op, a.dtype, args_dict, result_tensor, error_name |
| 2496 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2497 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2498 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2499 | |
| 2500 | def build_while_loop( |
| 2501 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2502 | ): |
| 2503 | assert len(inputs) == 1 |
| 2504 | a = inputs[0] |
| 2505 | iter_val = args_dict["iterations"] |
| 2506 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2507 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2508 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2509 | cond_block = "COND_BLOCK" |
| 2510 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2511 | |
| 2512 | attr = ts.TosaSerializerAttribute() |
| 2513 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2514 | |
| 2515 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2516 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2517 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2518 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2519 | |
| 2520 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2521 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2522 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2523 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2524 | incorrect_acc = deepcopy(acc) |
| 2525 | for i in range(len(incorrect_acc.shape)): |
| 2526 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2527 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2528 | else: |
| 2529 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2530 | |
| 2531 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2532 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2533 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2534 | [iter.name, a.name, acc.name], |
| 2535 | [iter_out.name, a_out.name, acc_out.name], |
| 2536 | attr, |
| 2537 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2538 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2539 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2540 | if error_name in [ |
| 2541 | ErrorIf.InputListCondGraphMismatch, |
| 2542 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2543 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2544 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2545 | incorrect_iter = deepcopy(iter) |
| 2546 | for i in range(len(incorrect_iter.shape)): |
| 2547 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2548 | if len(incorrect_iter.shape) == 0: |
| 2549 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2550 | |
| 2551 | incorrect_acc = deepcopy(acc) |
| 2552 | for i in range(len(incorrect_acc.shape)): |
| 2553 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2554 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2555 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2556 | self.ser.addBasicBlock(cond_block) |
| 2557 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2558 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2559 | self.ser.addInputTensor(incorrect_iter) |
| 2560 | self.ser.addInputTensor(a) |
| 2561 | self.ser.addInputTensor(incorrect_acc) |
| 2562 | else: |
| 2563 | self.ser.addInputTensor(iter) |
| 2564 | self.ser.addInputTensor(a) |
| 2565 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2566 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2567 | |
| 2568 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2569 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2570 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2571 | cond_type = DType.BOOL |
| 2572 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2573 | choice = self.rng.choice([1, 2]) |
| 2574 | if choice == 1: |
| 2575 | cond_shape = [3] |
| 2576 | else: |
| 2577 | cond_shape = [1, 2] |
| 2578 | else: |
| 2579 | cond_shape = [] |
| 2580 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2581 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2582 | 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] | 2583 | |
| 2584 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2585 | # 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] | 2586 | self.ser.addBasicBlock(body_block) |
| 2587 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2588 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2589 | self.ser.addInputTensor(incorrect_iter) |
| 2590 | self.ser.addInputTensor(a) |
| 2591 | self.ser.addInputTensor(incorrect_acc) |
| 2592 | else: |
| 2593 | self.ser.addInputTensor(iter) |
| 2594 | self.ser.addInputTensor(a) |
| 2595 | self.ser.addInputTensor(acc) |
| 2596 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2597 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2598 | |
| 2599 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2600 | iter_body_out = self.ser.addIntermediate( |
| 2601 | incorrect_iter.shape, incorrect_iter.dtype |
| 2602 | ) |
| 2603 | acc_body_out = self.ser.addIntermediate( |
| 2604 | incorrect_acc.shape, incorrect_acc.dtype |
| 2605 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2606 | else: |
| 2607 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2608 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2609 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2610 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2611 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2612 | self.ser.addOutputTensor(iter_body_out) |
| 2613 | self.ser.addOutputTensor(a) |
| 2614 | self.ser.addOutputTensor(acc_body_out) |
| 2615 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2616 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2617 | self.ser, |
| 2618 | validator_fcns, |
| 2619 | error_name, |
| 2620 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2621 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2622 | ): |
| 2623 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2624 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2625 | compliance = self.tensorComplianceMetaData( |
| 2626 | op, a.dtype, args_dict, acc_out, error_name |
| 2627 | ) |
| 2628 | |
| 2629 | return TosaTestGen.BuildInfo(acc_out, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2630 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2631 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2632 | self, |
| 2633 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2634 | inputs, |
| 2635 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2636 | validator_fcns=None, |
| 2637 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2638 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2639 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2640 | assert len(inputs) == 2 |
| 2641 | val1, val2 = inputs |
| 2642 | inverse = args_dict["inverse"] |
| 2643 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2644 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2645 | |
| 2646 | input_names = [val1.name, val2.name] |
| 2647 | pCount, cCount = op["operands"] |
| 2648 | num_operands = pCount + cCount |
| 2649 | |
| 2650 | output_names = [res.name for res in results] |
| 2651 | output_shapes = [res.shape for res in results] |
| 2652 | output_dtypes = [res.dtype for res in results] |
| 2653 | |
| 2654 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2655 | self, error_name, input_names, output_names |
| 2656 | ) |
| 2657 | |
| 2658 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2659 | self.ser, |
| 2660 | validator_fcns, |
| 2661 | error_name, |
| 2662 | op=op, |
| 2663 | inverse=inverse, |
| 2664 | input1=val1, |
| 2665 | input2=val2, |
| 2666 | input_shape=val1.shape, |
| 2667 | input_dtype=val1.dtype, |
| 2668 | output_shape=output_shapes, |
| 2669 | output_dtype=output_dtypes, |
| 2670 | result_tensors=results, |
| 2671 | input_list=input_names, |
| 2672 | output_list=output_names, |
| 2673 | num_operands=num_operands, |
| 2674 | ): |
| 2675 | return None |
| 2676 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2677 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2678 | local_bound = False |
| 2679 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2680 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2681 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2682 | |
| 2683 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2684 | |
| 2685 | compliance = [] |
| 2686 | for res in results: |
| 2687 | compliance.append( |
| 2688 | self.tensorComplianceMetaData( |
| 2689 | op, val1.dtype, args_dict, res, error_name |
| 2690 | ) |
| 2691 | ) |
| 2692 | |
| 2693 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2694 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2695 | def build_rfft2d( |
| 2696 | self, |
| 2697 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2698 | inputs, |
| 2699 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2700 | validator_fcns=None, |
| 2701 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2702 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2703 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2704 | assert len(inputs) == 1 |
| 2705 | val = inputs[0] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2706 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2707 | |
| 2708 | input_names = [val.name] |
| 2709 | pCount, cCount = op["operands"] |
| 2710 | num_operands = pCount + cCount |
| 2711 | |
| 2712 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2713 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2714 | output_dtypes = [res.dtype for res in results] |
| 2715 | |
| 2716 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2717 | self, error_name, input_names, output_names |
| 2718 | ) |
| 2719 | |
| 2720 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2721 | self.ser, |
| 2722 | validator_fcns, |
| 2723 | error_name, |
| 2724 | op=op, |
| 2725 | input_shape=val.shape, |
| 2726 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2727 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2728 | output_dtype=output_dtypes, |
| 2729 | result_tensors=results, |
| 2730 | input_list=input_names, |
| 2731 | output_list=output_names, |
| 2732 | num_operands=num_operands, |
| 2733 | ): |
| 2734 | return None |
| 2735 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2736 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2737 | local_bound = False |
| 2738 | |
| 2739 | attr = ts.TosaSerializerAttribute() |
| 2740 | attr.RFFTAttribute(local_bound) |
| 2741 | |
| 2742 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2743 | |
| 2744 | compliance = [] |
| 2745 | for res in results: |
| 2746 | compliance.append( |
| 2747 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2748 | ) |
| 2749 | |
| 2750 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2751 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2752 | def build_shape_op( |
| 2753 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2754 | ): |
| 2755 | assert len(inputs) == 2 |
| 2756 | a, b = inputs |
| 2757 | |
| 2758 | result_tensor = OutputShaper.addShapeOp(self.ser, self.rng, a, b, error_name) |
| 2759 | |
| 2760 | # Invalidate Input/Output list for error if checks. |
| 2761 | input_list = [a.name, b.name] |
| 2762 | output_list = [result_tensor.name] |
| 2763 | pCount, cCount = op["operands"] |
| 2764 | num_operands = pCount + cCount |
| 2765 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2766 | self, error_name, input_list, output_list |
| 2767 | ) |
| 2768 | |
| 2769 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2770 | self.ser, |
| 2771 | validator_fcns, |
| 2772 | error_name, |
| 2773 | op=op, |
| 2774 | input1=a, |
| 2775 | input2=b, |
| 2776 | input_shape=a.shape, |
| 2777 | input_dtype=a.dtype, |
| 2778 | output_shape=result_tensor.shape, |
| 2779 | output_dtype=result_tensor.dtype, |
| 2780 | result_tensors=[result_tensor], |
| 2781 | input_list=input_list, |
| 2782 | output_list=output_list, |
| 2783 | num_operands=num_operands, |
| 2784 | ): |
| 2785 | return None |
| 2786 | |
| 2787 | self.ser.addOperator( |
| 2788 | op["op"], |
| 2789 | input_list, |
| 2790 | output_list, |
| 2791 | ) |
| 2792 | compliance = self.tensorComplianceMetaData( |
| 2793 | op, a.dtype, args_dict, result_tensor, error_name |
| 2794 | ) |
| 2795 | |
| 2796 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2797 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2798 | def create_filter_lists( |
| 2799 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2800 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2801 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2802 | default_test_rank_range = range(1, 5) |
| 2803 | if not shapeFilter: |
| 2804 | shapeFilter = [None] |
| 2805 | |
| 2806 | # Calculate the filters based on what is requested and what the operator allows |
| 2807 | rmin, rmax = op["rank"] |
| 2808 | if rankFilter is not None: |
| 2809 | cleanRankFilter = [] |
| 2810 | # Ensure rankFilter values are allowed by operator |
| 2811 | for rank in rankFilter: |
| 2812 | if rank >= rmin and rank <= rmax: |
| 2813 | cleanRankFilter.append(rank) |
| 2814 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2815 | # Ensure default behaviour is bounded by default range or by operator, |
| 2816 | # whichever is the smaller range of ranks. |
| 2817 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2818 | cleanRankFilter = ( |
| 2819 | opRankRange |
| 2820 | if len(opRankRange) <= len(default_test_rank_range) |
| 2821 | else default_test_rank_range |
| 2822 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2823 | else: |
| 2824 | cleanRankFilter = range(rmin, rmax + 1) |
| 2825 | |
| 2826 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2827 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2828 | if dtypeFilter is not None: |
| 2829 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2830 | # Create list of operator dtypes filtered by requested dtypes |
| 2831 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2832 | if dtype in dtypeFilter or ( |
| 2833 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2834 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2835 | cleanDtypeFilter.append(dtype) |
| 2836 | else: |
| 2837 | cleanDtypeFilter = dtypes |
| 2838 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2839 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2840 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2841 | "shapeFilter": shapeFilter, |
| 2842 | "rankFilter": cleanRankFilter, |
| 2843 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2844 | } |
| 2845 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2846 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2847 | if validator is not None: |
| 2848 | validator_info = validator(check=False, op=op) |
| 2849 | else: |
| 2850 | return None |
| 2851 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2852 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2853 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2854 | # Set parameters as required |
| 2855 | if error_arguments["rank"] is not None: |
| 2856 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2857 | else: |
| 2858 | rankFilter = cleanRankFilter |
| 2859 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2860 | if error_arguments["dtype"] is not None: |
| 2861 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2862 | else: |
| 2863 | dtypeFilter = cleanDtypeFilter |
| 2864 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2865 | if error_arguments["shape"] is not None: |
| 2866 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2867 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2868 | shapeFilter = shapeFilter[ |
| 2869 | :2 |
| 2870 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2871 | |
| 2872 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2873 | "shapeFilter": shapeFilter, |
| 2874 | "rankFilter": rankFilter, |
| 2875 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2876 | } |
| 2877 | return filterDict |
| 2878 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2879 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2880 | self, |
| 2881 | opName, |
| 2882 | shapeFilter=[None], |
| 2883 | rankFilter=None, |
| 2884 | dtypeFilter=None, |
| 2885 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2886 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2887 | |
| 2888 | try: |
| 2889 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2890 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2891 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2892 | |
| 2893 | # Initialize a new random number generator |
| 2894 | self.rng = np.random.default_rng(self.random_seed) |
| 2895 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2896 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2897 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2898 | # Test list consists of a tuple of: |
| 2899 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2900 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2901 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2902 | error_if_validators = op["error_if_validators"] |
| 2903 | else: |
| 2904 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2905 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2906 | for validator in error_if_validators: |
| 2907 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2908 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2909 | else: |
| 2910 | error_name = None |
| 2911 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2912 | filterDict = self.create_filter_lists( |
| 2913 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2914 | ) |
| 2915 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2916 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2917 | cleanRankFilter = filterDict["rankFilter"] |
| 2918 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2919 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2920 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2921 | |
| 2922 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2923 | for t in cleanDtypeFilter: |
| 2924 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2925 | # Filter out by rank |
| 2926 | if shape is not None and len(shape) != r: |
| 2927 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2928 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2929 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2930 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2931 | shapeStr = self.shapeStr(shapeList[0]) |
| 2932 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2933 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2934 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2935 | argList = [] |
| 2936 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2937 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2938 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2939 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2940 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2941 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2942 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2943 | if argStr: |
| 2944 | testStr = "{}_{}_{}_{}".format( |
| 2945 | opName, shapeStr, typeStr, argStr |
| 2946 | ) |
| 2947 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2948 | testStr = "{}_{}_{}".format( |
| 2949 | opName, shapeStr, typeStr |
| 2950 | ) |
| 2951 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2952 | if argStr: |
| 2953 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2954 | opName, error_name, shapeStr, typeStr, argStr |
| 2955 | ) |
| 2956 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2957 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2958 | opName, error_name, shapeStr, typeStr |
| 2959 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2960 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2961 | testList.append( |
| 2962 | (opName, testStr, t, error_name, shapeList, args) |
| 2963 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2964 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2965 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2966 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2967 | if "invalid_test_validators" in op: |
| 2968 | invalid_test_validators = op["invalid_test_validators"] |
| 2969 | clean_testList = [] |
| 2970 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2971 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2972 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2973 | if validator_fcn( |
| 2974 | opName=test[0], |
| 2975 | input_dtype=test[2], |
| 2976 | shapeList=test[4], |
| 2977 | args=test[5], |
| 2978 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2979 | remove_test = True |
| 2980 | if not remove_test: |
| 2981 | clean_testList.append(test) |
| 2982 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2983 | |
| 2984 | return testList |
| 2985 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2986 | def serializeTest( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2987 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, argsDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2988 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2989 | try: |
| 2990 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2991 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2992 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2993 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2994 | if self.args.verbose: |
| 2995 | print(f"Creating {testStr}") |
| 2996 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2997 | # Create a serializer |
| 2998 | self.createSerializer(opName, testStr) |
| 2999 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3000 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 3001 | if "error_if_validators" in op: |
| 3002 | error_if_validators = op["error_if_validators"] |
| 3003 | else: |
| 3004 | error_if_validators = None |
| 3005 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3006 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3007 | num_operands = pCount + cCount |
| 3008 | |
| 3009 | if isinstance(dtype_or_dtypeList, list): |
| 3010 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3011 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3012 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3013 | else: |
| 3014 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 3015 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3016 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3017 | assert ( |
| 3018 | len(shapeList) == num_operands |
| 3019 | ), "shapeList length {} must match number of operands {}".format( |
| 3020 | len(shapeList), num_operands |
| 3021 | ) |
| 3022 | assert ( |
| 3023 | len(dtypeList) == num_operands |
| 3024 | ), "dtypeList length {} must match number of operands {}".format( |
| 3025 | len(dtypeList), num_operands |
| 3026 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3027 | |
| 3028 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3029 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3030 | except KeyError: |
| 3031 | qgen = None |
| 3032 | |
| 3033 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 3034 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3035 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 3036 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3037 | else: |
| 3038 | qinfo = None |
| 3039 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3040 | # Extra meta data for the desc.json |
| 3041 | tensMeta = {} |
| 3042 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3043 | # Check we are using the new interface with an argsDict dictionary |
| 3044 | assert isinstance( |
| 3045 | argsDict, dict |
| 3046 | ), f"{opName} is not using new tvg/build_fcn interface" |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3047 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3048 | # New interface with args info in dictionary |
| 3049 | assert "dg_type" in argsDict |
| 3050 | tvgInfo = tvgen_fcn(self, opName, dtypeList, shapeList, argsDict, error_name) |
| 3051 | if tvgInfo.dataGenDict: |
| 3052 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 3053 | tens = tvgInfo.tensorList |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 3054 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3055 | result = build_fcn( |
| 3056 | self, |
| 3057 | op, |
| 3058 | tens, |
| 3059 | argsDict, |
| 3060 | validator_fcns=error_if_validators, |
| 3061 | error_name=error_name, |
| 3062 | qinfo=qinfo, |
| 3063 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3064 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3065 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3066 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3067 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3068 | # Add the compliance meta data (if any) |
| 3069 | compliance = result.getComplianceInfo() |
| 3070 | if compliance: |
| 3071 | tensMeta["compliance"] = compliance |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3072 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3073 | else: |
| 3074 | # The test is not valid |
| 3075 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3076 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3077 | def createDynamicOpLists(self): |
| 3078 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 3079 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 3080 | # Already created these lists (can occur when class is initialized more than once) |
| 3081 | return |
| 3082 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3083 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3084 | if not self.args.level8k: |
| 3085 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3086 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3087 | else: |
| 3088 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3089 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 3090 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3091 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3092 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3093 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 3094 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 3095 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3096 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3097 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3098 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 3099 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3100 | "depthwise_conv2d_TEMPLATE" |
| 3101 | ].copy() |
| 3102 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3103 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3104 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3105 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 3106 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3107 | "transpose_conv2d_TEMPLATE" |
| 3108 | ].copy() |
| 3109 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3110 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3111 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3112 | for k in KERNELS_3D: |
| 3113 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 3114 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 3115 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3116 | self.TOSA_OP_LIST[testName]["template"] = False |
| 3117 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3118 | # Delete any templates after having created any dynamic ops |
| 3119 | # This is a two-pass operation because it's bad practice to delete |
| 3120 | # keys from dictionaries while iterating |
| 3121 | keyList = [] |
| 3122 | for k in self.TOSA_OP_LIST: |
| 3123 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3124 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3125 | keyList.append(k) |
| 3126 | continue |
| 3127 | except KeyError: |
| 3128 | pass |
| 3129 | |
| 3130 | for k in keyList: |
| 3131 | del self.TOSA_OP_LIST[k] |
| 3132 | |
| 3133 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3134 | """Fill in default fields for ops if they aren't already specified. |
| 3135 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3136 | for op in self.TOSA_OP_LIST: |
| 3137 | |
| 3138 | # Required fields |
| 3139 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3140 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3141 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3142 | raise Exception( |
| 3143 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3144 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3145 | |
| 3146 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3147 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3148 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3149 | raise Exception( |
| 3150 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3151 | op |
| 3152 | ) |
| 3153 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3154 | |
| 3155 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3156 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3157 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3158 | raise Exception( |
| 3159 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3160 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3161 | |
| 3162 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3163 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3164 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3165 | raise Exception( |
| 3166 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3167 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3168 | |
| 3169 | # Put in default rank range, if missing |
| 3170 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3171 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3172 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3173 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3174 | |
| 3175 | # Tensor operator list |
| 3176 | # 'op': op name |
| 3177 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3178 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3179 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3180 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3181 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3182 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3183 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3184 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3185 | TYPE_INT_FP = [ |
| 3186 | DType.INT8, |
| 3187 | DType.INT16, |
| 3188 | DType.INT32, |
| 3189 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3190 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3191 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3192 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3193 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3194 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3195 | TYPE_FI32 = [ |
| 3196 | DType.FP32, |
| 3197 | DType.FP16, |
| 3198 | DType.BF16, |
| 3199 | DType.INT32, |
| 3200 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3201 | TYPE_FIB = [ |
| 3202 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3203 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3204 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3205 | DType.INT8, |
| 3206 | DType.INT16, |
| 3207 | DType.INT32, |
| 3208 | DType.BOOL, |
| 3209 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3210 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3211 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 3212 | TYPE_NARROW_INT_FP = [ |
| 3213 | DType.INT8, |
| 3214 | DType.INT16, |
| 3215 | DType.FP16, |
| 3216 | DType.BF16, |
| 3217 | DType.FP32, |
| 3218 | ] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3219 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3220 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3221 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3222 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3223 | [DType.INT8, DType.INT8, DType.INT32], |
| 3224 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3225 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3226 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3227 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3228 | [DType.FP32, DType.FP32, DType.FP32], |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 3229 | [DType.FP8E4M3, DType.FP8E4M3, DType.FP16], |
| 3230 | [DType.FP8E5M2, DType.FP8E5M2, DType.FP16], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3231 | ] |
| 3232 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3233 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3234 | |
| 3235 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3236 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3237 | "argmax": { |
| 3238 | "op": Op.ARGMAX, |
| 3239 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3240 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3241 | "build_fcn": ( |
| 3242 | build_argmax, |
| 3243 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3244 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3245 | TosaArgGen.agAxis, |
| 3246 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 3247 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3248 | "error_if_validators": ( |
| 3249 | TosaErrorValidator.evAxisSmallerZero, |
| 3250 | TosaErrorValidator.evAxisLargerRank, |
| 3251 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3252 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3253 | TosaErrorValidator.evWrongRank, |
| 3254 | TosaErrorValidator.evWrongInputType, |
| 3255 | TosaErrorValidator.evWrongOutputType, |
| 3256 | TosaErrorValidator.evWrongInputList, |
| 3257 | TosaErrorValidator.evWrongOutputList, |
| 3258 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3259 | "data_gen": { |
| 3260 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3261 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3262 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3263 | "avg_pool2d": { |
| 3264 | "op": Op.AVG_POOL2D, |
| 3265 | "operands": (1, 0), |
| 3266 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3267 | "build_fcn": ( |
| 3268 | build_pool2d, |
| 3269 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3270 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3271 | TosaArgGen.agPooling, |
| 3272 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3273 | "qgen": TosaQuantGen.qgUnary, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 3274 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3275 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3276 | "error_if_validators": ( |
| 3277 | TosaErrorValidator.evKernelSmallerOne, |
| 3278 | TosaErrorValidator.evStrideSmallerOne, |
| 3279 | TosaErrorValidator.evPadSmallerZero, |
| 3280 | TosaErrorValidator.evWrongRank, |
| 3281 | TosaErrorValidator.evWrongInputType, |
| 3282 | TosaErrorValidator.evWrongOutputType, |
| 3283 | TosaErrorValidator.evWrongInputList, |
| 3284 | TosaErrorValidator.evWrongOutputList, |
| 3285 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3286 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3287 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3288 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3289 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 3290 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3291 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3292 | "data_gen": { |
| 3293 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3294 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3295 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3296 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3297 | "conv2d_TEMPLATE": { |
| 3298 | "op": Op.CONV2D, |
| 3299 | "operands": (1, 2), |
| 3300 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3301 | "build_fcn": ( |
| 3302 | build_conv2d, |
| 3303 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3304 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3305 | TosaArgGen.agConv, |
| 3306 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3307 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3308 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3309 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3310 | "error_if_validators": ( |
| 3311 | TosaErrorValidator.evWrongInputType, |
| 3312 | TosaErrorValidator.evWrongOutputType, |
| 3313 | TosaErrorValidator.evWrongInputList, |
| 3314 | TosaErrorValidator.evWrongOutputList, |
| 3315 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3316 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3317 | TosaErrorValidator.evPadSmallerZero, |
| 3318 | TosaErrorValidator.evStrideSmallerOne, |
| 3319 | TosaErrorValidator.evDilationSmallerOne, |
| 3320 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3321 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3322 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3323 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3324 | "data_gen": { |
| 3325 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3326 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3327 | "template": True, |
| 3328 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3329 | # Templated operator. Filled in by createDynamicOpLists |
| 3330 | "conv3d_TEMPLATE": { |
| 3331 | "op": Op.CONV3D, |
| 3332 | "operands": (1, 2), |
| 3333 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3334 | "build_fcn": ( |
| 3335 | build_conv3d, |
| 3336 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3337 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3338 | TosaArgGen.agConv, |
| 3339 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3340 | "qgen": TosaQuantGen.qgConv, |
| 3341 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3342 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3343 | "error_if_validators": ( |
| 3344 | TosaErrorValidator.evWrongInputType, |
| 3345 | TosaErrorValidator.evWrongOutputType, |
| 3346 | TosaErrorValidator.evWrongInputList, |
| 3347 | TosaErrorValidator.evWrongOutputList, |
| 3348 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3349 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3350 | TosaErrorValidator.evPadSmallerZero, |
| 3351 | TosaErrorValidator.evStrideSmallerOne, |
| 3352 | TosaErrorValidator.evDilationSmallerOne, |
| 3353 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3354 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3355 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3356 | ), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 3357 | "data_gen": { |
| 3358 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3359 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3360 | "template": True, |
| 3361 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3362 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3363 | "depthwise_conv2d_TEMPLATE": { |
| 3364 | "op": Op.DEPTHWISE_CONV2D, |
| 3365 | "operands": (1, 2), |
| 3366 | "filter": [1, 1], |
| 3367 | "rank": (4, 4), |
| 3368 | "build_fcn": ( |
| 3369 | build_depthwise_conv2d, |
| 3370 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3371 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3372 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3373 | ), |
| 3374 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3375 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3376 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3377 | "error_if_validators": ( |
| 3378 | TosaErrorValidator.evWrongInputType, |
| 3379 | TosaErrorValidator.evWrongOutputType, |
| 3380 | TosaErrorValidator.evWrongInputList, |
| 3381 | TosaErrorValidator.evWrongOutputList, |
| 3382 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3383 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3384 | TosaErrorValidator.evPadSmallerZero, |
| 3385 | TosaErrorValidator.evStrideSmallerOne, |
| 3386 | TosaErrorValidator.evDilationSmallerOne, |
| 3387 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3388 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3389 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3390 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 3391 | "data_gen": { |
| 3392 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3393 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3394 | "template": True, |
| 3395 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3396 | "fully_connected": { |
| 3397 | "op": Op.FULLY_CONNECTED, |
| 3398 | "operands": (1, 2), |
| 3399 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3400 | "build_fcn": ( |
| 3401 | build_fully_connected, |
| 3402 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3403 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3404 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3405 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3406 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3407 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3408 | "error_if_validators": ( |
| 3409 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3410 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3411 | TosaErrorValidator.evWrongRank, |
| 3412 | TosaErrorValidator.evWrongInputType, |
| 3413 | TosaErrorValidator.evWrongOutputType, |
| 3414 | TosaErrorValidator.evWrongInputList, |
| 3415 | TosaErrorValidator.evWrongOutputList, |
| 3416 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3417 | "data_gen": { |
| 3418 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3419 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3420 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3421 | "matmul": { |
| 3422 | "op": Op.MATMUL, |
| 3423 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3424 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3425 | "build_fcn": ( |
| 3426 | build_matmul, |
| 3427 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3428 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3429 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3430 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3431 | "qgen": TosaQuantGen.qgMatmul, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 3432 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3433 | "error_if_validators": ( |
| 3434 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3435 | TosaErrorValidator.evWrongRank, |
| 3436 | TosaErrorValidator.evWrongInputType, |
| 3437 | TosaErrorValidator.evWrongOutputType, |
| 3438 | TosaErrorValidator.evWrongInputList, |
| 3439 | TosaErrorValidator.evWrongOutputList, |
| 3440 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3441 | "data_gen": { |
| 3442 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3443 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3444 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3445 | "max_pool2d": { |
| 3446 | "op": Op.MAX_POOL2D, |
| 3447 | "operands": (1, 0), |
| 3448 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3449 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3450 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3451 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3452 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3453 | TosaArgGen.agPooling, |
| 3454 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 3455 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3456 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3457 | "error_if_validators": ( |
| 3458 | TosaErrorValidator.evKernelSmallerOne, |
| 3459 | TosaErrorValidator.evStrideSmallerOne, |
| 3460 | TosaErrorValidator.evPadSmallerZero, |
| 3461 | TosaErrorValidator.evWrongRank, |
| 3462 | TosaErrorValidator.evWrongInputType, |
| 3463 | TosaErrorValidator.evWrongOutputType, |
| 3464 | TosaErrorValidator.evWrongInputList, |
| 3465 | TosaErrorValidator.evWrongOutputList, |
| 3466 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3467 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3468 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3469 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3470 | "data_gen": { |
| 3471 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3472 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3473 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3474 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3475 | "transpose_conv2d_TEMPLATE": { |
| 3476 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3477 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3478 | "rank": (4, 4), |
| 3479 | "build_fcn": ( |
| 3480 | build_transpose_conv2d, |
| 3481 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3482 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3483 | TosaArgGen.agTransposeConv2D, |
| 3484 | ), |
| 3485 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3486 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3487 | "invalid_test_validators": ( |
| 3488 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3489 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3490 | ), |
| 3491 | "error_if_validators": ( |
| 3492 | TosaErrorValidator.evWrongInputType, |
| 3493 | TosaErrorValidator.evWrongOutputType, |
| 3494 | TosaErrorValidator.evWrongInputList, |
| 3495 | TosaErrorValidator.evWrongOutputList, |
| 3496 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3497 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3498 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3499 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3500 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3501 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3502 | ), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3503 | "data_gen": { |
| 3504 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3505 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3506 | "template": True, |
| 3507 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3508 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3509 | "clamp": { |
| 3510 | "op": Op.CLAMP, |
| 3511 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3512 | "build_fcn": ( |
| 3513 | build_clamp, |
| 3514 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3515 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3516 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3517 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3518 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3519 | "error_if_validators": ( |
| 3520 | TosaErrorValidator.evMaxSmallerMin, |
| 3521 | TosaErrorValidator.evWrongInputType, |
| 3522 | TosaErrorValidator.evWrongOutputType, |
| 3523 | TosaErrorValidator.evWrongInputList, |
| 3524 | TosaErrorValidator.evWrongOutputList, |
| 3525 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3526 | "data_gen": { |
| 3527 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3528 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3529 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3530 | "sigmoid": { |
| 3531 | "op": Op.SIGMOID, |
| 3532 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3533 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3534 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3535 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3536 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3537 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3538 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3539 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3540 | "error_if_validators": ( |
| 3541 | TosaErrorValidator.evWrongInputType, |
| 3542 | TosaErrorValidator.evWrongOutputType, |
| 3543 | TosaErrorValidator.evWrongInputList, |
| 3544 | TosaErrorValidator.evWrongOutputList, |
| 3545 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3546 | "data_gen": { |
| 3547 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3548 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3549 | }, |
| 3550 | "tanh": { |
| 3551 | "op": Op.TANH, |
| 3552 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3553 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3554 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3555 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3556 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3557 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3558 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3559 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3560 | "error_if_validators": ( |
| 3561 | TosaErrorValidator.evWrongInputType, |
| 3562 | TosaErrorValidator.evWrongOutputType, |
| 3563 | TosaErrorValidator.evWrongInputList, |
| 3564 | TosaErrorValidator.evWrongOutputList, |
| 3565 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3566 | "data_gen": { |
| 3567 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3568 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3569 | "compliance": { |
| 3570 | "abs_error_lower_bound": 0.5, |
| 3571 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3572 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3573 | "erf": { |
| 3574 | "op": Op.ERF, |
| 3575 | "operands": (1, 0), |
| 3576 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3577 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3578 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3579 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3580 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3581 | ), |
| 3582 | "types": TYPE_FP, |
| 3583 | "error_if_validators": ( |
| 3584 | TosaErrorValidator.evWrongInputType, |
| 3585 | TosaErrorValidator.evWrongOutputType, |
| 3586 | TosaErrorValidator.evWrongInputList, |
| 3587 | TosaErrorValidator.evWrongOutputList, |
| 3588 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3589 | "data_gen": { |
| 3590 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3591 | }, |
| 3592 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3593 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3594 | # Elementwise Binary Operators |
| 3595 | "add": { |
| 3596 | "op": Op.ADD, |
| 3597 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3598 | "build_fcn": ( |
| 3599 | build_binary_broadcast, |
| 3600 | TosaTensorGen.tgBroadcastFuzz, |
| 3601 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3602 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3603 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3604 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3605 | "error_if_validators": ( |
| 3606 | TosaErrorValidator.evRankMismatch, |
| 3607 | TosaErrorValidator.evWrongInputType, |
| 3608 | TosaErrorValidator.evWrongOutputType, |
| 3609 | TosaErrorValidator.evWrongInputList, |
| 3610 | TosaErrorValidator.evWrongOutputList, |
| 3611 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3612 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3613 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3614 | "data_gen": { |
| 3615 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3616 | }, |
| 3617 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3618 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3619 | "arithmetic_right_shift": { |
| 3620 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3621 | "operands": (2, 0), |
| 3622 | "build_fcn": ( |
| 3623 | build_arithmetic_right_shift, |
| 3624 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3625 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3626 | TosaArgGen.agArithmeticRightShift, |
| 3627 | ), |
| 3628 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3629 | "error_if_validators": ( |
| 3630 | TosaErrorValidator.evRankMismatch, |
| 3631 | TosaErrorValidator.evWrongInputType, |
| 3632 | TosaErrorValidator.evWrongOutputType, |
| 3633 | TosaErrorValidator.evWrongInputList, |
| 3634 | TosaErrorValidator.evWrongOutputList, |
| 3635 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3636 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3637 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3638 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3639 | "bitwise_and": { |
| 3640 | "op": Op.BITWISE_AND, |
| 3641 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3642 | "build_fcn": ( |
| 3643 | build_binary_broadcast, |
| 3644 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3645 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3646 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3647 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3648 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3649 | "error_if_validators": ( |
| 3650 | TosaErrorValidator.evRankMismatch, |
| 3651 | TosaErrorValidator.evWrongInputType, |
| 3652 | TosaErrorValidator.evWrongOutputType, |
| 3653 | TosaErrorValidator.evWrongInputList, |
| 3654 | TosaErrorValidator.evWrongOutputList, |
| 3655 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3656 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3657 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3658 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3659 | "bitwise_or": { |
| 3660 | "op": Op.BITWISE_OR, |
| 3661 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3662 | "build_fcn": ( |
| 3663 | build_binary_broadcast, |
| 3664 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3665 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3666 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3667 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3668 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3669 | "error_if_validators": ( |
| 3670 | TosaErrorValidator.evRankMismatch, |
| 3671 | TosaErrorValidator.evWrongInputType, |
| 3672 | TosaErrorValidator.evWrongOutputType, |
| 3673 | TosaErrorValidator.evWrongInputList, |
| 3674 | TosaErrorValidator.evWrongOutputList, |
| 3675 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3676 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3677 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3678 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3679 | "bitwise_xor": { |
| 3680 | "op": Op.BITWISE_XOR, |
| 3681 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3682 | "build_fcn": ( |
| 3683 | build_binary_broadcast, |
| 3684 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3685 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3686 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3687 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3688 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3689 | "error_if_validators": ( |
| 3690 | TosaErrorValidator.evRankMismatch, |
| 3691 | TosaErrorValidator.evWrongInputType, |
| 3692 | TosaErrorValidator.evWrongOutputType, |
| 3693 | TosaErrorValidator.evWrongInputList, |
| 3694 | TosaErrorValidator.evWrongOutputList, |
| 3695 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3696 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3697 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3698 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3699 | "intdiv": { |
| 3700 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3701 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3702 | "build_fcn": ( |
| 3703 | build_binary_broadcast, |
| 3704 | TosaTensorGen.tgBroadcastFuzz, |
| 3705 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3706 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3707 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3708 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3709 | "error_if_validators": ( |
| 3710 | TosaErrorValidator.evRankMismatch, |
| 3711 | TosaErrorValidator.evWrongInputType, |
| 3712 | TosaErrorValidator.evWrongOutputType, |
| 3713 | TosaErrorValidator.evWrongInputList, |
| 3714 | TosaErrorValidator.evWrongOutputList, |
| 3715 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3716 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3717 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3718 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3719 | "logical_and": { |
| 3720 | "op": Op.LOGICAL_AND, |
| 3721 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3722 | "build_fcn": ( |
| 3723 | build_binary_broadcast, |
| 3724 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3725 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3726 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3727 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3728 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3729 | "error_if_validators": ( |
| 3730 | TosaErrorValidator.evRankMismatch, |
| 3731 | TosaErrorValidator.evWrongInputType, |
| 3732 | TosaErrorValidator.evWrongOutputType, |
| 3733 | TosaErrorValidator.evWrongInputList, |
| 3734 | TosaErrorValidator.evWrongOutputList, |
| 3735 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3736 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3737 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3738 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3739 | "logical_left_shift": { |
| 3740 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3741 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3742 | "build_fcn": ( |
| 3743 | build_binary_broadcast, |
| 3744 | TosaTensorGen.tgBroadcastFuzz, |
| 3745 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3746 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3747 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3748 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3749 | "error_if_validators": ( |
| 3750 | TosaErrorValidator.evRankMismatch, |
| 3751 | TosaErrorValidator.evWrongInputType, |
| 3752 | TosaErrorValidator.evWrongOutputType, |
| 3753 | TosaErrorValidator.evWrongInputList, |
| 3754 | TosaErrorValidator.evWrongOutputList, |
| 3755 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3756 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3757 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3758 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3759 | "logical_right_shift": { |
| 3760 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3761 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3762 | "build_fcn": ( |
| 3763 | build_binary_broadcast, |
| 3764 | TosaTensorGen.tgBroadcastFuzz, |
| 3765 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3766 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3767 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3768 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3769 | "error_if_validators": ( |
| 3770 | TosaErrorValidator.evRankMismatch, |
| 3771 | TosaErrorValidator.evWrongInputType, |
| 3772 | TosaErrorValidator.evWrongOutputType, |
| 3773 | TosaErrorValidator.evWrongInputList, |
| 3774 | TosaErrorValidator.evWrongOutputList, |
| 3775 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3776 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3777 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3778 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3779 | "logical_or": { |
| 3780 | "op": Op.LOGICAL_OR, |
| 3781 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3782 | "build_fcn": ( |
| 3783 | build_binary_broadcast, |
| 3784 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3785 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3786 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3787 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3788 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3789 | "error_if_validators": ( |
| 3790 | TosaErrorValidator.evRankMismatch, |
| 3791 | TosaErrorValidator.evWrongInputType, |
| 3792 | TosaErrorValidator.evWrongOutputType, |
| 3793 | TosaErrorValidator.evWrongInputList, |
| 3794 | TosaErrorValidator.evWrongOutputList, |
| 3795 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3796 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3797 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3798 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3799 | "logical_xor": { |
| 3800 | "op": Op.LOGICAL_XOR, |
| 3801 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3802 | "build_fcn": ( |
| 3803 | build_binary_broadcast, |
| 3804 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3805 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3806 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3807 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3808 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3809 | "error_if_validators": ( |
| 3810 | TosaErrorValidator.evRankMismatch, |
| 3811 | TosaErrorValidator.evWrongInputType, |
| 3812 | TosaErrorValidator.evWrongOutputType, |
| 3813 | TosaErrorValidator.evWrongInputList, |
| 3814 | TosaErrorValidator.evWrongOutputList, |
| 3815 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3816 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 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 | "maximum": { |
| 3820 | "op": Op.MAXIMUM, |
| 3821 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3822 | "build_fcn": ( |
| 3823 | build_binary_broadcast, |
| 3824 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +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_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3829 | "error_if_validators": ( |
| 3830 | TosaErrorValidator.evRankMismatch, |
| 3831 | TosaErrorValidator.evWrongInputType, |
| 3832 | TosaErrorValidator.evWrongOutputType, |
| 3833 | TosaErrorValidator.evWrongInputList, |
| 3834 | TosaErrorValidator.evWrongOutputList, |
| 3835 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3836 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3837 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3838 | "data_gen": { |
| 3839 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3840 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3841 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3842 | "minimum": { |
| 3843 | "op": Op.MINIMUM, |
| 3844 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3845 | "build_fcn": ( |
| 3846 | build_binary_broadcast, |
| 3847 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3848 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3849 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3850 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3851 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3852 | "error_if_validators": ( |
| 3853 | TosaErrorValidator.evRankMismatch, |
| 3854 | TosaErrorValidator.evWrongInputType, |
| 3855 | TosaErrorValidator.evWrongOutputType, |
| 3856 | TosaErrorValidator.evWrongInputList, |
| 3857 | TosaErrorValidator.evWrongOutputList, |
| 3858 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3859 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3860 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3861 | "data_gen": { |
| 3862 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3863 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3864 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3865 | "mul": { |
| 3866 | "op": Op.MUL, |
| 3867 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3868 | "build_fcn": ( |
| 3869 | build_mul, |
| 3870 | TosaTensorGen.tgBroadcastFuzz, |
| 3871 | TosaTensorValuesGen.tvgMul, |
| 3872 | TosaArgGen.agMul, |
| 3873 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3874 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3875 | "error_if_validators": ( |
| 3876 | TosaErrorValidator.evWrongInputType, |
| 3877 | TosaErrorValidator.evWrongOutputType, |
| 3878 | TosaErrorValidator.evWrongInputList, |
| 3879 | TosaErrorValidator.evWrongOutputList, |
| 3880 | TosaErrorValidator.evRankMismatch, |
| 3881 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3882 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3883 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3884 | "data_gen": { |
| 3885 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3886 | }, |
| 3887 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3888 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3889 | "pow": { |
| 3890 | "op": Op.POW, |
| 3891 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3892 | "build_fcn": ( |
| 3893 | build_binary_broadcast, |
| 3894 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3895 | TosaTensorValuesGen.tvgPow, |
| 3896 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3897 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3898 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3899 | "error_if_validators": ( |
| 3900 | TosaErrorValidator.evRankMismatch, |
| 3901 | TosaErrorValidator.evWrongInputType, |
| 3902 | TosaErrorValidator.evWrongOutputType, |
| 3903 | TosaErrorValidator.evWrongInputList, |
| 3904 | TosaErrorValidator.evWrongOutputList, |
| 3905 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3906 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3907 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3908 | "data_gen": { |
| 3909 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3910 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3911 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3912 | "sub": { |
| 3913 | "op": Op.SUB, |
| 3914 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3915 | "build_fcn": ( |
| 3916 | build_binary_broadcast, |
| 3917 | TosaTensorGen.tgBroadcastFuzz, |
| 3918 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3919 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3920 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3921 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3922 | "error_if_validators": ( |
| 3923 | TosaErrorValidator.evRankMismatch, |
| 3924 | TosaErrorValidator.evWrongInputType, |
| 3925 | TosaErrorValidator.evWrongOutputType, |
| 3926 | TosaErrorValidator.evWrongInputList, |
| 3927 | TosaErrorValidator.evWrongOutputList, |
| 3928 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3929 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3930 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3931 | "data_gen": { |
| 3932 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3933 | }, |
| 3934 | "compliance": {"ulp": 0.5}, |
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 | "table": { |
| 3937 | "op": Op.TABLE, |
| 3938 | # Use the automatic generation functions to create the input array |
| 3939 | # but create the table tensor in the build function, as it may be |
| 3940 | # a different type from the input |
| 3941 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3942 | "build_fcn": ( |
| 3943 | build_table, |
| 3944 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3945 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3946 | TosaArgGen.agTable, |
| 3947 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3948 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3949 | "error_if_validators": ( |
| 3950 | TosaErrorValidator.evWrongInputType, |
| 3951 | TosaErrorValidator.evWrongOutputType, |
| 3952 | TosaErrorValidator.evWrongInputList, |
| 3953 | TosaErrorValidator.evWrongOutputList, |
| 3954 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3955 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3956 | # Elementwise Unary operators |
| 3957 | "abs": { |
| 3958 | "op": Op.ABS, |
| 3959 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3960 | "build_fcn": ( |
| 3961 | build_unary, |
| 3962 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3963 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3964 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3965 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3966 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3967 | "error_if_validators": ( |
| 3968 | TosaErrorValidator.evWrongInputType, |
| 3969 | TosaErrorValidator.evWrongOutputType, |
| 3970 | TosaErrorValidator.evWrongInputList, |
| 3971 | TosaErrorValidator.evWrongOutputList, |
| 3972 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3973 | "data_gen": { |
| 3974 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3975 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3976 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3977 | "bitwise_not": { |
| 3978 | "op": Op.BITWISE_NOT, |
| 3979 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3980 | "build_fcn": ( |
| 3981 | build_unary, |
| 3982 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3983 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3984 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3985 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3986 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3987 | "error_if_validators": ( |
| 3988 | TosaErrorValidator.evWrongInputType, |
| 3989 | TosaErrorValidator.evWrongOutputType, |
| 3990 | TosaErrorValidator.evWrongInputList, |
| 3991 | TosaErrorValidator.evWrongOutputList, |
| 3992 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3993 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3994 | "ceil": { |
| 3995 | "op": Op.CEIL, |
| 3996 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3997 | "build_fcn": ( |
| 3998 | build_unary, |
| 3999 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4000 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4001 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4002 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4003 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4004 | "error_if_validators": ( |
| 4005 | TosaErrorValidator.evWrongInputType, |
| 4006 | TosaErrorValidator.evWrongOutputType, |
| 4007 | TosaErrorValidator.evWrongInputList, |
| 4008 | TosaErrorValidator.evWrongOutputList, |
| 4009 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4010 | "data_gen": { |
| 4011 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4012 | }, |
| 4013 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4014 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4015 | "clz": { |
| 4016 | "op": Op.CLZ, |
| 4017 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4018 | "build_fcn": ( |
| 4019 | build_unary, |
| 4020 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4021 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4022 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4023 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4024 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4025 | "error_if_validators": ( |
| 4026 | TosaErrorValidator.evWrongInputType, |
| 4027 | TosaErrorValidator.evWrongOutputType, |
| 4028 | TosaErrorValidator.evWrongInputList, |
| 4029 | TosaErrorValidator.evWrongOutputList, |
| 4030 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4031 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4032 | "exp": { |
| 4033 | "op": Op.EXP, |
| 4034 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4035 | "build_fcn": ( |
| 4036 | build_unary, |
| 4037 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4038 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4039 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4040 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4041 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4042 | "error_if_validators": ( |
| 4043 | TosaErrorValidator.evWrongInputType, |
| 4044 | TosaErrorValidator.evWrongOutputType, |
| 4045 | TosaErrorValidator.evWrongInputList, |
| 4046 | TosaErrorValidator.evWrongOutputList, |
| 4047 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4048 | "data_gen": { |
| 4049 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4050 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4051 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4052 | "floor": { |
| 4053 | "op": Op.FLOOR, |
| 4054 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4055 | "build_fcn": ( |
| 4056 | build_unary, |
| 4057 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4058 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4059 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4060 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4061 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4062 | "error_if_validators": ( |
| 4063 | TosaErrorValidator.evWrongInputType, |
| 4064 | TosaErrorValidator.evWrongOutputType, |
| 4065 | TosaErrorValidator.evWrongInputList, |
| 4066 | TosaErrorValidator.evWrongOutputList, |
| 4067 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4068 | "data_gen": { |
| 4069 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4070 | }, |
| 4071 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4072 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4073 | "log": { |
| 4074 | "op": Op.LOG, |
| 4075 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4076 | "build_fcn": ( |
| 4077 | build_unary, |
| 4078 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4079 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4080 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4081 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4082 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4083 | "error_if_validators": ( |
| 4084 | TosaErrorValidator.evWrongInputType, |
| 4085 | TosaErrorValidator.evWrongOutputType, |
| 4086 | TosaErrorValidator.evWrongInputList, |
| 4087 | TosaErrorValidator.evWrongOutputList, |
| 4088 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4089 | "data_gen": { |
| 4090 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4091 | }, |
| 4092 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4093 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4094 | "logical_not": { |
| 4095 | "op": Op.LOGICAL_NOT, |
| 4096 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4097 | "build_fcn": ( |
| 4098 | build_unary, |
| 4099 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4100 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4101 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4102 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4103 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4104 | "error_if_validators": ( |
| 4105 | TosaErrorValidator.evWrongInputType, |
| 4106 | TosaErrorValidator.evWrongOutputType, |
| 4107 | TosaErrorValidator.evWrongInputList, |
| 4108 | TosaErrorValidator.evWrongOutputList, |
| 4109 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4110 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4111 | "negate": { |
| 4112 | "op": Op.NEGATE, |
| 4113 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4114 | "build_fcn": ( |
| 4115 | build_unary, |
| 4116 | TosaTensorGen.tgBasic, |
| 4117 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4118 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4119 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4120 | "qgen": TosaQuantGen.qgUnary, |
| 4121 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4122 | "error_if_validators": ( |
| 4123 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4124 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4125 | TosaErrorValidator.evWrongInputType, |
| 4126 | TosaErrorValidator.evWrongOutputType, |
| 4127 | TosaErrorValidator.evWrongInputList, |
| 4128 | TosaErrorValidator.evWrongOutputList, |
| 4129 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4130 | "data_gen": { |
| 4131 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4132 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4133 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4134 | "reciprocal": { |
| 4135 | "op": Op.RECIPROCAL, |
| 4136 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4137 | "build_fcn": ( |
| 4138 | build_unary, |
| 4139 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4140 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4141 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4142 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4143 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4144 | "error_if_validators": ( |
| 4145 | TosaErrorValidator.evWrongInputType, |
| 4146 | TosaErrorValidator.evWrongOutputType, |
| 4147 | TosaErrorValidator.evWrongInputList, |
| 4148 | TosaErrorValidator.evWrongOutputList, |
| 4149 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4150 | "data_gen": { |
| 4151 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4152 | }, |
| 4153 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4154 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4155 | "rsqrt": { |
| 4156 | "op": Op.RSQRT, |
| 4157 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4158 | "build_fcn": ( |
| 4159 | build_unary, |
| 4160 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4161 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4162 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4163 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4164 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4165 | "error_if_validators": ( |
| 4166 | TosaErrorValidator.evWrongInputType, |
| 4167 | TosaErrorValidator.evWrongOutputType, |
| 4168 | TosaErrorValidator.evWrongInputList, |
| 4169 | TosaErrorValidator.evWrongOutputList, |
| 4170 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4171 | "data_gen": { |
| 4172 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4173 | }, |
| 4174 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4175 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4176 | # Elementwise Ternary operators |
| 4177 | "select": { |
| 4178 | "op": Op.SELECT, |
| 4179 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4180 | "build_fcn": ( |
| 4181 | build_select, |
| 4182 | TosaTensorGen.tgBroadcastFuzz, |
| 4183 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4184 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4185 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4186 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4187 | "error_if_validators": ( |
| 4188 | TosaErrorValidator.evRankMismatch, |
| 4189 | TosaErrorValidator.evWrongInputType, |
| 4190 | TosaErrorValidator.evWrongOutputType, |
| 4191 | TosaErrorValidator.evWrongInputList, |
| 4192 | TosaErrorValidator.evWrongOutputList, |
| 4193 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4194 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4195 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4196 | "data_gen": { |
| 4197 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4198 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4199 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4200 | # Comparison operators |
| 4201 | "equal": { |
| 4202 | "op": Op.EQUAL, |
| 4203 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4204 | "build_fcn": ( |
| 4205 | build_comparison, |
| 4206 | TosaTensorGen.tgBroadcastFuzz, |
| 4207 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4208 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4209 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4210 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4211 | "error_if_validators": ( |
| 4212 | TosaErrorValidator.evRankMismatch, |
| 4213 | TosaErrorValidator.evWrongInputType, |
| 4214 | TosaErrorValidator.evWrongOutputType, |
| 4215 | TosaErrorValidator.evWrongInputList, |
| 4216 | TosaErrorValidator.evWrongOutputList, |
| 4217 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4218 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4219 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4220 | "data_gen": { |
| 4221 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4222 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4223 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4224 | "greater_equal": { |
| 4225 | "op": Op.GREATER_EQUAL, |
| 4226 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4227 | "build_fcn": ( |
| 4228 | build_comparison, |
| 4229 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4230 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4231 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4232 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4233 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4234 | "error_if_validators": ( |
| 4235 | TosaErrorValidator.evRankMismatch, |
| 4236 | TosaErrorValidator.evWrongInputType, |
| 4237 | TosaErrorValidator.evWrongOutputType, |
| 4238 | TosaErrorValidator.evWrongInputList, |
| 4239 | TosaErrorValidator.evWrongOutputList, |
| 4240 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4241 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4242 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4243 | "data_gen": { |
| 4244 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4245 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4246 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4247 | "greater": { |
| 4248 | "op": Op.GREATER, |
| 4249 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4250 | "build_fcn": ( |
| 4251 | build_comparison, |
| 4252 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4253 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4254 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4255 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4256 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4257 | "error_if_validators": ( |
| 4258 | TosaErrorValidator.evRankMismatch, |
| 4259 | TosaErrorValidator.evWrongInputType, |
| 4260 | TosaErrorValidator.evWrongOutputType, |
| 4261 | TosaErrorValidator.evWrongInputList, |
| 4262 | TosaErrorValidator.evWrongOutputList, |
| 4263 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4264 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4265 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4266 | "data_gen": { |
| 4267 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4268 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4269 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4270 | # Reduction operators |
| 4271 | "reduce_all": { |
| 4272 | "op": Op.REDUCE_ALL, |
| 4273 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4274 | "build_fcn": ( |
| 4275 | build_reduce, |
| 4276 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4277 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4278 | TosaArgGen.agAxis, |
| 4279 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4280 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4281 | "error_if_validators": ( |
| 4282 | TosaErrorValidator.evAxisLargerRank, |
| 4283 | TosaErrorValidator.evAxisSmallerZero, |
| 4284 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4285 | TosaErrorValidator.evWrongInputType, |
| 4286 | TosaErrorValidator.evWrongOutputType, |
| 4287 | TosaErrorValidator.evWrongRank, |
| 4288 | TosaErrorValidator.evWrongInputList, |
| 4289 | TosaErrorValidator.evWrongOutputList, |
| 4290 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4291 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4292 | "reduce_any": { |
| 4293 | "op": Op.REDUCE_ANY, |
| 4294 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4295 | "build_fcn": ( |
| 4296 | build_reduce, |
| 4297 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4298 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4299 | TosaArgGen.agAxis, |
| 4300 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4301 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4302 | "error_if_validators": ( |
| 4303 | TosaErrorValidator.evAxisLargerRank, |
| 4304 | TosaErrorValidator.evAxisSmallerZero, |
| 4305 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4306 | TosaErrorValidator.evWrongInputType, |
| 4307 | TosaErrorValidator.evWrongOutputType, |
| 4308 | TosaErrorValidator.evWrongRank, |
| 4309 | TosaErrorValidator.evWrongInputList, |
| 4310 | TosaErrorValidator.evWrongOutputList, |
| 4311 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4312 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4313 | "reduce_max": { |
| 4314 | "op": Op.REDUCE_MAX, |
| 4315 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4316 | "build_fcn": ( |
| 4317 | build_reduce, |
| 4318 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4319 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4320 | TosaArgGen.agAxis, |
| 4321 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4322 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4323 | "error_if_validators": ( |
| 4324 | TosaErrorValidator.evAxisLargerRank, |
| 4325 | TosaErrorValidator.evAxisSmallerZero, |
| 4326 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4327 | TosaErrorValidator.evWrongInputType, |
| 4328 | TosaErrorValidator.evWrongOutputType, |
| 4329 | TosaErrorValidator.evWrongRank, |
| 4330 | TosaErrorValidator.evWrongInputList, |
| 4331 | TosaErrorValidator.evWrongOutputList, |
| 4332 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4333 | "data_gen": { |
| 4334 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4335 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4336 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4337 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4338 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4339 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4340 | "build_fcn": ( |
| 4341 | build_reduce, |
| 4342 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4343 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4344 | TosaArgGen.agAxis, |
| 4345 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4346 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4347 | "error_if_validators": ( |
| 4348 | TosaErrorValidator.evAxisLargerRank, |
| 4349 | TosaErrorValidator.evAxisSmallerZero, |
| 4350 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4351 | TosaErrorValidator.evWrongInputType, |
| 4352 | TosaErrorValidator.evWrongOutputType, |
| 4353 | TosaErrorValidator.evWrongRank, |
| 4354 | TosaErrorValidator.evWrongInputList, |
| 4355 | TosaErrorValidator.evWrongOutputList, |
| 4356 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4357 | "data_gen": { |
| 4358 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4359 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4360 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4361 | "reduce_product": { |
| 4362 | "op": Op.REDUCE_PRODUCT, |
| 4363 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4364 | "build_fcn": ( |
| 4365 | build_reduce, |
| 4366 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4367 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4368 | TosaArgGen.agAxis, |
| 4369 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4370 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4371 | "error_if_validators": ( |
| 4372 | TosaErrorValidator.evAxisLargerRank, |
| 4373 | TosaErrorValidator.evAxisSmallerZero, |
| 4374 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4375 | TosaErrorValidator.evWrongInputType, |
| 4376 | TosaErrorValidator.evWrongOutputType, |
| 4377 | TosaErrorValidator.evWrongRank, |
| 4378 | TosaErrorValidator.evWrongInputList, |
| 4379 | TosaErrorValidator.evWrongOutputList, |
| 4380 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4381 | "data_gen": { |
| 4382 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4383 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4384 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4385 | "reduce_sum": { |
| 4386 | "op": Op.REDUCE_SUM, |
| 4387 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4388 | "build_fcn": ( |
| 4389 | build_reduce, |
| 4390 | TosaTensorGen.tgBasic, |
| 4391 | TosaTensorValuesGen.tvgReduceSum, |
| 4392 | TosaArgGen.agAxis, |
| 4393 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4394 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4395 | "error_if_validators": ( |
| 4396 | TosaErrorValidator.evAxisLargerRank, |
| 4397 | TosaErrorValidator.evAxisSmallerZero, |
| 4398 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4399 | TosaErrorValidator.evWrongInputType, |
| 4400 | TosaErrorValidator.evWrongOutputType, |
| 4401 | TosaErrorValidator.evWrongRank, |
| 4402 | TosaErrorValidator.evWrongInputList, |
| 4403 | TosaErrorValidator.evWrongOutputList, |
| 4404 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4405 | "data_gen": { |
| 4406 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4407 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4408 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4409 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4410 | "concat": { |
| 4411 | "op": Op.CONCAT, |
| 4412 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4413 | "build_fcn": ( |
| 4414 | build_concat, |
| 4415 | TosaTensorGen.tgConcat, |
| 4416 | TosaTensorValuesGen.tvgConcat, |
| 4417 | TosaArgGen.agAxis, |
| 4418 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 4419 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4420 | "error_if_validators": ( |
| 4421 | TosaErrorValidator.evAxisLargerRank, |
| 4422 | TosaErrorValidator.evAxisSmallerZero, |
| 4423 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4424 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4425 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4426 | TosaErrorValidator.evWrongInputType, |
| 4427 | TosaErrorValidator.evWrongOutputType, |
| 4428 | TosaErrorValidator.evWrongOutputList, |
| 4429 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4430 | "data_gen": { |
| 4431 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4432 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4433 | }, |
| 4434 | "pad": { |
| 4435 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4436 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4437 | "build_fcn": ( |
| 4438 | build_pad, |
| 4439 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4440 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4441 | TosaArgGen.agPad, |
| 4442 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 4443 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4444 | "error_if_validators": ( |
| 4445 | TosaErrorValidator.evWrongInputType, |
| 4446 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4447 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4448 | TosaErrorValidator.evWrongOutputType, |
| 4449 | TosaErrorValidator.evWrongInputList, |
| 4450 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4451 | TosaErrorValidator.evRankMismatch, |
| 4452 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4453 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4454 | "data_gen": { |
| 4455 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4456 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4457 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4458 | "dim": { |
| 4459 | "op": Op.DIM, |
| 4460 | "operands": (1, 0), |
| 4461 | "build_fcn": ( |
| 4462 | build_dim, |
| 4463 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4464 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4465 | TosaArgGen.agAxis, |
| 4466 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 4467 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4468 | "error_if_validators": ( |
| 4469 | TosaErrorValidator.evAxisLargerRank, |
| 4470 | TosaErrorValidator.evAxisSmallerZero, |
| 4471 | TosaErrorValidator.evWrongInputType, |
| 4472 | TosaErrorValidator.evWrongInputList, |
| 4473 | TosaErrorValidator.evWrongOutputList, |
| 4474 | TosaErrorValidator.evWrongRank, |
| 4475 | ), |
| 4476 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4477 | "reshape": { |
| 4478 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4479 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4480 | "build_fcn": ( |
| 4481 | build_reshape, |
| 4482 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4483 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4484 | TosaArgGen.agReshape, |
| 4485 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 4486 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4487 | "error_if_validators": ( |
| 4488 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4489 | TosaErrorValidator.evWrongInputType, |
| 4490 | TosaErrorValidator.evWrongOutputType, |
| 4491 | TosaErrorValidator.evWrongInputList, |
| 4492 | TosaErrorValidator.evWrongOutputList, |
| 4493 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4494 | "data_gen": { |
| 4495 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4496 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4497 | }, |
| 4498 | "reverse": { |
| 4499 | "op": Op.REVERSE, |
| 4500 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4501 | "build_fcn": ( |
| 4502 | build_reverse, |
| 4503 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4504 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4505 | TosaArgGen.agAxis, |
| 4506 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 4507 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4508 | "error_if_validators": ( |
| 4509 | TosaErrorValidator.evAxisSmallerZero, |
| 4510 | TosaErrorValidator.evAxisLargerRank, |
| 4511 | TosaErrorValidator.evWrongInputType, |
| 4512 | TosaErrorValidator.evWrongOutputType, |
| 4513 | TosaErrorValidator.evWrongInputList, |
| 4514 | TosaErrorValidator.evWrongOutputList, |
| 4515 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4516 | "data_gen": { |
| 4517 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4518 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4519 | }, |
| 4520 | "slice": { |
| 4521 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4522 | "operands": (3, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4523 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4524 | "build_fcn": ( |
| 4525 | build_slice, |
| 4526 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4527 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4528 | TosaArgGen.agSlice, |
| 4529 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 4530 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4531 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4532 | # TODO Turn off these error categories for now as the reference |
| 4533 | # model cannot allocate memory space for empty tensor. We probably |
| 4534 | # can report an accurate error messege at the right place during |
| 4535 | # exeuction. |
| 4536 | # TosaErrorValidator.evStartSmallerZero, |
| 4537 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4538 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4539 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4540 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4541 | TosaErrorValidator.evWrongRank, |
| 4542 | TosaErrorValidator.evWrongInputType, |
| 4543 | TosaErrorValidator.evWrongOutputType, |
| 4544 | TosaErrorValidator.evWrongInputList, |
| 4545 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4546 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4547 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4548 | "data_gen": { |
| 4549 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4550 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4551 | }, |
| 4552 | "tile": { |
| 4553 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4554 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4555 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4556 | "build_fcn": ( |
| 4557 | build_tile, |
| 4558 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4559 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4560 | TosaArgGen.agTile, |
| 4561 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 4562 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4563 | "error_if_validators": ( |
| 4564 | TosaErrorValidator.evWrongInputType, |
| 4565 | TosaErrorValidator.evWrongOutputType, |
| 4566 | TosaErrorValidator.evWrongInputList, |
| 4567 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4568 | TosaErrorValidator.evRankMismatch, |
| 4569 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4570 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4571 | "data_gen": { |
| 4572 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4573 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4574 | }, |
| 4575 | "transpose": { |
| 4576 | "op": Op.TRANSPOSE, |
| 4577 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4578 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4579 | "build_fcn": ( |
| 4580 | build_transpose, |
| 4581 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4582 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4583 | TosaArgGen.agTranspose, |
| 4584 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 4585 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4586 | "error_if_validators": ( |
| 4587 | TosaErrorValidator.evIndexOutsideBounds, |
| 4588 | TosaErrorValidator.evIndexUsedTwice, |
| 4589 | TosaErrorValidator.evWrongInputType, |
| 4590 | TosaErrorValidator.evWrongOutputType, |
| 4591 | TosaErrorValidator.evWrongInputList, |
| 4592 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4593 | TosaErrorValidator.evWrongRank, |
| 4594 | TosaErrorValidator.evRankMismatch, |
| 4595 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4596 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4597 | "data_gen": { |
| 4598 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4599 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4600 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4601 | # Data nodes |
| 4602 | "const": { |
| 4603 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4604 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4605 | "build_fcn": ( |
| 4606 | build_const, |
| 4607 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4608 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4609 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4610 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 4611 | "types": TYPE_FIB + [DType.INT48, DType.FP8E4M3, DType.FP8E5M2], |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4612 | "data_gen": { |
| 4613 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4614 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4615 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4616 | "identity": { |
| 4617 | "op": Op.IDENTITY, |
| 4618 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4619 | "build_fcn": ( |
| 4620 | build_unary, |
| 4621 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4622 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4623 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4624 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4625 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4626 | "data_gen": { |
| 4627 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4628 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4629 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4630 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4631 | "gather": { |
| 4632 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4633 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4634 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4635 | "build_fcn": ( |
| 4636 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4637 | TosaTensorGen.tgGather, |
| 4638 | TosaTensorValuesGen.tvgGather, |
| 4639 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4640 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4641 | "types": ( |
| 4642 | DType.INT8, |
| 4643 | DType.INT16, |
| 4644 | DType.INT32, |
| 4645 | DType.FP16, |
| 4646 | DType.BF16, |
| 4647 | DType.FP32, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 4648 | DType.FP8E4M3, |
| 4649 | DType.FP8E5M2, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4650 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4651 | "error_if_validators": ( |
| 4652 | TosaErrorValidator.evWrongInputType, |
| 4653 | TosaErrorValidator.evWrongOutputType, |
| 4654 | TosaErrorValidator.evWrongInputList, |
| 4655 | TosaErrorValidator.evWrongOutputList, |
| 4656 | TosaErrorValidator.evWrongRank, |
| 4657 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4658 | "data_gen": { |
| 4659 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4660 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4661 | }, |
| 4662 | "scatter": { |
| 4663 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4664 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4665 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4666 | "build_fcn": ( |
| 4667 | build_scatter, |
| 4668 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4669 | TosaTensorValuesGen.tvgScatter, |
| 4670 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4671 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 4672 | "types": TYPE_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4673 | "error_if_validators": ( |
| 4674 | TosaErrorValidator.evWrongInputType, |
| 4675 | TosaErrorValidator.evWrongOutputType, |
| 4676 | TosaErrorValidator.evWrongInputList, |
| 4677 | TosaErrorValidator.evWrongOutputList, |
| 4678 | TosaErrorValidator.evWrongRank, |
| 4679 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4680 | "data_gen": { |
| 4681 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4682 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4683 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4684 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4685 | "resize": { |
| 4686 | "op": Op.RESIZE, |
| 4687 | "operands": (1, 0), |
| 4688 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4689 | "build_fcn": ( |
| 4690 | build_resize, |
| 4691 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4692 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4693 | TosaArgGen.agResize, |
| 4694 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4695 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4696 | "invalid_test_validators": ( |
| 4697 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4698 | ), |
| 4699 | "error_if_validators": ( |
| 4700 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4701 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4702 | TosaErrorValidator.evScaleNLargerMax, |
| 4703 | TosaErrorValidator.evScaleDLargerMax, |
| 4704 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4705 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4706 | TosaErrorValidator.evBorderSmallerMin, |
| 4707 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4708 | TosaErrorValidator.evWrongInputType, |
| 4709 | TosaErrorValidator.evWrongOutputType, |
| 4710 | TosaErrorValidator.evWrongRank, |
| 4711 | TosaErrorValidator.evWrongInputList, |
| 4712 | TosaErrorValidator.evWrongOutputList, |
| 4713 | TosaErrorValidator.evBatchMismatch, |
| 4714 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4715 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4716 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4717 | ), |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4718 | "data_gen": { |
| 4719 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4720 | }, |
| 4721 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4722 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4723 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4724 | "cast": { |
| 4725 | "op": Op.CAST, |
| 4726 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4727 | "build_fcn": ( |
| 4728 | build_cast, |
| 4729 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4730 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4731 | TosaArgGen.agCast, |
| 4732 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4733 | "types": ( |
| 4734 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4735 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4736 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4737 | DType.INT8, |
| 4738 | DType.INT16, |
| 4739 | DType.INT32, |
| 4740 | DType.BOOL, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 4741 | DType.FP8E4M3, |
| 4742 | DType.FP8E5M2, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4743 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4744 | "error_if_validators": ( |
| 4745 | TosaErrorValidator.evWrongInputType, |
| 4746 | TosaErrorValidator.evWrongOutputType, |
| 4747 | TosaErrorValidator.evWrongInputList, |
| 4748 | TosaErrorValidator.evWrongOutputList, |
| 4749 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4750 | "data_gen": { |
| 4751 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4752 | }, |
| 4753 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4754 | }, |
| 4755 | "rescale": { |
| 4756 | "op": Op.RESCALE, |
| 4757 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4758 | "build_fcn": ( |
| 4759 | build_rescale, |
| 4760 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 4761 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4762 | TosaArgGen.agRescale, |
| 4763 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4764 | "types": [ |
| 4765 | DType.UINT8, |
| 4766 | DType.INT8, |
| 4767 | DType.INT16, |
| 4768 | DType.INT32, |
| 4769 | DType.INT48, |
| 4770 | DType.UINT16, |
| 4771 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4772 | "error_if_validators": ( |
| 4773 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4774 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4775 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4776 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4777 | TosaErrorValidator.evScaleTrue, |
| 4778 | TosaErrorValidator.evScaleNotTrue, |
| 4779 | TosaErrorValidator.evWrongInputType, |
| 4780 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4781 | TosaErrorValidator.evWrongInputList, |
| 4782 | TosaErrorValidator.evWrongOutputList, |
| 4783 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4784 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4785 | # Custom |
| 4786 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4787 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4788 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4789 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4790 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4791 | "cond_if_const": { |
| 4792 | "op": Op.COND_IF, |
| 4793 | "operands": (0, 2), |
| 4794 | "build_fcn": ( |
| 4795 | build_cond_if_const, |
| 4796 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4797 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4798 | TosaArgGen.agCondIf, |
| 4799 | ), |
| 4800 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4801 | "error_if_validators": ( |
| 4802 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4803 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4804 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4805 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4806 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4807 | }, |
| 4808 | "cond_if_binary": { |
| 4809 | "op": Op.COND_IF, |
| 4810 | "operands": (2, 0), |
| 4811 | "build_fcn": ( |
| 4812 | build_cond_if_binary, |
| 4813 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4814 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4815 | TosaArgGen.agCondIf, |
| 4816 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4817 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4818 | "error_if_validators": ( |
| 4819 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4820 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4821 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4822 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4823 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4824 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4825 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4826 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4827 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4828 | "while_loop": { |
| 4829 | "op": Op.WHILE_LOOP, |
| 4830 | "operands": (0, 1), |
| 4831 | "build_fcn": ( |
| 4832 | build_while_loop, |
| 4833 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4834 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4835 | TosaArgGen.agWhileLoop, |
| 4836 | ), |
| 4837 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4838 | "error_if_validators": ( |
| 4839 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4840 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4841 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4842 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4843 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4844 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4845 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4846 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4847 | "fft2d": { |
| 4848 | "op": Op.FFT2D, |
| 4849 | "operands": (2, 0), |
| 4850 | "rank": (3, 3), |
| 4851 | "build_fcn": ( |
| 4852 | build_fft2d, |
| 4853 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4854 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4855 | TosaArgGen.agFFT2d, |
| 4856 | ), |
| 4857 | "types": [DType.FP32], |
| 4858 | "error_if_validators": ( |
| 4859 | TosaErrorValidator.evWrongInputType, |
| 4860 | TosaErrorValidator.evWrongOutputType, |
| 4861 | TosaErrorValidator.evWrongInputList, |
| 4862 | TosaErrorValidator.evWrongOutputList, |
| 4863 | TosaErrorValidator.evWrongRank, |
| 4864 | TosaErrorValidator.evBatchMismatch, |
| 4865 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4866 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4867 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4868 | ), |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4869 | "data_gen": { |
| 4870 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4871 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4872 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4873 | "rfft2d": { |
| 4874 | "op": Op.RFFT2D, |
| 4875 | "operands": (1, 0), |
| 4876 | "rank": (3, 3), |
| 4877 | "build_fcn": ( |
| 4878 | build_rfft2d, |
| 4879 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4880 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4881 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4882 | ), |
| 4883 | "types": [DType.FP32], |
| 4884 | "error_if_validators": ( |
| 4885 | TosaErrorValidator.evWrongInputType, |
| 4886 | TosaErrorValidator.evWrongOutputType, |
| 4887 | TosaErrorValidator.evWrongInputList, |
| 4888 | TosaErrorValidator.evWrongOutputList, |
| 4889 | TosaErrorValidator.evWrongRank, |
| 4890 | TosaErrorValidator.evBatchMismatch, |
| 4891 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4892 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4893 | ), |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4894 | "data_gen": { |
| 4895 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4896 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4897 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4898 | # Shape |
| 4899 | "add_shape": { |
| 4900 | "op": Op.ADD_SHAPE, |
| 4901 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4902 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4903 | "build_fcn": ( |
| 4904 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4905 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4906 | TosaTensorValuesGen.tvgAddSub, |
| 4907 | TosaArgGen.agNone, |
| 4908 | ), |
| 4909 | "types": [DType.SHAPE], |
| 4910 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4911 | }, |
| 4912 | "sub_shape": { |
| 4913 | "op": Op.SUB_SHAPE, |
| 4914 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4915 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4916 | "build_fcn": ( |
| 4917 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4918 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4919 | TosaTensorValuesGen.tvgAddSub, |
| 4920 | TosaArgGen.agNone, |
| 4921 | ), |
| 4922 | "types": [DType.SHAPE], |
| 4923 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4924 | }, |
| 4925 | "mul_shape": { |
| 4926 | "op": Op.MUL_SHAPE, |
| 4927 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4928 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4929 | "build_fcn": ( |
| 4930 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4931 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4932 | TosaTensorValuesGen.tvgMul, |
| 4933 | TosaArgGen.agNone, |
| 4934 | ), |
| 4935 | "types": [DType.SHAPE], |
| 4936 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4937 | }, |
| 4938 | "div_shape": { |
| 4939 | "op": Op.DIV_SHAPE, |
| 4940 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4941 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4942 | "build_fcn": ( |
| 4943 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4944 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4945 | TosaTensorValuesGen.tvgIntDiv, |
| 4946 | TosaArgGen.agNone, |
| 4947 | ), |
| 4948 | "types": [DType.SHAPE], |
| 4949 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4950 | }, |
| 4951 | "concat_shape": { |
| 4952 | "op": Op.CONCAT_SHAPE, |
| 4953 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4954 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4955 | "build_fcn": ( |
| 4956 | build_concat, |
| 4957 | TosaTensorGen.tgConcat, |
| 4958 | TosaTensorValuesGen.tvgConcat, |
| 4959 | TosaArgGen.agNone, |
| 4960 | ), |
| 4961 | "types": [DType.SHAPE], |
| 4962 | "error_if_validators": (), |
| 4963 | }, |
| 4964 | "const_shape": { |
| 4965 | "op": Op.CONST_SHAPE, |
| 4966 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4967 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4968 | "build_fcn": ( |
| 4969 | build_const, |
| 4970 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4971 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4972 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4973 | ), |
| 4974 | "types": [DType.SHAPE], |
| 4975 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4976 | } |
| 4977 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4978 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4979 | class OutputShaper: |
| 4980 | # Methods in this class compute the expected output shape and datatype |
| 4981 | # for common classes of operations |
| 4982 | def __init__(self): |
| 4983 | pass |
| 4984 | |
| 4985 | # These methods return arguments that can be used for |
| 4986 | # creating a new output tensor |
| 4987 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4988 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4989 | if error_name != ErrorIf.RankMismatch: |
| 4990 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4991 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4992 | |
| 4993 | shape = [] |
| 4994 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4995 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4996 | shape.append(b.shape[i]) |
| 4997 | else: |
| 4998 | shape.append(a.shape[i]) |
| 4999 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5000 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5001 | if error_name == ErrorIf.DimensionMismatch: |
| 5002 | shape[fuzz_idx] += 1 |
| 5003 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5004 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5005 | all_dtypes = [ |
| 5006 | DType.INT8, |
| 5007 | DType.INT16, |
| 5008 | DType.INT32, |
| 5009 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5010 | DType.FP16, |
| 5011 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5012 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5013 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5014 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5015 | outputDType = rng.choice(wrong_dtypes) |
| 5016 | else: |
| 5017 | outputDType = a.dtype |
| 5018 | |
| 5019 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5020 | |
| 5021 | @staticmethod |
| 5022 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5023 | assert len(a.shape) == len(b.shape) |
| 5024 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5025 | |
| 5026 | shape = [] |
| 5027 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5028 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5029 | shape.append(a.shape[i]) |
| 5030 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5031 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5032 | |
| 5033 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5034 | def unaryOp(ser, rng, a, error_name=None): |
| 5035 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5036 | all_dtypes = [ |
| 5037 | DType.INT8, |
| 5038 | DType.INT16, |
| 5039 | DType.INT32, |
| 5040 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5041 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5042 | DType.FP16, |
| 5043 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5044 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5045 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5046 | outputDType = rng.choice(wrong_dtypes) |
| 5047 | else: |
| 5048 | outputDType = a.dtype |
| 5049 | |
| 5050 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5051 | |
| 5052 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5053 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5054 | if error_name != ErrorIf.RankMismatch: |
| 5055 | 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] | 5056 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5057 | |
| 5058 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5059 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5060 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5061 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 5062 | else: |
| 5063 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5064 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5065 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5066 | if error_name == ErrorIf.DimensionMismatch: |
| 5067 | shape[fuzz_idx] += 1 |
| 5068 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5069 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5070 | all_dtypes = [ |
| 5071 | DType.INT8, |
| 5072 | DType.INT16, |
| 5073 | DType.INT32, |
| 5074 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5075 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5076 | DType.FP16, |
| 5077 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5078 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5079 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5080 | outputDType = rng.choice(wrong_dtypes) |
| 5081 | else: |
| 5082 | outputDType = a.dtype |
| 5083 | |
| 5084 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5085 | |
| 5086 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5087 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5088 | if error_name != ErrorIf.RankMismatch: |
| 5089 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5090 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5091 | |
| 5092 | # Do broadcast |
| 5093 | shape = [] |
| 5094 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5095 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5096 | shape.append(b.shape[i]) |
| 5097 | else: |
| 5098 | shape.append(a.shape[i]) |
| 5099 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5100 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5101 | if error_name == ErrorIf.DimensionMismatch: |
| 5102 | shape[fuzz_idx] += 1 |
| 5103 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5104 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5105 | wrong_dtypes = [ |
| 5106 | DType.INT8, |
| 5107 | DType.INT16, |
| 5108 | DType.INT32, |
| 5109 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5110 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5111 | DType.FP16, |
| 5112 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5113 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5114 | outputDType = rng.choice(wrong_dtypes) |
| 5115 | else: |
| 5116 | outputDType = DType.BOOL |
| 5117 | |
| 5118 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5119 | |
| 5120 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5121 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5122 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5123 | if error_name not in [ |
| 5124 | ErrorIf.AxisSmallerZero, |
| 5125 | ErrorIf.AxisLargerRank, |
| 5126 | ErrorIf.ShapeOfAxisNotOne, |
| 5127 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5128 | shape[axis] = 1 |
| 5129 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5130 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5131 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5132 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5133 | all_dtypes = [ |
| 5134 | DType.INT8, |
| 5135 | DType.INT16, |
| 5136 | DType.INT32, |
| 5137 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5138 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5139 | DType.FP16, |
| 5140 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5141 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5142 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5143 | outputDType = rng.choice(wrong_dtypes) |
| 5144 | else: |
| 5145 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5146 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5147 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5148 | |
| 5149 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5150 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5151 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5152 | |
| 5153 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5154 | del shape[axis] |
| 5155 | |
| 5156 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5157 | remove = rng.choice([True, False]) |
| 5158 | if remove and len(shape) > 1: |
| 5159 | del shape[0] |
| 5160 | else: |
| 5161 | shape.append(1) |
| 5162 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5163 | for i in range(len(shape)): |
| 5164 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5165 | |
| 5166 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5167 | all_dtypes = [ |
| 5168 | DType.INT8, |
| 5169 | DType.INT16, |
| 5170 | DType.INT32, |
| 5171 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5172 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5173 | DType.FP16, |
| 5174 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 5175 | DType.FP8E4M3, |
| 5176 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5177 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5178 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5179 | outputDType = rng.choice(wrong_dtypes) |
| 5180 | else: |
| 5181 | outputDType = DType.INT32 |
| 5182 | |
| 5183 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5184 | |
| 5185 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5186 | def conv2dOp( |
| 5187 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5188 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5189 | |
| 5190 | # IFM: NHWC |
| 5191 | # Filter: OHWI |
| 5192 | # OFM: NHWC |
| 5193 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5194 | h = ( |
| 5195 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5196 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5197 | + padding[0] |
| 5198 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5199 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5200 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5201 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5202 | w = ( |
| 5203 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5204 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5205 | + padding[2] |
| 5206 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5207 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5208 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5209 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5210 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5211 | choices = [1, 2, 3] |
| 5212 | change = rng.choice(choices) |
| 5213 | # increment in multiples of stride to not hit non-integer error case |
| 5214 | if change in [1, 3]: |
| 5215 | h = h + (rng.choice(choices) * strides[0]) |
| 5216 | if change in [2, 3]: |
| 5217 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5218 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5219 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5220 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5221 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5222 | # Pick some potentially correct output dtype if input type is incorrect |
| 5223 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5224 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5225 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5226 | |
| 5227 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5228 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5229 | excludes = [DType.FP16, DType.FP32] |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 5230 | if ifm.dtype in [DType.FP8E4M3, DType.FP8E5M2]: |
| 5231 | excludes = [DType.FP16] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5232 | else: |
| 5233 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5234 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5235 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5236 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5237 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5238 | |
| 5239 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5240 | def conv3dOp( |
| 5241 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5242 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5243 | |
| 5244 | # IFM: NDHWC |
| 5245 | # Filter: ODHWI |
| 5246 | # OFM: NDHWC |
| 5247 | |
| 5248 | d = ( |
| 5249 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5250 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5251 | + padding[0] |
| 5252 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5253 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5254 | ) // strides[0] + 1 |
| 5255 | |
| 5256 | h = ( |
| 5257 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5258 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5259 | + padding[2] |
| 5260 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5261 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5262 | ) // strides[1] + 1 |
| 5263 | |
| 5264 | w = ( |
| 5265 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5266 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5267 | + padding[4] |
| 5268 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5269 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5270 | ) // strides[2] + 1 |
| 5271 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5272 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5273 | choices = [1, 2, 3, 4] |
| 5274 | change = rng.choice(choices) |
| 5275 | # increment in multiples of stride to not hit non-integer error case |
| 5276 | if change in [1, 4]: |
| 5277 | d = d + (rng.choice(choices) * strides[0]) |
| 5278 | if change in [2, 4]: |
| 5279 | h = h + (rng.choice(choices) * strides[1]) |
| 5280 | if change in [3, 4]: |
| 5281 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5282 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5283 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5284 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5285 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5286 | # Pick some potentially correct output dtype if input type is incorrect |
| 5287 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5288 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5289 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5290 | |
| 5291 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5292 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5293 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5294 | else: |
| 5295 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5296 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5297 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5298 | |
| 5299 | return ser.addOutput(ofm_shape, out_dtype) |
| 5300 | |
| 5301 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5302 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5303 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5304 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5305 | # IFM: NHWC |
| 5306 | # Filter: HWCM |
| 5307 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5308 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5309 | h = ( |
| 5310 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5311 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5312 | + padding[0] |
| 5313 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5314 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5315 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5316 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5317 | w = ( |
| 5318 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5319 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5320 | + padding[2] |
| 5321 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5322 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5323 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5324 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5325 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5326 | choices = [1, 2, 3] |
| 5327 | change = rng.choice(choices) |
| 5328 | # increment in multiples of stride to not hit non-integer error case |
| 5329 | if change in [1, 3]: |
| 5330 | h = h + (rng.choice(choices) * strides[0]) |
| 5331 | if change in [2, 3]: |
| 5332 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5333 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5334 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5335 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5336 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5337 | # Pick some potentially correct output dtype if input type is incorrect |
| 5338 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5339 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5340 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5341 | |
| 5342 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5343 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5344 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5345 | else: |
| 5346 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5347 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5348 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5349 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5350 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5351 | |
| 5352 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5353 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5354 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5355 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5356 | # 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] | 5357 | h = 1 |
| 5358 | w = 1 |
| 5359 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5360 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5361 | 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] | 5362 | |
| 5363 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5364 | choices = [1, 2, 3] |
| 5365 | change = rng.choice(choices) |
| 5366 | # increment in multiples of stride to not hit non-integer error case |
| 5367 | if change in [1, 3]: |
| 5368 | h = h + (rng.choice(choices) * stride[0]) |
| 5369 | if change in [2, 3]: |
| 5370 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5371 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5372 | |
| 5373 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5374 | all_dtypes = [ |
| 5375 | DType.INT8, |
| 5376 | DType.INT16, |
| 5377 | DType.INT32, |
| 5378 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5379 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5380 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5381 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 5382 | DType.FP8E4M3, |
| 5383 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5384 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5385 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5386 | outputDType = rng.choice(wrong_dtypes) |
| 5387 | else: |
| 5388 | outputDType = ifm.dtype |
| 5389 | |
| 5390 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5391 | |
| 5392 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5393 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5394 | # input: N, IC |
| 5395 | # filter: OC, IC |
| 5396 | # output: N, OC |
| 5397 | |
| 5398 | output_shape = [input.shape[0], filter.shape[0]] |
| 5399 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5400 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5401 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5402 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5403 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5404 | |
| 5405 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5406 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5407 | # a: N, H, C |
| 5408 | # b: N, C, W |
| 5409 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5410 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5411 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5412 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5413 | if error_name == ErrorIf.WrongOutputType: |
| 5414 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5415 | incorrect_types = ( |
| 5416 | DType.INT4, |
| 5417 | DType.INT8, |
| 5418 | DType.INT16, |
| 5419 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5420 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5421 | DType.FP16, |
| 5422 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 5423 | DType.FP8E4M3, |
| 5424 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5425 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5426 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5427 | incorrect_types = ( |
| 5428 | DType.INT4, |
| 5429 | DType.INT8, |
| 5430 | DType.INT16, |
| 5431 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5432 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5433 | DType.FP16, |
| 5434 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 5435 | DType.FP8E4M3, |
| 5436 | DType.FP8E5M2, |
| 5437 | ) |
| 5438 | elif a.dtype == DType.FP8E4M3 or a.dtype == DType.FP8E5M2: |
| 5439 | incorrect_types = ( |
| 5440 | DType.INT4, |
| 5441 | DType.INT8, |
| 5442 | DType.INT16, |
| 5443 | DType.INT32, |
| 5444 | DType.INT48, |
| 5445 | DType.FP32, |
| 5446 | DType.BF16, |
| 5447 | DType.FP8E4M3, |
| 5448 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5449 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5450 | elif ( |
| 5451 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5452 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5453 | incorrect_types = ( |
| 5454 | DType.INT4, |
| 5455 | DType.INT8, |
| 5456 | DType.INT16, |
| 5457 | DType.INT32, |
| 5458 | DType.INT48, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 5459 | DType.FP8E4M3, |
| 5460 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5461 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5462 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5463 | elif error_name == ErrorIf.WrongInputType: |
| 5464 | # Pick some potentially correct output dtype if input type is incorrect |
| 5465 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5466 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5467 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5468 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5469 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5470 | |
| 5471 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5472 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5473 | input1 = inputs[0] |
| 5474 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5475 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5476 | # 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] | 5477 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5478 | if not ( |
| 5479 | # unable to concat tensors of different ranks |
| 5480 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5481 | # unable to concat tensors along an invalid axis |
| 5482 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5483 | ): |
| 5484 | for tensor in remaining_inputs: |
| 5485 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5486 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5487 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5488 | output_shape[axis] += rng.integers(5, 10) |
| 5489 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5490 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5491 | all_dtypes = { |
| 5492 | DType.INT8, |
| 5493 | DType.INT16, |
| 5494 | DType.INT32, |
| 5495 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5496 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5497 | DType.FP16, |
| 5498 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5499 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5500 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5501 | outputDType = rng.choice(wrong_dtypes) |
| 5502 | else: |
| 5503 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5504 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5505 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5506 | |
| 5507 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5508 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5509 | |
| 5510 | output_shape = a.shape.copy() |
| 5511 | |
| 5512 | for i in range(len(output_shape)): |
| 5513 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5514 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5515 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5516 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5517 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5518 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5519 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5520 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5521 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5522 | all_dtypes = [ |
| 5523 | DType.INT8, |
| 5524 | DType.INT16, |
| 5525 | DType.INT32, |
| 5526 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5527 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5528 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5529 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5530 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5531 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5532 | outputDType = rng.choice(wrong_dtypes) |
| 5533 | else: |
| 5534 | outputDType = a.dtype |
| 5535 | |
| 5536 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5537 | |
| 5538 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5539 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5540 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5541 | |
| 5542 | if error_name == ErrorIf.WrongOutputType: |
| 5543 | all_dtypes = [ |
| 5544 | DType.INT8, |
| 5545 | DType.INT16, |
| 5546 | DType.INT32, |
| 5547 | DType.INT48, |
| 5548 | DType.FP32, |
| 5549 | DType.FP16, |
| 5550 | DType.BF16, |
| 5551 | ] |
| 5552 | wrong_dtypes = list(set(all_dtypes)) |
| 5553 | outputDType = rng.choice(wrong_dtypes) |
| 5554 | else: |
| 5555 | outputDType = DType.SHAPE |
| 5556 | |
| 5557 | return ser.addOutput(output_shape, outputDType) |
| 5558 | |
| 5559 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5560 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5561 | output_shape = shape.copy() |
| 5562 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5563 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5564 | for i in range(len(output_shape)): |
| 5565 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5566 | |
| 5567 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5568 | all_dtypes = [ |
| 5569 | DType.INT8, |
| 5570 | DType.INT16, |
| 5571 | DType.INT32, |
| 5572 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5573 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5574 | DType.FP16, |
| 5575 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5576 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5577 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5578 | outputDType = rng.choice(wrong_dtypes) |
| 5579 | else: |
| 5580 | outputDType = a.dtype |
| 5581 | |
| 5582 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5583 | |
| 5584 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5585 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5586 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5587 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5588 | all_dtypes = [ |
| 5589 | DType.INT8, |
| 5590 | DType.INT16, |
| 5591 | DType.INT32, |
| 5592 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5593 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5594 | DType.FP16, |
| 5595 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5596 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5597 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5598 | outputDType = rng.choice(wrong_dtypes) |
| 5599 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5600 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5601 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5602 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5603 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5604 | for index in range(len(output_shape)): |
| 5605 | if output_shape[index] <= 2: |
| 5606 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5607 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5608 | output_shape[index] = output_shape[index] + rng.choice( |
| 5609 | [-2, -1, 1, 2] |
| 5610 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5611 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5612 | output_shape = input.shape.copy() |
| 5613 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5614 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5615 | |
| 5616 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5617 | |
| 5618 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5619 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5620 | |
| 5621 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5622 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5623 | |
| 5624 | for i in range(len(output_shape)): |
| 5625 | output_shape[i] = a.shape[i] * multiples[i] |
| 5626 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5627 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5628 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5629 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5630 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5631 | all_dtypes = [ |
| 5632 | DType.INT8, |
| 5633 | DType.INT16, |
| 5634 | DType.INT32, |
| 5635 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5636 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5637 | DType.FP16, |
| 5638 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5639 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5640 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5641 | outputDType = rng.choice(wrong_dtypes) |
| 5642 | else: |
| 5643 | outputDType = a.dtype |
| 5644 | |
| 5645 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5646 | |
| 5647 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5648 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5649 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5650 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5651 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5652 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5653 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5654 | for i in range(len(output_shape)): |
| 5655 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5656 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5657 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5658 | for i in range(len(output_shape)): |
| 5659 | output_shape[i] += rng.integers(1, 10) |
| 5660 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5661 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5662 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5663 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5664 | all_dtypes = [ |
| 5665 | DType.INT8, |
| 5666 | DType.INT16, |
| 5667 | DType.INT32, |
| 5668 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5669 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5670 | DType.FP16, |
| 5671 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5672 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5673 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5674 | outputDType = rng.choice(wrong_dtypes) |
| 5675 | else: |
| 5676 | outputDType = a.dtype |
| 5677 | |
| 5678 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5679 | |
| 5680 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5681 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5682 | if error_name != ErrorIf.WrongRank: |
| 5683 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5684 | assert len(indices.shape) == 2 |
| 5685 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5686 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5687 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5688 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5689 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5690 | all_dtypes = [ |
| 5691 | DType.INT8, |
| 5692 | DType.INT16, |
| 5693 | DType.INT32, |
| 5694 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5695 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5696 | DType.FP16, |
| 5697 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5698 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5699 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5700 | outputDType = rng.choice(wrong_dtypes) |
| 5701 | else: |
| 5702 | outputDType = values.dtype |
| 5703 | |
| 5704 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5705 | |
| 5706 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5707 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5708 | if error_name != ErrorIf.WrongRank: |
| 5709 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5710 | assert len(indices.shape) == 2 |
| 5711 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5712 | assert values_in.shape[0] == indices.shape[0] # N |
| 5713 | assert input.shape[1] == indices.shape[1] # W |
| 5714 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5715 | |
| 5716 | output_shape = values_in.shape |
| 5717 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5718 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5719 | all_dtypes = [ |
| 5720 | DType.INT8, |
| 5721 | DType.INT16, |
| 5722 | DType.INT32, |
| 5723 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5724 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5725 | DType.FP16, |
| 5726 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame^] | 5727 | DType.FP8E4M3, |
| 5728 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5729 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5730 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5731 | outputDType = rng.choice(wrong_dtypes) |
| 5732 | else: |
| 5733 | outputDType = values_in.dtype |
| 5734 | |
| 5735 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5736 | |
| 5737 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5738 | def tableOp(ser, rng, input, error_name=None): |
| 5739 | # Same shape as the input, dtype dependent on input dtype |
| 5740 | if error_name != ErrorIf.WrongInputType: |
| 5741 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5742 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5743 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5744 | wrong_dtypes = [ |
| 5745 | DType.INT8, |
| 5746 | DType.INT16, |
| 5747 | DType.INT32, |
| 5748 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5749 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5750 | DType.FP16, |
| 5751 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5752 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5753 | wrong_dtypes.remove(output_dtype) |
| 5754 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5755 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5756 | |
| 5757 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5758 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5759 | serializer, |
| 5760 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5761 | input, |
| 5762 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5763 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5764 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5765 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5766 | input_dtype, |
| 5767 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5768 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5769 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5770 | # Calculate OH, OW |
| 5771 | scale_y_n = scale[0] |
| 5772 | scale_y_d = scale[1] |
| 5773 | scale_x_n = scale[2] |
| 5774 | scale_x_d = scale[3] |
| 5775 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5776 | scale_y_n = max(scale_y_n, 1) |
| 5777 | scale_y_d = max(scale_y_d, 1) |
| 5778 | scale_x_n = max(scale_x_n, 1) |
| 5779 | scale_x_d = max(scale_x_d, 1) |
| 5780 | |
| 5781 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5782 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5783 | |
| 5784 | if error_name is not None: |
| 5785 | # Make sure the output tensor is valid, which can occur when |
| 5786 | # scale, offset or border have been changed for ERROR_IFs |
| 5787 | oh = max(oh, 1) |
| 5788 | ow = max(ow, 1) |
| 5789 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5790 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5791 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5792 | |
| 5793 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5794 | choices = [1, 2, 3] |
| 5795 | change = rng.choice(choices) |
| 5796 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5797 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5798 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5799 | oh -= scale_y_d |
| 5800 | assert oh > 0 # Should have been caught in agResize |
| 5801 | else: |
| 5802 | oh += scale_y_d |
| 5803 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5804 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5805 | ow -= scale_x_d |
| 5806 | assert ow > 0 # Should have been caught in agResize |
| 5807 | else: |
| 5808 | ow += scale_x_d |
| 5809 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5810 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5811 | output_dims = [ |
| 5812 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5813 | oh, |
| 5814 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5815 | input.shape[0], |
| 5816 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5817 | elif error_name == ErrorIf.BatchMismatch: |
| 5818 | output_dims = [ |
| 5819 | input.shape[0] + rng.integers(1, 10), |
| 5820 | oh, |
| 5821 | ow, |
| 5822 | input.shape[3], |
| 5823 | ] |
| 5824 | elif error_name == ErrorIf.ChannelMismatch: |
| 5825 | output_dims = [ |
| 5826 | input.shape[0], |
| 5827 | oh, |
| 5828 | ow, |
| 5829 | input.shape[3] + rng.integers(1, 10), |
| 5830 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5831 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5832 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5833 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5834 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5835 | |
| 5836 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5837 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5838 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5839 | |
| 5840 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5841 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5842 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5843 | choices = [1, 2, 3] |
| 5844 | change = rng.choice(choices) |
| 5845 | if change in [1, 3]: |
| 5846 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5847 | if change in [2, 3]: |
| 5848 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5849 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5850 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5851 | # Pick some potentially correct output dtype if input type is incorrect |
| 5852 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5853 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5854 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5855 | |
| 5856 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5857 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5858 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5859 | else: |
| 5860 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5861 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5862 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5863 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5864 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5865 | |
| 5866 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5867 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5868 | outputs = [] |
| 5869 | |
| 5870 | assert ifm1.dtype == ifm2.dtype |
| 5871 | input_dtype = ifm1.dtype |
| 5872 | |
| 5873 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5874 | assert ifm1.shape == ifm2.shape |
| 5875 | |
| 5876 | input_shape = ifm1.shape |
| 5877 | if error_name != ErrorIf.WrongRank: |
| 5878 | assert len(input_shape) == 3 |
| 5879 | |
| 5880 | output_shape = input_shape.copy() |
| 5881 | output_dtype = input_dtype |
| 5882 | |
| 5883 | if error_name == ErrorIf.WrongOutputType: |
| 5884 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5885 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5886 | output_dtype = rng.choice(wrong_dtypes) |
| 5887 | elif error_name == ErrorIf.BatchMismatch: |
| 5888 | output_shape[0] += rng.integers(1, 10) |
| 5889 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5890 | modify_dim = rng.choice([1, 2]) |
| 5891 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5892 | |
| 5893 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5894 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5895 | return outputs |
| 5896 | |
| 5897 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5898 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5899 | outputs = [] |
| 5900 | |
| 5901 | input_shape = value.shape |
| 5902 | if error_name != ErrorIf.WrongRank: |
| 5903 | assert len(input_shape) == 3 |
| 5904 | |
| 5905 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5906 | |
| 5907 | output_dtype = value.dtype |
| 5908 | if error_name == ErrorIf.WrongOutputType: |
| 5909 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5910 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5911 | output_dtype = rng.choice(wrong_dtypes) |
| 5912 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5913 | output_shape[0] += rng.integers(1, 10) |
| 5914 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5915 | modify_dim = rng.choice([1, 2]) |
| 5916 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5917 | |
| 5918 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5919 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5920 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5921 | |
| 5922 | @staticmethod |
| 5923 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 5924 | if error_name != ErrorIf.RankMismatch: |
| 5925 | assert len(a.shape) == len(b.shape) |
| 5926 | assert a.dtype == b.dtype |
| 5927 | |
| 5928 | shape = [] |
| 5929 | for i in range(len(a.shape)): |
| 5930 | shape.append(a.shape[i]) |
| 5931 | |
| 5932 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5933 | if error_name == ErrorIf.DimensionMismatch: |
| 5934 | shape[fuzz_idx] += 1 |
| 5935 | |
| 5936 | if error_name == ErrorIf.WrongOutputType: |
| 5937 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 5938 | outputDType = rng.choice(wrong_dtypes) |
| 5939 | else: |
| 5940 | outputDType = DType.SHAPE |
| 5941 | return ser.addOutput(shape, outputDType) |