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)) |
Jerry Ge | 20ab3df | 2024-01-26 16:56:55 +0000 | [diff] [blame^] | 198 | elif dtype == DType.INT16: |
| 199 | return np.int16(self.rng.integers(low=low, high=high, size=shape)) |
| 200 | elif dtype == DType.UINT16: |
| 201 | return np.uint16(self.rng.integers(low=low, high=high, size=shape)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 202 | elif dtype in (DType.INT48, DType.SHAPE): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 203 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 204 | elif dtype in ( |
| 205 | DType.FP16, |
| 206 | DType.BF16, |
| 207 | DType.FP32, |
| 208 | DType.FP8E4M3, |
| 209 | DType.FP8E5M2, |
| 210 | ): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 211 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 212 | |
| 213 | if dtype == DType.FP16: |
| 214 | return np.float16(f_tensor) |
| 215 | else: |
| 216 | f32_tensor = np.float32(f_tensor) |
| 217 | if dtype == DType.BF16: |
| 218 | # Floor the last 16 bits of each f32 value |
| 219 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 220 | elif dtype == DType.FP8E4M3: |
| 221 | return np.float32(gtu.vect_f32_to_fp8e4m3(f32_tensor)) |
| 222 | elif dtype == DType.FP8E5M2: |
| 223 | return np.float32(gtu.vect_f32_to_fp8e5m2(f32_tensor)) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 224 | else: |
| 225 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 226 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 227 | # All other integer types |
| 228 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 229 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 230 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 231 | placeholders = [] |
| 232 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 233 | assert len(shape_list) == len(dtype_list) |
| 234 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 235 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 236 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 237 | if not self.args.lazy_data_gen: |
| 238 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 239 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 240 | |
| 241 | return placeholders |
| 242 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 243 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 244 | consts = [] |
| 245 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 246 | assert len(shape_list) == len(dtype_list) |
| 247 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 248 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 249 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 250 | if not self.args.lazy_data_gen: |
| 251 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 252 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 253 | |
| 254 | return consts |
| 255 | |
| 256 | def makeShape(self, rank): |
| 257 | if self.targetted_shape: |
| 258 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 259 | return np.int32( |
| 260 | self.rng.integers( |
| 261 | low=self.args.tensor_shape_range[0], |
| 262 | high=self.args.tensor_shape_range[1], |
| 263 | size=rank, |
| 264 | ) |
| 265 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 266 | |
| 267 | def setTargetShape(self, shape): |
| 268 | self.targetted_shape = shape |
| 269 | |
| 270 | def randInt(self, low=0, high=256): |
| 271 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 272 | |
| 273 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 274 | low, high = self.getDTypeRange(dtype) |
| 275 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 276 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 277 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 278 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 279 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 280 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 281 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 282 | return gtu.vect_f32_to_bf16(rand_f32) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 283 | elif dtype == DType.FP8E4M3: |
| 284 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 285 | return gtu.vect_f32_to_fp8e4m3(rand_f32) |
| 286 | elif dtype == DType.FP8E5M2: |
| 287 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 288 | return gtu.vect_f32_to_fp8e5m2(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 289 | elif dtype == DType.BOOL: |
| 290 | return self.rng.choice([False, True]) |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 291 | elif dtype == DType.INT48 or dtype == DType.SHAPE: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 292 | # Special size |
| 293 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 294 | |
| 295 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 296 | |
| 297 | def shapeStr(self, shape): |
| 298 | |
| 299 | sStr = [] |
| 300 | # Convert to strings |
| 301 | for i in shape: |
| 302 | sStr.append(str(i)) |
| 303 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 304 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 305 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 306 | def typeStr(self, dtype): |
| 307 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 308 | assert len(dtype) >= 2 |
| 309 | strs = [self.typeStr(t) for t in dtype] |
| 310 | # Limit types to the first 2 as the 3rd is the accumulator |
| 311 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 312 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 313 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 314 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 315 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 316 | raise Exception( |
| 317 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 318 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 319 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 320 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 321 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 322 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 323 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 324 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 325 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 326 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 327 | def constrictBatchSize(self, shape): |
| 328 | # Limit the batch size unless an explicit target shape set |
| 329 | if self.args.max_batch_size and not self.args.target_shapes: |
| 330 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 331 | return shape |
| 332 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 333 | def makeDimension(self): |
| 334 | return self.randInt( |
| 335 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 336 | ) |
| 337 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 338 | def tensorComplianceMetaData( |
| 339 | self, op, inputType, argsDict, outputTensor, errorName |
| 340 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 341 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 342 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 343 | Op.MATMUL, |
| 344 | Op.CONV2D, |
| 345 | Op.FULLY_CONNECTED, |
| 346 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 347 | Op.TRANSPOSE_CONV2D, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 348 | Op.CONV3D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 349 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 350 | if ( |
| 351 | errorName |
| 352 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 353 | or ( |
| 354 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 355 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 356 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 357 | ): |
| 358 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 359 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 360 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 361 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 362 | compliance_tens = { |
| 363 | "mode": None, |
| 364 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 365 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 366 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 367 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 368 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 369 | compliance_tens["dot_product_info"] = { |
| 370 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 371 | "ks": int(argsDict["ksb"]) |
| 372 | if "ksb" in argsDict |
| 373 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 374 | } |
| 375 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 376 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 377 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 378 | mode = gtu.ComplianceMode.ULP |
| 379 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 380 | elif "compliance" in op and "relative" in op["compliance"]: |
| 381 | mode = gtu.ComplianceMode.RELATIVE |
| 382 | compliance_tens["relative_info"] = { |
| 383 | "max": argsDict["max_abs_value"], |
| 384 | "scale": op["compliance"]["relative"], |
| 385 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 386 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 387 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 388 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 389 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 390 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 391 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 392 | compliance_tens["abs_error_info"] = { |
| 393 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 394 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 395 | else: |
| 396 | mode = gtu.ComplianceMode.EXACT |
| 397 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 398 | |
| 399 | return compliance_tens |
| 400 | |
| 401 | # Build Op functions |
| 402 | # Create the output tensor (calling OutputShaper as needed) |
| 403 | # Do final tweaks to attributes (if necessary for errorIf) |
| 404 | # Add Op into graph |
| 405 | # Return resulting tensor information or BuildInfo |
| 406 | |
| 407 | class BuildInfo: |
| 408 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 409 | |
| 410 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 411 | if isinstance(resultTensor, list): |
| 412 | assert complianceDict is None or isinstance(complianceDict, list) |
| 413 | self.resultTensorList = resultTensor |
| 414 | self.complianceDictList = complianceDict |
| 415 | else: |
| 416 | self.resultTensorList = [resultTensor] |
| 417 | if complianceDict is None: |
| 418 | self.complianceDictList = None |
| 419 | else: |
| 420 | self.complianceDictList = [complianceDict] |
| 421 | |
| 422 | def getComplianceInfo(self): |
| 423 | if self.complianceDictList is None: |
| 424 | return None |
| 425 | else: |
| 426 | tens_dict = {} |
| 427 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 428 | if comp is not None: |
| 429 | tens_dict[tens.name] = comp |
| 430 | |
| 431 | if tens_dict: |
| 432 | # Have some compliance data, so return the info |
| 433 | compliance = { |
| 434 | "version": "0.1", |
| 435 | "tensors": tens_dict, |
| 436 | } |
| 437 | else: |
| 438 | compliance = None |
| 439 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 440 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 441 | def build_unary( |
| 442 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 443 | ): |
| 444 | assert len(inputs) == 1 |
| 445 | a = inputs[0] |
| 446 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 447 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 448 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 449 | |
| 450 | # Ensure new output type has correct qinfo |
| 451 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 452 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 453 | qinfo = [ |
| 454 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 455 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 456 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 457 | |
| 458 | # Invalidate Input/Output list for error if checks. |
| 459 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 460 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 461 | pCount, cCount = op["operands"] |
| 462 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 463 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 464 | self, error_name, input_list, output_list |
| 465 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 466 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 467 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 468 | self.ser, |
| 469 | validator_fcns, |
| 470 | error_name, |
| 471 | op=op, |
| 472 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 473 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 474 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 475 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 476 | input_list=input_list, |
| 477 | output_list=output_list, |
| 478 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 479 | ): |
| 480 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 481 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 482 | attr = None |
| 483 | if op["op"] == Op.NEGATE: |
| 484 | attr = ts.TosaSerializerAttribute() |
| 485 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 486 | |
| 487 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 488 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 489 | compliance = self.tensorComplianceMetaData( |
| 490 | op, a.dtype, args_dict, result_tensor, error_name |
| 491 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 492 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 493 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 494 | def build_binary_broadcast( |
| 495 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 496 | ): |
| 497 | assert len(inputs) == 2 |
| 498 | a, b = inputs |
| 499 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 500 | self.ser, self.rng, a, b, error_name |
| 501 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 502 | |
| 503 | # Invalidate Input/Output list for error if checks. |
| 504 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 505 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 506 | pCount, cCount = op["operands"] |
| 507 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 508 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 509 | self, error_name, input_list, output_list |
| 510 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 511 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 512 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 513 | self.ser, |
| 514 | validator_fcns, |
| 515 | error_name, |
| 516 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 517 | input1=a, |
| 518 | input2=b, |
| 519 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 520 | output_dtype=result_tensor.dtype, |
| 521 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 522 | input_list=input_list, |
| 523 | output_list=output_list, |
| 524 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 525 | ): |
| 526 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 527 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 528 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 529 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 530 | compliance = self.tensorComplianceMetaData( |
| 531 | op, a.dtype, args_dict, result_tensor, error_name |
| 532 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 533 | |
| 534 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 535 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 536 | 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] | 537 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 538 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 539 | return result_tens |
| 540 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 541 | def build_arithmetic_right_shift( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 542 | 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] | 543 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 544 | assert len(inputs) == 2 |
| 545 | a, b = inputs |
| 546 | round = args_dict["round"] |
| 547 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 548 | self.ser, self.rng, a, b, error_name |
| 549 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 550 | |
| 551 | # Invalidate Input/Output list for error if checks. |
| 552 | input_list = [a.name, b.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 553 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 554 | pCount, cCount = op["operands"] |
| 555 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 556 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 557 | self, error_name, input_list, output_list |
| 558 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 559 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 560 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 561 | self.ser, |
| 562 | validator_fcns, |
| 563 | error_name, |
| 564 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 565 | input1=a, |
| 566 | input2=b, |
| 567 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 568 | output_dtype=result_tensor.dtype, |
| 569 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 570 | input_list=input_list, |
| 571 | output_list=output_list, |
| 572 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 573 | ): |
| 574 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 575 | |
| 576 | attr = ts.TosaSerializerAttribute() |
| 577 | attr.ArithmeticRightShiftAttribute(round) |
| 578 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 579 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 580 | |
| 581 | compliance = self.tensorComplianceMetaData( |
| 582 | op, a.dtype, args_dict, result_tensor, error_name |
| 583 | ) |
| 584 | |
| 585 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 586 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 587 | def build_mul( |
| 588 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 589 | ): |
| 590 | assert len(inputs) == 2 |
| 591 | a, b = inputs |
| 592 | shift = args_dict["shift"] |
| 593 | |
| 594 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 595 | self.ser, self.rng, a, b, error_name |
| 596 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 597 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 598 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 599 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 600 | result_tensor.setDtype(DType.INT32) |
| 601 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 602 | if error_name == ErrorIf.WrongOutputType: |
| 603 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 604 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 605 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 606 | |
| 607 | # Invalidate Input/Output list for error if checks. |
| 608 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 609 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 610 | pCount, cCount = op["operands"] |
| 611 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 612 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 613 | self, error_name, input_list, output_list |
| 614 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 615 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 616 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 617 | self.ser, |
| 618 | validator_fcns, |
| 619 | error_name, |
| 620 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 621 | input1=a, |
| 622 | input2=b, |
| 623 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 624 | output_dtype=result_tensor.dtype, |
| 625 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 626 | input_list=input_list, |
| 627 | output_list=output_list, |
| 628 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 629 | ): |
| 630 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 631 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 632 | attr = ts.TosaSerializerAttribute() |
| 633 | attr.MulAttribute(shift) |
| 634 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 635 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 636 | |
| 637 | compliance = self.tensorComplianceMetaData( |
| 638 | op, a.dtype, args_dict, result_tensor, error_name |
| 639 | ) |
| 640 | |
| 641 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 642 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 643 | def build_table( |
| 644 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 645 | ): |
| 646 | assert len(inputs) == 1 |
| 647 | a = inputs[0] |
| 648 | table = args_dict["table"] |
| 649 | result_tensor = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 650 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 651 | attr = ts.TosaSerializerAttribute() |
| 652 | attr.TableAttribute(table) |
| 653 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 654 | # Invalidate Input/Output list for error if checks. |
| 655 | input_list = [a.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 656 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 657 | pCount, cCount = op["operands"] |
| 658 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 659 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 660 | self, error_name, input_list, output_list |
| 661 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 662 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 663 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 664 | self.ser, |
| 665 | validator_fcns, |
| 666 | error_name, |
| 667 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 668 | input_shape=a.shape, |
| 669 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 670 | output_dtype=result_tensor.dtype, |
| 671 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 672 | input_list=input_list, |
| 673 | output_list=output_list, |
| 674 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 675 | ): |
| 676 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 677 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 678 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 679 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 680 | compliance = self.tensorComplianceMetaData( |
| 681 | op, a.dtype, args_dict, result_tensor, error_name |
| 682 | ) |
| 683 | |
| 684 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 685 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 686 | def build_select( |
| 687 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 688 | ): |
| 689 | assert len(inputs) == 3 |
| 690 | cond, a, b = inputs |
| 691 | |
| 692 | result_tensor = OutputShaper.selectOp( |
| 693 | self.ser, self.rng, cond, a, b, error_name |
| 694 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 695 | |
| 696 | # Invalidate Input/Output list for error if checks. |
| 697 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 698 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 699 | pCount, cCount = op["operands"] |
| 700 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 701 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 702 | self, error_name, input_list, output_list |
| 703 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 704 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 705 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 706 | self.ser, |
| 707 | validator_fcns, |
| 708 | error_name, |
| 709 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 710 | input1=cond, |
| 711 | input2=a, |
| 712 | input3=b, |
| 713 | input_shape=a.shape, |
| 714 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 715 | output_dtype=result_tensor.dtype, |
| 716 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 717 | input_list=input_list, |
| 718 | output_list=output_list, |
| 719 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 720 | ): |
| 721 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 722 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 723 | self.ser.addOperator( |
| 724 | op["op"], |
| 725 | input_list, |
| 726 | output_list, |
| 727 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 728 | compliance = self.tensorComplianceMetaData( |
| 729 | op, a.dtype, args_dict, result_tensor, error_name |
| 730 | ) |
| 731 | |
| 732 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 733 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 734 | def build_comparison( |
| 735 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 736 | ): |
| 737 | assert len(inputs) == 2 |
| 738 | a, b = inputs |
| 739 | |
| 740 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 741 | self.ser, self.rng, a, b, error_name |
| 742 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 743 | |
| 744 | # Invalidate Input/Output list for error if checks. |
| 745 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 746 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 747 | pCount, cCount = op["operands"] |
| 748 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 749 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 750 | self, error_name, input_list, output_list |
| 751 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 752 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 753 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 754 | self.ser, |
| 755 | validator_fcns, |
| 756 | error_name, |
| 757 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 758 | input1=a, |
| 759 | input2=b, |
| 760 | input_shape=a.shape, |
| 761 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 762 | output_shape=result_tensor.shape, |
| 763 | output_dtype=result_tensor.dtype, |
| 764 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 765 | input_list=input_list, |
| 766 | output_list=output_list, |
| 767 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 768 | ): |
| 769 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 770 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 771 | self.ser.addOperator( |
| 772 | op["op"], |
| 773 | input_list, |
| 774 | output_list, |
| 775 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 776 | |
| 777 | compliance = self.tensorComplianceMetaData( |
| 778 | op, a.dtype, args_dict, result_tensor, error_name |
| 779 | ) |
| 780 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 781 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 782 | def build_argmax( |
| 783 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 784 | ): |
| 785 | assert len(inputs) == 1 |
| 786 | a = inputs[0] |
| 787 | axis = args_dict["axis"] |
| 788 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 789 | |
| 790 | # Invalidate Input/Output list for error if checks. |
| 791 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 792 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 793 | pCount, cCount = op["operands"] |
| 794 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 795 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 796 | self, error_name, input_list, output_list |
| 797 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 798 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 799 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 800 | self.ser, |
| 801 | validator_fcns, |
| 802 | error_name, |
| 803 | op=op, |
| 804 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 805 | input_shape=a.shape, |
| 806 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 807 | output_shape=result_tensor.shape, |
| 808 | output_dtype=result_tensor.dtype, |
| 809 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 810 | input_list=input_list, |
| 811 | output_list=output_list, |
| 812 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 813 | ): |
| 814 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 815 | |
| 816 | attr = ts.TosaSerializerAttribute() |
| 817 | attr.AxisAttribute(axis) |
| 818 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 819 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 820 | |
| 821 | compliance = self.tensorComplianceMetaData( |
| 822 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 823 | ) |
| 824 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 825 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 826 | def build_pool2d( |
| 827 | self, |
| 828 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 829 | inputs, |
| 830 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 831 | validator_fcns=None, |
| 832 | error_name=None, |
| 833 | qinfo=None, |
| 834 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 835 | assert len(inputs) == 1 |
| 836 | input = inputs[0] |
| 837 | # max_pool has no accum_dtype |
| 838 | accum_dtype = ( |
| 839 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 840 | ) |
| 841 | stride = args_dict["stride"] |
| 842 | pad = args_dict["pad"] |
| 843 | kernel = args_dict["kernel"] |
| 844 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 845 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 846 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 847 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 848 | |
| 849 | # Ensure new output type has correct qinfo |
| 850 | if error_name == ErrorIf.WrongInputType: |
| 851 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 852 | qinfo = [ |
| 853 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 854 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 855 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 856 | |
| 857 | # Invalidate Input/Output list for error if checks. |
| 858 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 859 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 860 | pCount, cCount = op["operands"] |
| 861 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 862 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 863 | self, error_name, input_list, output_list |
| 864 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 865 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 866 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 867 | self.ser, |
| 868 | validator_fcns, |
| 869 | error_name, |
| 870 | op=op, |
| 871 | input_shape=input.shape, |
| 872 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 873 | output_shape=result_tensor.shape, |
| 874 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 875 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 876 | kernel=kernel, |
| 877 | stride=stride, |
| 878 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 879 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 880 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 881 | input_list=input_list, |
| 882 | output_list=output_list, |
| 883 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 884 | ): |
| 885 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 886 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 887 | if qinfo is None: |
| 888 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 889 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 890 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 891 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 892 | |
| 893 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 894 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 895 | compliance = self.tensorComplianceMetaData( |
| 896 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 897 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 898 | |
| 899 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 900 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 901 | def build_conv2d( |
| 902 | self, |
| 903 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 904 | inputs, |
| 905 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 906 | validator_fcns=None, |
| 907 | error_name=None, |
| 908 | qinfo=None, |
| 909 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 910 | assert len(inputs) == 3 |
| 911 | ifm, filter, bias = inputs |
| 912 | accum_dtype = args_dict["acc_type"] |
| 913 | strides = args_dict["stride"] |
| 914 | padding = args_dict["pad"] |
| 915 | dilations = args_dict["dilation"] |
| 916 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 917 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 918 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 919 | self.ser, |
| 920 | self.rng, |
| 921 | ifm, |
| 922 | filter, |
| 923 | accum_dtype, |
| 924 | strides, |
| 925 | padding, |
| 926 | dilations, |
| 927 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 928 | ) |
| 929 | |
| 930 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 931 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 932 | DType.INT8, |
| 933 | DType.UINT8, |
| 934 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 935 | qinfo = [ |
| 936 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 937 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 938 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 939 | |
| 940 | # Invalidate Input/Output list for error_if checks. |
| 941 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 942 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 943 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 944 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 945 | self, error_name, input_list, output_list |
| 946 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 947 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 948 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 949 | self.ser, |
| 950 | validator_fcns, |
| 951 | error_name, |
| 952 | op=op, |
| 953 | input_dtype=ifm.dtype, |
| 954 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 955 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 956 | qinfo=qinfo, |
| 957 | input_list=input_list, |
| 958 | num_operands=num_operands, |
| 959 | output_list=output_list, |
| 960 | pad=padding, |
| 961 | stride=strides, |
| 962 | dilation=dilations, |
| 963 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 964 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 965 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 966 | ): |
| 967 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 968 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 969 | # TODO - Test local_bound, for now set local bound attribute to False |
| 970 | local_bound = False |
| 971 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 972 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 973 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 974 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 975 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 976 | |
| 977 | compliance = self.tensorComplianceMetaData( |
| 978 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 979 | ) |
| 980 | |
| 981 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 982 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 983 | def build_conv3d( |
| 984 | self, |
| 985 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 986 | inputs, |
| 987 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 988 | validator_fcns=None, |
| 989 | error_name=None, |
| 990 | qinfo=None, |
| 991 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 992 | assert len(inputs) == 3 |
| 993 | ifm, filter, bias = inputs |
| 994 | accum_dtype = args_dict["acc_type"] |
| 995 | strides = args_dict["stride"] |
| 996 | padding = args_dict["pad"] |
| 997 | dilations = args_dict["dilation"] |
| 998 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 999 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1000 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1001 | self.ser, |
| 1002 | self.rng, |
| 1003 | ifm, |
| 1004 | filter, |
| 1005 | accum_dtype, |
| 1006 | strides, |
| 1007 | padding, |
| 1008 | dilations, |
| 1009 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1010 | ) |
| 1011 | |
| 1012 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1013 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1014 | DType.INT8, |
| 1015 | DType.UINT8, |
| 1016 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1017 | qinfo = [ |
| 1018 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1019 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1020 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1021 | |
| 1022 | # Invalidate Input/Output list for error_if checks. |
| 1023 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1024 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1025 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1026 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1027 | self, error_name, input_list, output_list |
| 1028 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1029 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1030 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1031 | self.ser, |
| 1032 | validator_fcns, |
| 1033 | error_name, |
| 1034 | op=op, |
| 1035 | input_dtype=ifm.dtype, |
| 1036 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1037 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1038 | qinfo=qinfo, |
| 1039 | input_list=input_list, |
| 1040 | num_operands=num_operands, |
| 1041 | output_list=output_list, |
| 1042 | pad=padding, |
| 1043 | stride=strides, |
| 1044 | dilation=dilations, |
| 1045 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1046 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1047 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1048 | ): |
| 1049 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1050 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1051 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1052 | local_bound = False |
| 1053 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1054 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1055 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1056 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1057 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1058 | |
| 1059 | compliance = self.tensorComplianceMetaData( |
| 1060 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1061 | ) |
| 1062 | |
| 1063 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1064 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1065 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1066 | self, |
| 1067 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1068 | inputs, |
| 1069 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1070 | validator_fcns=None, |
| 1071 | error_name=None, |
| 1072 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1073 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1074 | assert len(inputs) == 3 |
| 1075 | ifm, filter, bias = inputs |
| 1076 | accum_dtype = args_dict["acc_type"] |
| 1077 | strides = args_dict["stride"] |
| 1078 | out_pad = args_dict["pad"] |
| 1079 | output_shape = args_dict["out_shape"] |
| 1080 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1081 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1082 | result_tensor = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1083 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1084 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1085 | |
| 1086 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1087 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1088 | DType.INT8, |
| 1089 | DType.UINT8, |
| 1090 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1091 | qinfo = [ |
| 1092 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1093 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1094 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1095 | |
| 1096 | # Invalidate Input/Output list for error_if checks. |
| 1097 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1098 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1099 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1100 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1101 | self, error_name, input_list, output_list |
| 1102 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1103 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1104 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1105 | self.ser, |
| 1106 | validator_fcns, |
| 1107 | error_name, |
| 1108 | op=op, |
| 1109 | input_dtype=ifm.dtype, |
| 1110 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1111 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1112 | qinfo=qinfo, |
| 1113 | input_list=input_list, |
| 1114 | num_operands=num_operands, |
| 1115 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1116 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1117 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1118 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1119 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1120 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1121 | ): |
| 1122 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1123 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1124 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1125 | local_bound = False |
| 1126 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1127 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1128 | attr.TransposeConvAttribute( |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1129 | out_pad, strides, output_shape, qinfo[0], qinfo[1], local_bound |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1130 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1131 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1132 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1133 | |
| 1134 | compliance = self.tensorComplianceMetaData( |
| 1135 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1136 | ) |
| 1137 | |
| 1138 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1139 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1140 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1141 | self, |
| 1142 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1143 | inputs, |
| 1144 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1145 | validator_fcns=None, |
| 1146 | error_name=None, |
| 1147 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1148 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1149 | assert len(inputs) == 3 |
| 1150 | ifm, filter, bias = inputs |
| 1151 | accum_dtype = args_dict["acc_type"] |
| 1152 | strides = args_dict["stride"] |
| 1153 | padding = args_dict["pad"] |
| 1154 | dilations = args_dict["dilation"] |
| 1155 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1156 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1157 | self.ser, |
| 1158 | self.rng, |
| 1159 | ifm, |
| 1160 | filter, |
| 1161 | accum_dtype, |
| 1162 | strides, |
| 1163 | padding, |
| 1164 | dilations, |
| 1165 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1166 | ) |
| 1167 | |
| 1168 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1169 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1170 | DType.INT8, |
| 1171 | DType.UINT8, |
| 1172 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1173 | qinfo = [ |
| 1174 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1175 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1176 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1177 | |
| 1178 | # Invalidate Input/Output list for error_if checks. |
| 1179 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1180 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1181 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1182 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1183 | self, error_name, input_list, output_list |
| 1184 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1185 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1186 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1187 | self.ser, |
| 1188 | validator_fcns, |
| 1189 | error_name, |
| 1190 | op=op, |
| 1191 | input_dtype=ifm.dtype, |
| 1192 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1193 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1194 | qinfo=qinfo, |
| 1195 | input_list=input_list, |
| 1196 | num_operands=num_operands, |
| 1197 | output_list=output_list, |
| 1198 | pad=padding, |
| 1199 | stride=strides, |
| 1200 | dilation=dilations, |
| 1201 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1202 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1203 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1204 | ): |
| 1205 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1206 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1207 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1208 | local_bound = False |
| 1209 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1210 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1211 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1212 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1213 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1214 | |
| 1215 | compliance = self.tensorComplianceMetaData( |
| 1216 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1217 | ) |
| 1218 | |
| 1219 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1220 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1221 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1222 | self, |
| 1223 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1224 | inputs, |
| 1225 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1226 | validator_fcns=None, |
| 1227 | error_name=None, |
| 1228 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1229 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1230 | assert len(inputs) == 3 |
| 1231 | ifm, filter, bias = inputs |
| 1232 | accum_dtype = args_dict["acc_type"] |
| 1233 | |
| 1234 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1235 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1236 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1237 | |
| 1238 | # Invalidate Input/Output list for error if checks. |
| 1239 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1240 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1241 | pCount, cCount = op["operands"] |
| 1242 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1243 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1244 | self, error_name, input_list, output_list |
| 1245 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1246 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1247 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1248 | self.ser, |
| 1249 | validator_fcns, |
| 1250 | error_name, |
| 1251 | op=op, |
| 1252 | input_shape=ifm.shape, |
| 1253 | input_dtype=ifm.dtype, |
| 1254 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1255 | output_shape=result_tensor.shape, |
| 1256 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1257 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1258 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1259 | input_list=input_list, |
| 1260 | output_list=output_list, |
| 1261 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1262 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1263 | ): |
| 1264 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1265 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1266 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1267 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1268 | |
| 1269 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1270 | |
| 1271 | compliance = self.tensorComplianceMetaData( |
| 1272 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1273 | ) |
| 1274 | |
| 1275 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1276 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1277 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1278 | 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] | 1279 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1280 | assert len(inputs) == 2 |
| 1281 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1282 | accum_dtype = args_dict["acc_type"] |
| 1283 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1284 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1285 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1286 | |
| 1287 | # Invalidate Input/Output list for error if checks. |
| 1288 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1289 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1290 | pCount, cCount = op["operands"] |
| 1291 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1292 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1293 | self, error_name, input_list, output_list |
| 1294 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1295 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1296 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1297 | self.ser, |
| 1298 | validator_fcns, |
| 1299 | error_name, |
| 1300 | op=op, |
| 1301 | input_shape=a.shape, |
| 1302 | input_dtype=a.dtype, |
| 1303 | input2_shape=b.shape, |
| 1304 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1305 | output_shape=result_tensor.shape, |
| 1306 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1307 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1308 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1309 | input_list=input_list, |
| 1310 | output_list=output_list, |
| 1311 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1312 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1313 | ): |
| 1314 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1315 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1316 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1317 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1318 | |
| 1319 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1320 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1321 | compliance = self.tensorComplianceMetaData( |
| 1322 | op, a.dtype, args_dict, result_tensor, error_name |
| 1323 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1324 | |
| 1325 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1326 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1327 | def build_reduce( |
| 1328 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1329 | ): |
| 1330 | assert len(inputs) == 1 |
| 1331 | a = inputs[0] |
| 1332 | axis = args_dict["axis"] |
| 1333 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1334 | |
| 1335 | # Invalidate Input/Output list for error if checks. |
| 1336 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1337 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1338 | pCount, cCount = op["operands"] |
| 1339 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1340 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1341 | self, error_name, input_list, output_list |
| 1342 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1343 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1344 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1345 | self.ser, |
| 1346 | validator_fcns, |
| 1347 | error_name, |
| 1348 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1349 | axis=axis, |
| 1350 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1351 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1352 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1353 | output_dtype=result_tensor.dtype, |
| 1354 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1355 | input_list=input_list, |
| 1356 | output_list=output_list, |
| 1357 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1358 | ): |
| 1359 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1360 | |
| 1361 | attr = ts.TosaSerializerAttribute() |
| 1362 | attr.AxisAttribute(axis) |
| 1363 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1364 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1365 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1366 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1367 | # Number of products - needed for compliance |
| 1368 | args_dict["n"] = a.shape[axis] |
| 1369 | |
| 1370 | compliance = self.tensorComplianceMetaData( |
| 1371 | op, a.dtype, args_dict, result_tensor, error_name |
| 1372 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1373 | |
| 1374 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1375 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1376 | def build_clamp( |
| 1377 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1378 | ): |
| 1379 | assert len(inputs) == 1 |
| 1380 | a = inputs[0] |
| 1381 | |
| 1382 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1383 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1384 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1385 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1386 | if error_name == ErrorIf.MaxSmallerMin: |
| 1387 | # Make sure the numbers are different to invoke this error |
| 1388 | while v[0] == v[1]: |
| 1389 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1390 | max_val = min(v) |
| 1391 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1392 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1393 | max_val = max(v) |
| 1394 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1395 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1396 | # Invalidate Input/Output list for error if checks. |
| 1397 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1398 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1399 | pCount, cCount = op["operands"] |
| 1400 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1401 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1402 | self, error_name, input_list, output_list |
| 1403 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1404 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1405 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1406 | self.ser, |
| 1407 | validator_fcns, |
| 1408 | error_name, |
| 1409 | op=op, |
| 1410 | max_val=max_val, |
| 1411 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1412 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1413 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1414 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1415 | output_dtype=result_tensor.dtype, |
| 1416 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1417 | input_list=input_list, |
| 1418 | output_list=output_list, |
| 1419 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1420 | ): |
| 1421 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1422 | |
| 1423 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1424 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1425 | if a.dtype == DType.FP16: |
| 1426 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1427 | min_val = min_val.astype(np.float32) |
| 1428 | max_val = max_val.astype(np.float32) |
| 1429 | |
| 1430 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1431 | elif a.dtype in (DType.INT8, DType.INT16): |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1432 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1433 | else: |
| 1434 | # to avoid internal error for incorrect input types |
| 1435 | attr.ClampAttribute(self.ser.builder, 0, 0, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1436 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1437 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1438 | |
| 1439 | compliance = self.tensorComplianceMetaData( |
| 1440 | op, a.dtype, args_dict, result_tensor, error_name |
| 1441 | ) |
| 1442 | |
| 1443 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1444 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1445 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1446 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1447 | attr = ts.TosaSerializerAttribute() |
| 1448 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1449 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1450 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1451 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1452 | return result_tens |
| 1453 | |
| 1454 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1455 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1456 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1457 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1458 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1459 | return result_tens |
| 1460 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1461 | def build_activation( |
| 1462 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1463 | ): |
| 1464 | assert len(inputs) == 1 |
| 1465 | a = inputs[0] |
| 1466 | |
| 1467 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1468 | |
| 1469 | # Invalidate Input/Output list for error if checks. |
| 1470 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1471 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1472 | pCount, cCount = op["operands"] |
| 1473 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1474 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1475 | self, error_name, input_list, output_list |
| 1476 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1477 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1478 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1479 | self.ser, |
| 1480 | validator_fcns, |
| 1481 | error_name, |
| 1482 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1483 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1484 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1485 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1486 | output_dtype=result_tensor.dtype, |
| 1487 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1488 | input_list=input_list, |
| 1489 | output_list=output_list, |
| 1490 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1491 | ): |
| 1492 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1493 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1494 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1495 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1496 | compliance = self.tensorComplianceMetaData( |
| 1497 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1498 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1499 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1500 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1501 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1502 | def build_concat( |
| 1503 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1504 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1505 | if op["op"] == Op.CONCAT_SHAPE: |
| 1506 | axis = 0 |
| 1507 | else: |
| 1508 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1509 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1510 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1511 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1512 | result_tensor = OutputShaper.concatOp( |
| 1513 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1514 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1515 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1516 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1517 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1518 | input_tensor_names.append(tensor.name) |
| 1519 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1520 | # Invalidate Input/Output list for error if checks. |
| 1521 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1522 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1523 | pCount, cCount = op["operands"] |
| 1524 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1525 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1526 | self, error_name, input_list, output_list |
| 1527 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1528 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1529 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1530 | self.ser, |
| 1531 | validator_fcns, |
| 1532 | error_name, |
| 1533 | op=op, |
| 1534 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1535 | input_shape=inputs[0].shape, |
| 1536 | output_shape=result_tensor.shape, |
| 1537 | input_dtype=inputs[0].dtype, |
| 1538 | output_dtype=result_tensor.dtype, |
| 1539 | inputs=inputs, |
| 1540 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1541 | input_list=input_list, |
| 1542 | output_list=output_list, |
| 1543 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1544 | ): |
| 1545 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1546 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1547 | if op["op"] == Op.CONCAT: |
| 1548 | attr = ts.TosaSerializerAttribute() |
| 1549 | attr.AxisAttribute(axis) |
| 1550 | else: |
| 1551 | assert op["op"] == Op.CONCAT_SHAPE |
| 1552 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1553 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1554 | |
| 1555 | compliance = self.tensorComplianceMetaData( |
| 1556 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1557 | ) |
| 1558 | |
| 1559 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1560 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1561 | def build_pad( |
| 1562 | self, |
| 1563 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1564 | inputs, |
| 1565 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1566 | validator_fcns=None, |
| 1567 | error_name=None, |
| 1568 | qinfo=None, |
| 1569 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1570 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1571 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1572 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1573 | padding = args_dict["pad"] |
| 1574 | pad_const_int = args_dict["pad_const_int"] |
| 1575 | pad_const_float = args_dict["pad_const_fp"] |
| 1576 | |
| 1577 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1578 | |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1579 | # write empty padding into PadAttribute to ensure inputs[1] is used |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1580 | attr = ts.TosaSerializerAttribute() |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1581 | attr.PadAttribute(self.ser.builder, [], pad_const_int, pad_const_float) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1582 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1583 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1584 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1585 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1586 | pCount, cCount = op["operands"] |
| 1587 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1588 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1589 | self, error_name, input_list, output_list |
| 1590 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1591 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1592 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1593 | self.ser, |
| 1594 | validator_fcns, |
| 1595 | error_name, |
| 1596 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1597 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1598 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1599 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1600 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1601 | pad=padding, |
| 1602 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1603 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1604 | input_list=input_list, |
| 1605 | output_list=output_list, |
| 1606 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1607 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1608 | ): |
| 1609 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1610 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1611 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1612 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1613 | compliance = self.tensorComplianceMetaData( |
| 1614 | op, a.dtype, args_dict, result_tensor, error_name |
| 1615 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1616 | |
| 1617 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1618 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1619 | def build_dim( |
| 1620 | self, |
| 1621 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1622 | inputs, |
| 1623 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1624 | validator_fcns=None, |
| 1625 | error_name=None, |
| 1626 | qinfo=None, |
| 1627 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1628 | assert len(inputs) == 1 |
| 1629 | a = inputs[0] |
| 1630 | axis = args_dict["axis"] |
| 1631 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1632 | |
| 1633 | # Invalidate Input/Output list for error if checks. |
| 1634 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1635 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1636 | pCount, cCount = op["operands"] |
| 1637 | num_operands = pCount + cCount |
| 1638 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1639 | self, error_name, input_list, output_list |
| 1640 | ) |
| 1641 | |
| 1642 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1643 | self.ser, |
| 1644 | validator_fcns, |
| 1645 | error_name, |
| 1646 | op=op, |
| 1647 | axis=axis, |
| 1648 | input_shape=a.shape, |
| 1649 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1650 | output_shape=result_tensor.shape, |
| 1651 | output_dtype=result_tensor.dtype, |
| 1652 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1653 | input_list=input_list, |
| 1654 | output_list=output_list, |
| 1655 | num_operands=num_operands, |
| 1656 | ): |
| 1657 | return None |
| 1658 | |
| 1659 | attr = ts.TosaSerializerAttribute() |
| 1660 | attr.AxisAttribute(axis) |
| 1661 | |
| 1662 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1663 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1664 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1665 | def build_reshape( |
| 1666 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1667 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1668 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1669 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1670 | shape = inputs[1] |
| 1671 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1672 | result_tensor = OutputShaper.reshapeOp( |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1673 | self.ser, self.rng, a, shape_attr, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1674 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1675 | |
| 1676 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1677 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1678 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1679 | pCount, cCount = op["operands"] |
| 1680 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1681 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1682 | self, error_name, input_list, output_list |
| 1683 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1684 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1685 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1686 | self.ser, |
| 1687 | validator_fcns, |
| 1688 | error_name, |
| 1689 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1690 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1691 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1692 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1693 | output_dtype=result_tensor.dtype, |
| 1694 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1695 | input_list=input_list, |
| 1696 | output_list=output_list, |
| 1697 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1698 | ): |
| 1699 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1700 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1701 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1702 | |
| 1703 | compliance = self.tensorComplianceMetaData( |
| 1704 | op, a.dtype, args_dict, result_tensor, error_name |
| 1705 | ) |
| 1706 | |
| 1707 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1708 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1709 | def build_reverse( |
| 1710 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1711 | ): |
| 1712 | assert len(inputs) == 1 |
| 1713 | a = inputs[0] |
| 1714 | axis = args_dict["axis"] |
| 1715 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1716 | |
| 1717 | # Invalidate Input/Output list for error if checks. |
| 1718 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1719 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1720 | pCount, cCount = op["operands"] |
| 1721 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1722 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1723 | self, error_name, input_list, output_list |
| 1724 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1725 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1726 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1727 | self.ser, |
| 1728 | validator_fcns, |
| 1729 | error_name, |
| 1730 | op=op, |
| 1731 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1732 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1733 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1734 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1735 | output_dtype=result_tensor.dtype, |
| 1736 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1737 | input_list=input_list, |
| 1738 | output_list=output_list, |
| 1739 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1740 | ): |
| 1741 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1742 | |
| 1743 | attr = ts.TosaSerializerAttribute() |
| 1744 | attr.AxisAttribute(axis) |
| 1745 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1746 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1747 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1748 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1749 | def build_transpose( |
| 1750 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1751 | ): |
| 1752 | assert len(inputs) == 1 |
| 1753 | a = inputs[0] |
| 1754 | perms = args_dict["perms"] |
| 1755 | |
| 1756 | result_tensor = OutputShaper.transposeOp( |
| 1757 | self.ser, self.rng, a, perms, error_name |
| 1758 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1759 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1760 | attr = ts.TosaSerializerAttribute() |
| 1761 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1762 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1763 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1764 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1765 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1766 | pCount, cCount = op["operands"] |
| 1767 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1768 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1769 | self, error_name, input_list, output_list |
| 1770 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1771 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1772 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1773 | self.ser, |
| 1774 | validator_fcns, |
| 1775 | error_name, |
| 1776 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1777 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1778 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1779 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1780 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1781 | output_dtype=result_tensor.dtype, |
| 1782 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1783 | input_list=input_list, |
| 1784 | output_list=output_list, |
| 1785 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1786 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1787 | ): |
| 1788 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1789 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1790 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1791 | |
| 1792 | compliance = self.tensorComplianceMetaData( |
| 1793 | op, a.dtype, args_dict, result_tensor, error_name |
| 1794 | ) |
| 1795 | |
| 1796 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1797 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1798 | def build_slice( |
| 1799 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1800 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1801 | assert len(inputs) == 3 |
| 1802 | a, start_var, size_var = inputs |
| 1803 | start_const = args_dict["start"] |
| 1804 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1805 | |
| 1806 | result_tensor = OutputShaper.sliceOp( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1807 | self.ser, self.rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1808 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1809 | |
| 1810 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1811 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1812 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1813 | pCount, cCount = op["operands"] |
| 1814 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1815 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1816 | self, error_name, input_list, output_list |
| 1817 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1818 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1819 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1820 | self.ser, |
| 1821 | validator_fcns, |
| 1822 | error_name, |
| 1823 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1824 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1825 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1826 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1827 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1828 | start=start_const, |
| 1829 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1830 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1831 | input_list=input_list, |
| 1832 | output_list=output_list, |
| 1833 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1834 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1835 | ): |
| 1836 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1837 | |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1838 | # TODO remove the slice attribute once shape dynamism support is mature. |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1839 | attr = ts.TosaSerializerAttribute() |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1840 | attr.SliceAttribute(start_const, size_const) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1841 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1842 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1843 | |
| 1844 | compliance = self.tensorComplianceMetaData( |
| 1845 | op, a.dtype, args_dict, result_tensor, error_name |
| 1846 | ) |
| 1847 | |
| 1848 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1849 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1850 | def build_tile( |
| 1851 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1852 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1853 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1854 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1855 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1856 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1857 | result_tensor = OutputShaper.tileOp( |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1858 | self.ser, self.rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1859 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1860 | |
| 1861 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1862 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1863 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1864 | pCount, cCount = op["operands"] |
| 1865 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1866 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1867 | self, error_name, input_list, output_list |
| 1868 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1869 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1870 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1871 | self.ser, |
| 1872 | validator_fcns, |
| 1873 | error_name, |
| 1874 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1875 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1876 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1877 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1878 | output_dtype=result_tensor.dtype, |
| 1879 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1880 | input_list=input_list, |
| 1881 | output_list=output_list, |
| 1882 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1883 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1884 | ): |
| 1885 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1886 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1887 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1888 | |
| 1889 | compliance = self.tensorComplianceMetaData( |
| 1890 | op, a.dtype, args_dict, result_tensor, error_name |
| 1891 | ) |
| 1892 | |
| 1893 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1894 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1895 | def build_gather( |
| 1896 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1897 | ): |
| 1898 | assert len(inputs) == 2 |
| 1899 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1900 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1901 | result_tensor = OutputShaper.gatherOp( |
| 1902 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1903 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1904 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1905 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1906 | input_list = [values.name, indices.name] |
| 1907 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1908 | pCount, cCount = op["operands"] |
| 1909 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1910 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1911 | self, error_name, input_list, output_list |
| 1912 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1913 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1914 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1915 | self.ser, |
| 1916 | validator_fcns, |
| 1917 | error_name, |
| 1918 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1919 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1920 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1921 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1922 | output_dtype=result_tensor.dtype, |
| 1923 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1924 | input_list=input_list, |
| 1925 | output_list=output_list, |
| 1926 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1927 | ): |
| 1928 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1929 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1930 | self.ser.addOperator(op["op"], input_list, output_list) |
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 | compliance = self.tensorComplianceMetaData( |
| 1933 | op, values.dtype, args_dict, result_tensor, error_name |
| 1934 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1935 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1936 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1937 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1938 | def build_scatter( |
| 1939 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1940 | ): |
| 1941 | assert len(inputs) == 3 |
| 1942 | values_in, indices, input = inputs |
| 1943 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1944 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1945 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1946 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1947 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1948 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1949 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1950 | pCount, cCount = op["operands"] |
| 1951 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1952 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1953 | self, error_name, input_list, output_list |
| 1954 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1955 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1956 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1957 | self.ser, |
| 1958 | validator_fcns, |
| 1959 | error_name, |
| 1960 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1961 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1962 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1963 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1964 | output_dtype=result_tensor.dtype, |
| 1965 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1966 | input_list=input_list, |
| 1967 | output_list=output_list, |
| 1968 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1969 | ): |
| 1970 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1971 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1972 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1973 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1974 | compliance = self.tensorComplianceMetaData( |
| 1975 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1976 | ) |
| 1977 | |
| 1978 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1979 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1980 | def build_resize( |
| 1981 | self, |
| 1982 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1983 | inputs, |
| 1984 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1985 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1986 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1987 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1988 | ): |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1989 | assert len(inputs) == 1 |
| 1990 | input = inputs[0] |
| 1991 | mode = args_dict["mode"] |
| 1992 | scale = args_dict["scale"] |
| 1993 | offset = args_dict["offset"] |
| 1994 | border = args_dict["border"] |
| 1995 | output_dtype = args_dict["output_dtype"] |
| 1996 | |
| 1997 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1998 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1999 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2000 | input, |
| 2001 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2002 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2003 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2004 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2005 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2006 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2007 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2008 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2009 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2010 | # Invalidate Input/Output list for error if checks. |
| 2011 | input_list = [input.name] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2012 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2013 | pCount, cCount = op["operands"] |
| 2014 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2015 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2016 | self, error_name, input_list, output_list |
| 2017 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2018 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2019 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2020 | self.ser, |
| 2021 | validator_fcns, |
| 2022 | error_name, |
| 2023 | op=op, |
| 2024 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2025 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2026 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2027 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2028 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2029 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2030 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2031 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2032 | input_list=input_list, |
| 2033 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2034 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2035 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2036 | ): |
| 2037 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2038 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2039 | attr = ts.TosaSerializerAttribute() |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2040 | attr.ResizeAttribute(scale, offset, border, mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2041 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2042 | |
| 2043 | compliance = self.tensorComplianceMetaData( |
| 2044 | op, input.dtype, args_dict, result_tensor, error_name |
| 2045 | ) |
| 2046 | |
| 2047 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2048 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2049 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 2050 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 2051 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2052 | self.ser.addOperator( |
| 2053 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 2054 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2055 | return result_tens |
| 2056 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2057 | def build_const( |
| 2058 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2059 | ): |
| 2060 | assert len(inputs) == 1 |
| 2061 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2062 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2063 | |
| 2064 | compliance = self.tensorComplianceMetaData( |
| 2065 | op, val.dtype, args_dict, val, error_name |
| 2066 | ) |
| 2067 | |
| 2068 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2069 | |
| 2070 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2071 | def build_cast( |
| 2072 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2073 | ): |
| 2074 | assert len(inputs) == 1 |
| 2075 | val = inputs[0] |
| 2076 | out_dtype = args_dict["out_type"] |
| 2077 | |
| 2078 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2079 | self.ser, self.rng, val, out_dtype, error_name |
| 2080 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2081 | |
| 2082 | # Invalidate Input/Output list for error if checks. |
| 2083 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2084 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2085 | pCount, cCount = op["operands"] |
| 2086 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2087 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2088 | self, error_name, input_list, output_list |
| 2089 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2090 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2091 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2092 | self.ser, |
| 2093 | validator_fcns, |
| 2094 | error_name, |
| 2095 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2096 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2097 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2098 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2099 | output_dtype=result_tensor.dtype, |
| 2100 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2101 | input_list=input_list, |
| 2102 | output_list=output_list, |
| 2103 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2104 | ): |
| 2105 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2106 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2107 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2108 | |
| 2109 | compliance = self.tensorComplianceMetaData( |
| 2110 | op, val.dtype, args_dict, result_tensor, error_name |
| 2111 | ) |
| 2112 | |
| 2113 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2114 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2115 | def build_rescale( |
| 2116 | self, |
| 2117 | op, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2118 | inputs, |
| 2119 | args_dict, |
| 2120 | validator_fcns=None, |
| 2121 | error_name=None, |
| 2122 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2123 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2124 | assert len(inputs) == 1 |
| 2125 | val = inputs[0] |
| 2126 | out_dtype = args_dict["output_dtype"] |
| 2127 | scale32 = args_dict["scale"] |
| 2128 | double_round = args_dict["double_round"] |
| 2129 | per_channel = args_dict["per_channel"] |
| 2130 | |
| 2131 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2132 | self.ser, self.rng, val, out_dtype, error_name |
| 2133 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2134 | |
| 2135 | if per_channel: |
| 2136 | nc = val.shape[-1] |
| 2137 | else: |
| 2138 | nc = 1 |
| 2139 | |
| 2140 | in_type_width = self.typeWidth(val.dtype) |
| 2141 | out_type_width = self.typeWidth(out_dtype) |
| 2142 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2143 | input_unsigned = False |
| 2144 | output_unsigned = False |
| 2145 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2146 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2147 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2148 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2149 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2150 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2151 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2152 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2153 | elif error_name in [ |
| 2154 | ErrorIf.InputZeroPointNotZero, |
| 2155 | ErrorIf.U16InputZeroPointNotValid, |
| 2156 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2157 | input_zp = self.randInt(-128, 128) |
| 2158 | if input_zp == 0: |
| 2159 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2160 | in_type_width += 1 |
| 2161 | elif val.dtype == DType.UINT16: |
| 2162 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 2163 | input_zp = self.rng.choice([0, 32768]) |
| 2164 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2165 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2166 | else: |
| 2167 | input_zp = 0 |
| 2168 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2169 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2170 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2171 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2172 | elif out_dtype == DType.UINT8: |
| 2173 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2174 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2175 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2176 | elif error_name in [ |
| 2177 | ErrorIf.OutputZeroPointNotZero, |
| 2178 | ErrorIf.U16OutputZeroPointNotValid, |
| 2179 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2180 | output_zp = self.randInt(-128, 128) |
| 2181 | if output_zp == 0: |
| 2182 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2183 | out_type_width += 1 |
| 2184 | elif out_dtype == DType.UINT16: |
| 2185 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2186 | output_zp = self.rng.choice([0, 32768]) |
| 2187 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2188 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2189 | else: |
| 2190 | output_zp = 0 |
| 2191 | |
| 2192 | # Calculate scale based on: |
| 2193 | # scale = a *(2^output_width)/(2^input_width)) |
| 2194 | |
| 2195 | a = np.float32(self.rng.random(size=[nc])) |
| 2196 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2197 | |
| 2198 | if scale32: |
| 2199 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2200 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2201 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2202 | else: |
| 2203 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2204 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2205 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2206 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2207 | |
| 2208 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2209 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2210 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2211 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2212 | |
| 2213 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2214 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2215 | scale_arr[i], scale32 |
| 2216 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2217 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2218 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2219 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2220 | # 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] | 2221 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2222 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2223 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2224 | assert val.placeholderFilename |
| 2225 | values = np.load( |
| 2226 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2227 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2228 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2229 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2230 | 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] | 2231 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2232 | # Check we can safely convert to the expected dtype |
| 2233 | assert ( |
| 2234 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2235 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2236 | ) |
| 2237 | |
| 2238 | # Force casting to output datatype |
| 2239 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2240 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2241 | if not np.all(np.array_equal(values, val_adj)): |
| 2242 | # Values changed so overwrite file with new values |
| 2243 | np.save( |
| 2244 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2245 | val_adj, |
| 2246 | False, |
| 2247 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2248 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2249 | # Invalidate Input/Output list for error if checks. |
| 2250 | input_list = [val.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2251 | output_list = [result_tensor.name] |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2252 | pCount, cCount = op["operands"] |
| 2253 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2254 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2255 | self, error_name, input_list, output_list |
| 2256 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2257 | |
| 2258 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2259 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2260 | self.ser, |
| 2261 | validator_fcns, |
| 2262 | error_name, |
| 2263 | op=op, |
| 2264 | input_dtype=val.dtype, |
| 2265 | output_dtype=out_dtype, |
| 2266 | input_shape=val.shape, |
| 2267 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2268 | scale32=scale32, |
| 2269 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2270 | input_list=input_list, |
| 2271 | output_list=output_list, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2272 | result_tensors=[result_tensor], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2273 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2274 | ): |
| 2275 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2276 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2277 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2278 | attr.RescaleAttribute( |
| 2279 | input_zp, |
| 2280 | output_zp, |
| 2281 | multiplier_arr, |
| 2282 | shift_arr, |
| 2283 | scale32, |
| 2284 | double_round, |
| 2285 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2286 | input_unsigned, |
| 2287 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2288 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2289 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2290 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2291 | |
| 2292 | compliance = self.tensorComplianceMetaData( |
| 2293 | op, val.dtype, args_dict, result_tensor, error_name |
| 2294 | ) |
| 2295 | |
| 2296 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2297 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2298 | def _get_condition_tensor(self, op, cond, error_name): |
| 2299 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2300 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2301 | else: |
| 2302 | cond_type = DType.BOOL |
| 2303 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2304 | choice = self.rng.choice([1, 2]) |
| 2305 | if choice == 1: |
| 2306 | cond_shape = [2] |
| 2307 | else: |
| 2308 | cond_shape = [1, 2] |
| 2309 | else: |
| 2310 | # Must be of size 1 (rank 0) |
| 2311 | cond_shape = [] |
| 2312 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2313 | return cond_tens |
| 2314 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2315 | def build_cond_if_const( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2316 | self, |
| 2317 | op, |
| 2318 | inputs, |
| 2319 | args_dict, |
| 2320 | validator_fcns=None, |
| 2321 | error_name=None, |
| 2322 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2323 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2324 | # 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] | 2325 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2326 | # and fill them with const nodes for the body. |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2327 | assert len(inputs) == 2 |
| 2328 | then_tens, else_tens = inputs |
| 2329 | |
| 2330 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2331 | |
| 2332 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2333 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2334 | |
| 2335 | # Make then/else tensors |
| 2336 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2337 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2338 | dtype = DType.INT32 |
| 2339 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2340 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2341 | if error_name in [ |
| 2342 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2343 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2344 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2345 | incorrect_shape = deepcopy(then_tens.shape) |
| 2346 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2347 | incorrect_shape[i] += ( |
| 2348 | self.rng.choice([-3, -2, 2, 3]) |
| 2349 | if incorrect_shape[i] > 3 |
| 2350 | else self.rng.choice([1, 2, 4]) |
| 2351 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2352 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2353 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2354 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2355 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2356 | |
| 2357 | # And the result tensor based on any of the outputs |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2358 | result_tensor = self.ser.addOutput(out_shape, dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2359 | |
| 2360 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2361 | then_block = "THEN_BLOCK" |
| 2362 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2363 | attr = ts.TosaSerializerAttribute() |
| 2364 | attr.CondIfAttribute(then_block, else_block) |
| 2365 | |
| 2366 | # Finally, build the op and the two blocks |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2367 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tensor.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2368 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2369 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2370 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2371 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2372 | then_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2373 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2374 | then_tens = self.ser.addConst(out_shape, dtype, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2375 | self.ser.addOutputTensor(then_tens) |
| 2376 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2377 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2378 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2379 | else_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2380 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2381 | else_tens = self.ser.addConst(out_shape, dtype, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2382 | self.ser.addOutputTensor(else_tens) |
| 2383 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2384 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2385 | self.ser, |
| 2386 | validator_fcns, |
| 2387 | error_name, |
| 2388 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2389 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2390 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2391 | ): |
| 2392 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2393 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2394 | compliance = self.tensorComplianceMetaData( |
| 2395 | op, dtype, args_dict, result_tensor, error_name |
| 2396 | ) |
| 2397 | |
| 2398 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2399 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2400 | def build_cond_if_binary( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2401 | self, |
| 2402 | op, |
| 2403 | inputs, |
| 2404 | args_dict, |
| 2405 | validator_fcns=None, |
| 2406 | error_name=None, |
| 2407 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2408 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2409 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2410 | # alternately add or subtract them based on the condition |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2411 | assert len(inputs) == 2 |
| 2412 | a, b = inputs |
| 2413 | |
| 2414 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2415 | |
| 2416 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2417 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2418 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2419 | result_tensor = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2420 | |
| 2421 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2422 | then_block = "THEN_BLOCK" |
| 2423 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2424 | attr = ts.TosaSerializerAttribute() |
| 2425 | attr.CondIfAttribute(then_block, else_block) |
| 2426 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2427 | if error_name in [ |
| 2428 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2429 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2430 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2431 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2432 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2433 | incorrect_shape = a.shape.copy() |
| 2434 | for i in range(len(incorrect_shape)): |
| 2435 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2436 | incorrect_block_input = deepcopy(a) |
| 2437 | incorrect_block_input.shape = incorrect_shape |
| 2438 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2439 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2440 | self.ser.addOperator( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2441 | 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] | 2442 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2443 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2444 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2445 | 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] | 2446 | elif a.dtype in (DType.INT8, DType.INT16): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2447 | then_op, else_op = ( |
| 2448 | self.TOSA_OP_LIST["logical_right_shift"], |
| 2449 | self.TOSA_OP_LIST["logical_left_shift"], |
| 2450 | ) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2451 | else: |
| 2452 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2453 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2454 | # Determine the element-wise binary operation that compliance will need to |
| 2455 | # check the results of |
| 2456 | compliance_op = then_op if cond else else_op |
| 2457 | |
| 2458 | 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] | 2459 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2460 | if ( |
| 2461 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2462 | and block == then_block |
| 2463 | ) or ( |
| 2464 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2465 | and block == else_block |
| 2466 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2467 | self.ser.addInputTensor(incorrect_block_input) |
| 2468 | self.ser.addInputTensor(b) |
| 2469 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2470 | elif ( |
| 2471 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2472 | and block == then_block |
| 2473 | ) or ( |
| 2474 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2475 | and block == else_block |
| 2476 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2477 | self.ser.addInputTensor(a) |
| 2478 | self.ser.addInputTensor(b) |
| 2479 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2480 | else: |
| 2481 | self.ser.addInputTensor(a) |
| 2482 | self.ser.addInputTensor(b) |
| 2483 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2484 | self.ser.addOperator(block_op["op"], [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2485 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2486 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2487 | self.ser, |
| 2488 | validator_fcns, |
| 2489 | error_name, |
| 2490 | op=op, |
| 2491 | a=a, |
| 2492 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2493 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2494 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2495 | ): |
| 2496 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2497 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2498 | compliance = self.tensorComplianceMetaData( |
| 2499 | compliance_op, a.dtype, args_dict, result_tensor, error_name |
| 2500 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2501 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2502 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2503 | |
| 2504 | def build_while_loop( |
| 2505 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2506 | ): |
| 2507 | assert len(inputs) == 1 |
| 2508 | a = inputs[0] |
| 2509 | iter_val = args_dict["iterations"] |
| 2510 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2511 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2512 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2513 | cond_block = "COND_BLOCK" |
| 2514 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2515 | |
| 2516 | attr = ts.TosaSerializerAttribute() |
| 2517 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2518 | |
| 2519 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2520 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2521 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2522 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2523 | |
| 2524 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2525 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2526 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2527 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2528 | incorrect_acc = deepcopy(acc) |
| 2529 | for i in range(len(incorrect_acc.shape)): |
| 2530 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2531 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2532 | else: |
| 2533 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2534 | |
| 2535 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2536 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2537 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2538 | [iter.name, a.name, acc.name], |
| 2539 | [iter_out.name, a_out.name, acc_out.name], |
| 2540 | attr, |
| 2541 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2542 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2543 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2544 | if error_name in [ |
| 2545 | ErrorIf.InputListCondGraphMismatch, |
| 2546 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2547 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2548 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2549 | incorrect_iter = deepcopy(iter) |
| 2550 | for i in range(len(incorrect_iter.shape)): |
| 2551 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2552 | if len(incorrect_iter.shape) == 0: |
| 2553 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2554 | |
| 2555 | incorrect_acc = deepcopy(acc) |
| 2556 | for i in range(len(incorrect_acc.shape)): |
| 2557 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2558 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2559 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2560 | self.ser.addBasicBlock(cond_block) |
| 2561 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2562 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2563 | self.ser.addInputTensor(incorrect_iter) |
| 2564 | self.ser.addInputTensor(a) |
| 2565 | self.ser.addInputTensor(incorrect_acc) |
| 2566 | else: |
| 2567 | self.ser.addInputTensor(iter) |
| 2568 | self.ser.addInputTensor(a) |
| 2569 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2570 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2571 | |
| 2572 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2573 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2574 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2575 | cond_type = DType.BOOL |
| 2576 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2577 | choice = self.rng.choice([1, 2]) |
| 2578 | if choice == 1: |
| 2579 | cond_shape = [3] |
| 2580 | else: |
| 2581 | cond_shape = [1, 2] |
| 2582 | else: |
| 2583 | cond_shape = [] |
| 2584 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2585 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2586 | 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] | 2587 | |
| 2588 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2589 | # 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] | 2590 | self.ser.addBasicBlock(body_block) |
| 2591 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2592 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2593 | self.ser.addInputTensor(incorrect_iter) |
| 2594 | self.ser.addInputTensor(a) |
| 2595 | self.ser.addInputTensor(incorrect_acc) |
| 2596 | else: |
| 2597 | self.ser.addInputTensor(iter) |
| 2598 | self.ser.addInputTensor(a) |
| 2599 | self.ser.addInputTensor(acc) |
| 2600 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2601 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2602 | |
| 2603 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2604 | iter_body_out = self.ser.addIntermediate( |
| 2605 | incorrect_iter.shape, incorrect_iter.dtype |
| 2606 | ) |
| 2607 | acc_body_out = self.ser.addIntermediate( |
| 2608 | incorrect_acc.shape, incorrect_acc.dtype |
| 2609 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2610 | else: |
| 2611 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2612 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2613 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2614 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2615 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2616 | self.ser.addOutputTensor(iter_body_out) |
| 2617 | self.ser.addOutputTensor(a) |
| 2618 | self.ser.addOutputTensor(acc_body_out) |
| 2619 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2620 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2621 | self.ser, |
| 2622 | validator_fcns, |
| 2623 | error_name, |
| 2624 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2625 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2626 | ): |
| 2627 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2628 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2629 | compliance = self.tensorComplianceMetaData( |
| 2630 | op, a.dtype, args_dict, acc_out, error_name |
| 2631 | ) |
| 2632 | |
| 2633 | return TosaTestGen.BuildInfo(acc_out, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2634 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2635 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2636 | self, |
| 2637 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2638 | inputs, |
| 2639 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2640 | validator_fcns=None, |
| 2641 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2642 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2643 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2644 | assert len(inputs) == 2 |
| 2645 | val1, val2 = inputs |
| 2646 | inverse = args_dict["inverse"] |
| 2647 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2648 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2649 | |
| 2650 | input_names = [val1.name, val2.name] |
| 2651 | pCount, cCount = op["operands"] |
| 2652 | num_operands = pCount + cCount |
| 2653 | |
| 2654 | output_names = [res.name for res in results] |
| 2655 | output_shapes = [res.shape for res in results] |
| 2656 | output_dtypes = [res.dtype for res in results] |
| 2657 | |
| 2658 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2659 | self, error_name, input_names, output_names |
| 2660 | ) |
| 2661 | |
| 2662 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2663 | self.ser, |
| 2664 | validator_fcns, |
| 2665 | error_name, |
| 2666 | op=op, |
| 2667 | inverse=inverse, |
| 2668 | input1=val1, |
| 2669 | input2=val2, |
| 2670 | input_shape=val1.shape, |
| 2671 | input_dtype=val1.dtype, |
| 2672 | output_shape=output_shapes, |
| 2673 | output_dtype=output_dtypes, |
| 2674 | result_tensors=results, |
| 2675 | input_list=input_names, |
| 2676 | output_list=output_names, |
| 2677 | num_operands=num_operands, |
| 2678 | ): |
| 2679 | return None |
| 2680 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2681 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2682 | local_bound = False |
| 2683 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2684 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2685 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2686 | |
| 2687 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2688 | |
| 2689 | compliance = [] |
| 2690 | for res in results: |
| 2691 | compliance.append( |
| 2692 | self.tensorComplianceMetaData( |
| 2693 | op, val1.dtype, args_dict, res, error_name |
| 2694 | ) |
| 2695 | ) |
| 2696 | |
| 2697 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2698 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2699 | def build_rfft2d( |
| 2700 | self, |
| 2701 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2702 | inputs, |
| 2703 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2704 | validator_fcns=None, |
| 2705 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2706 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2707 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2708 | assert len(inputs) == 1 |
| 2709 | val = inputs[0] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2710 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2711 | |
| 2712 | input_names = [val.name] |
| 2713 | pCount, cCount = op["operands"] |
| 2714 | num_operands = pCount + cCount |
| 2715 | |
| 2716 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2717 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2718 | output_dtypes = [res.dtype for res in results] |
| 2719 | |
| 2720 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2721 | self, error_name, input_names, output_names |
| 2722 | ) |
| 2723 | |
| 2724 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2725 | self.ser, |
| 2726 | validator_fcns, |
| 2727 | error_name, |
| 2728 | op=op, |
| 2729 | input_shape=val.shape, |
| 2730 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2731 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2732 | output_dtype=output_dtypes, |
| 2733 | result_tensors=results, |
| 2734 | input_list=input_names, |
| 2735 | output_list=output_names, |
| 2736 | num_operands=num_operands, |
| 2737 | ): |
| 2738 | return None |
| 2739 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2740 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2741 | local_bound = False |
| 2742 | |
| 2743 | attr = ts.TosaSerializerAttribute() |
| 2744 | attr.RFFTAttribute(local_bound) |
| 2745 | |
| 2746 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2747 | |
| 2748 | compliance = [] |
| 2749 | for res in results: |
| 2750 | compliance.append( |
| 2751 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2752 | ) |
| 2753 | |
| 2754 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2755 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2756 | def build_shape_op( |
| 2757 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2758 | ): |
| 2759 | assert len(inputs) == 2 |
| 2760 | a, b = inputs |
| 2761 | |
| 2762 | result_tensor = OutputShaper.addShapeOp(self.ser, self.rng, a, b, error_name) |
| 2763 | |
| 2764 | # Invalidate Input/Output list for error if checks. |
| 2765 | input_list = [a.name, b.name] |
| 2766 | output_list = [result_tensor.name] |
| 2767 | pCount, cCount = op["operands"] |
| 2768 | num_operands = pCount + cCount |
| 2769 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2770 | self, error_name, input_list, output_list |
| 2771 | ) |
| 2772 | |
| 2773 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2774 | self.ser, |
| 2775 | validator_fcns, |
| 2776 | error_name, |
| 2777 | op=op, |
| 2778 | input1=a, |
| 2779 | input2=b, |
| 2780 | input_shape=a.shape, |
| 2781 | input_dtype=a.dtype, |
| 2782 | output_shape=result_tensor.shape, |
| 2783 | output_dtype=result_tensor.dtype, |
| 2784 | result_tensors=[result_tensor], |
| 2785 | input_list=input_list, |
| 2786 | output_list=output_list, |
| 2787 | num_operands=num_operands, |
| 2788 | ): |
| 2789 | return None |
| 2790 | |
| 2791 | self.ser.addOperator( |
| 2792 | op["op"], |
| 2793 | input_list, |
| 2794 | output_list, |
| 2795 | ) |
| 2796 | compliance = self.tensorComplianceMetaData( |
| 2797 | op, a.dtype, args_dict, result_tensor, error_name |
| 2798 | ) |
| 2799 | |
| 2800 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2801 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2802 | def create_filter_lists( |
| 2803 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2804 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2805 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2806 | default_test_rank_range = range(1, 5) |
| 2807 | if not shapeFilter: |
| 2808 | shapeFilter = [None] |
| 2809 | |
| 2810 | # Calculate the filters based on what is requested and what the operator allows |
| 2811 | rmin, rmax = op["rank"] |
| 2812 | if rankFilter is not None: |
| 2813 | cleanRankFilter = [] |
| 2814 | # Ensure rankFilter values are allowed by operator |
| 2815 | for rank in rankFilter: |
| 2816 | if rank >= rmin and rank <= rmax: |
| 2817 | cleanRankFilter.append(rank) |
| 2818 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2819 | # Ensure default behaviour is bounded by default range or by operator, |
| 2820 | # whichever is the smaller range of ranks. |
| 2821 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2822 | cleanRankFilter = ( |
| 2823 | opRankRange |
| 2824 | if len(opRankRange) <= len(default_test_rank_range) |
| 2825 | else default_test_rank_range |
| 2826 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2827 | else: |
| 2828 | cleanRankFilter = range(rmin, rmax + 1) |
| 2829 | |
| 2830 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2831 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2832 | if dtypeFilter is not None: |
| 2833 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2834 | # Create list of operator dtypes filtered by requested dtypes |
| 2835 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2836 | if dtype in dtypeFilter or ( |
| 2837 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2838 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2839 | cleanDtypeFilter.append(dtype) |
| 2840 | else: |
| 2841 | cleanDtypeFilter = dtypes |
| 2842 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2843 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2844 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2845 | "shapeFilter": shapeFilter, |
| 2846 | "rankFilter": cleanRankFilter, |
| 2847 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2848 | } |
| 2849 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2850 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2851 | if validator is not None: |
| 2852 | validator_info = validator(check=False, op=op) |
| 2853 | else: |
| 2854 | return None |
| 2855 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2856 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2857 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2858 | # Set parameters as required |
| 2859 | if error_arguments["rank"] is not None: |
| 2860 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2861 | else: |
| 2862 | rankFilter = cleanRankFilter |
| 2863 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2864 | if error_arguments["dtype"] is not None: |
| 2865 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2866 | else: |
| 2867 | dtypeFilter = cleanDtypeFilter |
| 2868 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2869 | if error_arguments["shape"] is not None: |
| 2870 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2871 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2872 | shapeFilter = shapeFilter[ |
| 2873 | :2 |
| 2874 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2875 | |
| 2876 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2877 | "shapeFilter": shapeFilter, |
| 2878 | "rankFilter": rankFilter, |
| 2879 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2880 | } |
| 2881 | return filterDict |
| 2882 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2883 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2884 | self, |
| 2885 | opName, |
| 2886 | shapeFilter=[None], |
| 2887 | rankFilter=None, |
| 2888 | dtypeFilter=None, |
| 2889 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2890 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2891 | |
| 2892 | try: |
| 2893 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2894 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2895 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2896 | |
| 2897 | # Initialize a new random number generator |
| 2898 | self.rng = np.random.default_rng(self.random_seed) |
| 2899 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2900 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2901 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2902 | # Test list consists of a tuple of: |
| 2903 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2904 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2905 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2906 | error_if_validators = op["error_if_validators"] |
| 2907 | else: |
| 2908 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2909 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2910 | for validator in error_if_validators: |
| 2911 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2912 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2913 | else: |
| 2914 | error_name = None |
| 2915 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2916 | filterDict = self.create_filter_lists( |
| 2917 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2918 | ) |
| 2919 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2920 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2921 | cleanRankFilter = filterDict["rankFilter"] |
| 2922 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2923 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2924 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2925 | |
| 2926 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2927 | for t in cleanDtypeFilter: |
| 2928 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2929 | # Filter out by rank |
| 2930 | if shape is not None and len(shape) != r: |
| 2931 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2932 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2933 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2934 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2935 | shapeStr = self.shapeStr(shapeList[0]) |
| 2936 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2937 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2938 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2939 | argList = [] |
| 2940 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2941 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2942 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2943 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2944 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2945 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2946 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2947 | if argStr: |
| 2948 | testStr = "{}_{}_{}_{}".format( |
| 2949 | opName, shapeStr, typeStr, argStr |
| 2950 | ) |
| 2951 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2952 | testStr = "{}_{}_{}".format( |
| 2953 | opName, shapeStr, typeStr |
| 2954 | ) |
| 2955 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2956 | if argStr: |
| 2957 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2958 | opName, error_name, shapeStr, typeStr, argStr |
| 2959 | ) |
| 2960 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2961 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2962 | opName, error_name, shapeStr, typeStr |
| 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 | testList.append( |
| 2966 | (opName, testStr, t, error_name, shapeList, args) |
| 2967 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2968 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2969 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2970 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2971 | if "invalid_test_validators" in op: |
| 2972 | invalid_test_validators = op["invalid_test_validators"] |
| 2973 | clean_testList = [] |
| 2974 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2975 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2976 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2977 | if validator_fcn( |
| 2978 | opName=test[0], |
| 2979 | input_dtype=test[2], |
| 2980 | shapeList=test[4], |
| 2981 | args=test[5], |
| 2982 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2983 | remove_test = True |
| 2984 | if not remove_test: |
| 2985 | clean_testList.append(test) |
| 2986 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2987 | |
| 2988 | return testList |
| 2989 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2990 | def serializeTest( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2991 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, argsDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2992 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2993 | try: |
| 2994 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2995 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2996 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2997 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2998 | if self.args.verbose: |
| 2999 | print(f"Creating {testStr}") |
| 3000 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3001 | # Create a serializer |
| 3002 | self.createSerializer(opName, testStr) |
| 3003 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3004 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 3005 | if "error_if_validators" in op: |
| 3006 | error_if_validators = op["error_if_validators"] |
| 3007 | else: |
| 3008 | error_if_validators = None |
| 3009 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3010 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3011 | num_operands = pCount + cCount |
| 3012 | |
| 3013 | if isinstance(dtype_or_dtypeList, list): |
| 3014 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3015 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3016 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3017 | else: |
| 3018 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 3019 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3020 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3021 | assert ( |
| 3022 | len(shapeList) == num_operands |
| 3023 | ), "shapeList length {} must match number of operands {}".format( |
| 3024 | len(shapeList), num_operands |
| 3025 | ) |
| 3026 | assert ( |
| 3027 | len(dtypeList) == num_operands |
| 3028 | ), "dtypeList length {} must match number of operands {}".format( |
| 3029 | len(dtypeList), num_operands |
| 3030 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3031 | |
| 3032 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3033 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3034 | except KeyError: |
| 3035 | qgen = None |
| 3036 | |
| 3037 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 3038 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3039 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 3040 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3041 | else: |
| 3042 | qinfo = None |
| 3043 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3044 | # Extra meta data for the desc.json |
| 3045 | tensMeta = {} |
| 3046 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3047 | # Check we are using the new interface with an argsDict dictionary |
| 3048 | assert isinstance( |
| 3049 | argsDict, dict |
| 3050 | ), f"{opName} is not using new tvg/build_fcn interface" |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3051 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3052 | # New interface with args info in dictionary |
| 3053 | assert "dg_type" in argsDict |
| 3054 | tvgInfo = tvgen_fcn(self, opName, dtypeList, shapeList, argsDict, error_name) |
| 3055 | if tvgInfo.dataGenDict: |
| 3056 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 3057 | tens = tvgInfo.tensorList |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 3058 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3059 | result = build_fcn( |
| 3060 | self, |
| 3061 | op, |
| 3062 | tens, |
| 3063 | argsDict, |
| 3064 | validator_fcns=error_if_validators, |
| 3065 | error_name=error_name, |
| 3066 | qinfo=qinfo, |
| 3067 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3068 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3069 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3070 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3071 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3072 | # Add the compliance meta data (if any) |
| 3073 | compliance = result.getComplianceInfo() |
| 3074 | if compliance: |
| 3075 | tensMeta["compliance"] = compliance |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3076 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3077 | else: |
| 3078 | # The test is not valid |
| 3079 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3080 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3081 | def createDynamicOpLists(self): |
| 3082 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 3083 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 3084 | # Already created these lists (can occur when class is initialized more than once) |
| 3085 | return |
| 3086 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3087 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3088 | if not self.args.level8k: |
| 3089 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3090 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3091 | else: |
| 3092 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3093 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 3094 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3095 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3096 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3097 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 3098 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 3099 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3100 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3101 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3102 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 3103 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3104 | "depthwise_conv2d_TEMPLATE" |
| 3105 | ].copy() |
| 3106 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3107 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3108 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3109 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 3110 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3111 | "transpose_conv2d_TEMPLATE" |
| 3112 | ].copy() |
| 3113 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3114 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3115 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3116 | for k in KERNELS_3D: |
| 3117 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 3118 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 3119 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3120 | self.TOSA_OP_LIST[testName]["template"] = False |
| 3121 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3122 | # Delete any templates after having created any dynamic ops |
| 3123 | # This is a two-pass operation because it's bad practice to delete |
| 3124 | # keys from dictionaries while iterating |
| 3125 | keyList = [] |
| 3126 | for k in self.TOSA_OP_LIST: |
| 3127 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3128 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3129 | keyList.append(k) |
| 3130 | continue |
| 3131 | except KeyError: |
| 3132 | pass |
| 3133 | |
| 3134 | for k in keyList: |
| 3135 | del self.TOSA_OP_LIST[k] |
| 3136 | |
| 3137 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3138 | """Fill in default fields for ops if they aren't already specified. |
| 3139 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3140 | for op in self.TOSA_OP_LIST: |
| 3141 | |
| 3142 | # Required fields |
| 3143 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3144 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3145 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3146 | raise Exception( |
| 3147 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3148 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3149 | |
| 3150 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3151 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3152 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3153 | raise Exception( |
| 3154 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3155 | op |
| 3156 | ) |
| 3157 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3158 | |
| 3159 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3160 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3161 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3162 | raise Exception( |
| 3163 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3164 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3165 | |
| 3166 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3167 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3168 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3169 | raise Exception( |
| 3170 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3171 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3172 | |
| 3173 | # Put in default rank range, if missing |
| 3174 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3175 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3176 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3177 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3178 | |
| 3179 | # Tensor operator list |
| 3180 | # 'op': op name |
| 3181 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3182 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3183 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3184 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3185 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3186 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3187 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3188 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3189 | TYPE_INT_FP = [ |
| 3190 | DType.INT8, |
| 3191 | DType.INT16, |
| 3192 | DType.INT32, |
| 3193 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3194 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3195 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3196 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3197 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3198 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3199 | TYPE_FI32 = [ |
| 3200 | DType.FP32, |
| 3201 | DType.FP16, |
| 3202 | DType.BF16, |
| 3203 | DType.INT32, |
| 3204 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3205 | TYPE_FIB = [ |
| 3206 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3207 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3208 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3209 | DType.INT8, |
| 3210 | DType.INT16, |
| 3211 | DType.INT32, |
| 3212 | DType.BOOL, |
| 3213 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3214 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3215 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3216 | TYPE_NARROW_INT_FP = [ |
| 3217 | DType.INT8, |
| 3218 | DType.INT16, |
| 3219 | DType.FP16, |
| 3220 | DType.BF16, |
| 3221 | DType.FP32, |
| 3222 | ] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3223 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3224 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3225 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3226 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3227 | [DType.INT8, DType.INT8, DType.INT32], |
| 3228 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3229 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3230 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3231 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3232 | [DType.FP32, DType.FP32, DType.FP32], |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3233 | [DType.FP8E4M3, DType.FP8E4M3, DType.FP16], |
| 3234 | [DType.FP8E5M2, DType.FP8E5M2, DType.FP16], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3235 | ] |
| 3236 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3237 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3238 | |
| 3239 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3240 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3241 | "argmax": { |
| 3242 | "op": Op.ARGMAX, |
| 3243 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3244 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3245 | "build_fcn": ( |
| 3246 | build_argmax, |
| 3247 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3248 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3249 | TosaArgGen.agAxis, |
| 3250 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3251 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3252 | "error_if_validators": ( |
| 3253 | TosaErrorValidator.evAxisSmallerZero, |
| 3254 | TosaErrorValidator.evAxisLargerRank, |
| 3255 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3256 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3257 | TosaErrorValidator.evWrongRank, |
| 3258 | TosaErrorValidator.evWrongInputType, |
| 3259 | TosaErrorValidator.evWrongOutputType, |
| 3260 | TosaErrorValidator.evWrongInputList, |
| 3261 | TosaErrorValidator.evWrongOutputList, |
| 3262 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3263 | "data_gen": { |
| 3264 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3265 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3266 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3267 | "avg_pool2d": { |
| 3268 | "op": Op.AVG_POOL2D, |
| 3269 | "operands": (1, 0), |
| 3270 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3271 | "build_fcn": ( |
| 3272 | build_pool2d, |
| 3273 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3274 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3275 | TosaArgGen.agPooling, |
| 3276 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3277 | "qgen": TosaQuantGen.qgUnary, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3278 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3279 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3280 | "error_if_validators": ( |
| 3281 | TosaErrorValidator.evKernelSmallerOne, |
| 3282 | TosaErrorValidator.evStrideSmallerOne, |
| 3283 | TosaErrorValidator.evPadSmallerZero, |
| 3284 | TosaErrorValidator.evWrongRank, |
| 3285 | TosaErrorValidator.evWrongInputType, |
| 3286 | TosaErrorValidator.evWrongOutputType, |
| 3287 | TosaErrorValidator.evWrongInputList, |
| 3288 | TosaErrorValidator.evWrongOutputList, |
| 3289 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3290 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3291 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3292 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3293 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 3294 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3295 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3296 | "data_gen": { |
| 3297 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3298 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3299 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3300 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3301 | "conv2d_TEMPLATE": { |
| 3302 | "op": Op.CONV2D, |
| 3303 | "operands": (1, 2), |
| 3304 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3305 | "build_fcn": ( |
| 3306 | build_conv2d, |
| 3307 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3308 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3309 | TosaArgGen.agConv, |
| 3310 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3311 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3312 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3313 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3314 | "error_if_validators": ( |
| 3315 | TosaErrorValidator.evWrongInputType, |
| 3316 | TosaErrorValidator.evWrongOutputType, |
| 3317 | TosaErrorValidator.evWrongInputList, |
| 3318 | TosaErrorValidator.evWrongOutputList, |
| 3319 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3320 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3321 | TosaErrorValidator.evPadSmallerZero, |
| 3322 | TosaErrorValidator.evStrideSmallerOne, |
| 3323 | TosaErrorValidator.evDilationSmallerOne, |
| 3324 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3325 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3326 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3327 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3328 | "data_gen": { |
| 3329 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3330 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3331 | "template": True, |
| 3332 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3333 | # Templated operator. Filled in by createDynamicOpLists |
| 3334 | "conv3d_TEMPLATE": { |
| 3335 | "op": Op.CONV3D, |
| 3336 | "operands": (1, 2), |
| 3337 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3338 | "build_fcn": ( |
| 3339 | build_conv3d, |
| 3340 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3341 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3342 | TosaArgGen.agConv, |
| 3343 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3344 | "qgen": TosaQuantGen.qgConv, |
| 3345 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3346 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3347 | "error_if_validators": ( |
| 3348 | TosaErrorValidator.evWrongInputType, |
| 3349 | TosaErrorValidator.evWrongOutputType, |
| 3350 | TosaErrorValidator.evWrongInputList, |
| 3351 | TosaErrorValidator.evWrongOutputList, |
| 3352 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3353 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3354 | TosaErrorValidator.evPadSmallerZero, |
| 3355 | TosaErrorValidator.evStrideSmallerOne, |
| 3356 | TosaErrorValidator.evDilationSmallerOne, |
| 3357 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3358 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3359 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3360 | ), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 3361 | "data_gen": { |
| 3362 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3363 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3364 | "template": True, |
| 3365 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3366 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3367 | "depthwise_conv2d_TEMPLATE": { |
| 3368 | "op": Op.DEPTHWISE_CONV2D, |
| 3369 | "operands": (1, 2), |
| 3370 | "filter": [1, 1], |
| 3371 | "rank": (4, 4), |
| 3372 | "build_fcn": ( |
| 3373 | build_depthwise_conv2d, |
| 3374 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3375 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3376 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3377 | ), |
| 3378 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3379 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3380 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3381 | "error_if_validators": ( |
| 3382 | TosaErrorValidator.evWrongInputType, |
| 3383 | TosaErrorValidator.evWrongOutputType, |
| 3384 | TosaErrorValidator.evWrongInputList, |
| 3385 | TosaErrorValidator.evWrongOutputList, |
| 3386 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3387 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3388 | TosaErrorValidator.evPadSmallerZero, |
| 3389 | TosaErrorValidator.evStrideSmallerOne, |
| 3390 | TosaErrorValidator.evDilationSmallerOne, |
| 3391 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3392 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3393 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3394 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 3395 | "data_gen": { |
| 3396 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3397 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3398 | "template": True, |
| 3399 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3400 | "fully_connected": { |
| 3401 | "op": Op.FULLY_CONNECTED, |
| 3402 | "operands": (1, 2), |
| 3403 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3404 | "build_fcn": ( |
| 3405 | build_fully_connected, |
| 3406 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3407 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3408 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3409 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3410 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3411 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3412 | "error_if_validators": ( |
| 3413 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3414 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3415 | TosaErrorValidator.evWrongRank, |
| 3416 | TosaErrorValidator.evWrongInputType, |
| 3417 | TosaErrorValidator.evWrongOutputType, |
| 3418 | TosaErrorValidator.evWrongInputList, |
| 3419 | TosaErrorValidator.evWrongOutputList, |
| 3420 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3421 | "data_gen": { |
| 3422 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3423 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3424 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3425 | "matmul": { |
| 3426 | "op": Op.MATMUL, |
| 3427 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3428 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3429 | "build_fcn": ( |
| 3430 | build_matmul, |
| 3431 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3432 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3433 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3434 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3435 | "qgen": TosaQuantGen.qgMatmul, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3436 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3437 | "error_if_validators": ( |
| 3438 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3439 | TosaErrorValidator.evWrongRank, |
| 3440 | TosaErrorValidator.evWrongInputType, |
| 3441 | TosaErrorValidator.evWrongOutputType, |
| 3442 | TosaErrorValidator.evWrongInputList, |
| 3443 | TosaErrorValidator.evWrongOutputList, |
| 3444 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3445 | "data_gen": { |
| 3446 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3447 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3448 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3449 | "max_pool2d": { |
| 3450 | "op": Op.MAX_POOL2D, |
| 3451 | "operands": (1, 0), |
| 3452 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3453 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3454 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3455 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3456 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3457 | TosaArgGen.agPooling, |
| 3458 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3459 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3460 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3461 | "error_if_validators": ( |
| 3462 | TosaErrorValidator.evKernelSmallerOne, |
| 3463 | TosaErrorValidator.evStrideSmallerOne, |
| 3464 | TosaErrorValidator.evPadSmallerZero, |
| 3465 | TosaErrorValidator.evWrongRank, |
| 3466 | TosaErrorValidator.evWrongInputType, |
| 3467 | TosaErrorValidator.evWrongOutputType, |
| 3468 | TosaErrorValidator.evWrongInputList, |
| 3469 | TosaErrorValidator.evWrongOutputList, |
| 3470 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3471 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3472 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3473 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3474 | "data_gen": { |
| 3475 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3476 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3477 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3478 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3479 | "transpose_conv2d_TEMPLATE": { |
| 3480 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3481 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3482 | "rank": (4, 4), |
| 3483 | "build_fcn": ( |
| 3484 | build_transpose_conv2d, |
| 3485 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3486 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3487 | TosaArgGen.agTransposeConv2D, |
| 3488 | ), |
| 3489 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3490 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3491 | "invalid_test_validators": ( |
| 3492 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3493 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3494 | ), |
| 3495 | "error_if_validators": ( |
| 3496 | TosaErrorValidator.evWrongInputType, |
| 3497 | TosaErrorValidator.evWrongOutputType, |
| 3498 | TosaErrorValidator.evWrongInputList, |
| 3499 | TosaErrorValidator.evWrongOutputList, |
| 3500 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3501 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3502 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3503 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3504 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3505 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3506 | ), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3507 | "data_gen": { |
| 3508 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3509 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3510 | "template": True, |
| 3511 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3512 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3513 | "clamp": { |
| 3514 | "op": Op.CLAMP, |
| 3515 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3516 | "build_fcn": ( |
| 3517 | build_clamp, |
| 3518 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3519 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3520 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3521 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3522 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3523 | "error_if_validators": ( |
| 3524 | TosaErrorValidator.evMaxSmallerMin, |
| 3525 | TosaErrorValidator.evWrongInputType, |
| 3526 | TosaErrorValidator.evWrongOutputType, |
| 3527 | TosaErrorValidator.evWrongInputList, |
| 3528 | TosaErrorValidator.evWrongOutputList, |
| 3529 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3530 | "data_gen": { |
| 3531 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3532 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3533 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3534 | "sigmoid": { |
| 3535 | "op": Op.SIGMOID, |
| 3536 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3537 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3538 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3539 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3540 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3541 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3542 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3543 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3544 | "error_if_validators": ( |
| 3545 | TosaErrorValidator.evWrongInputType, |
| 3546 | TosaErrorValidator.evWrongOutputType, |
| 3547 | TosaErrorValidator.evWrongInputList, |
| 3548 | TosaErrorValidator.evWrongOutputList, |
| 3549 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3550 | "data_gen": { |
| 3551 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3552 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3553 | }, |
| 3554 | "tanh": { |
| 3555 | "op": Op.TANH, |
| 3556 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3557 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3558 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3559 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3560 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3561 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3562 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3563 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3564 | "error_if_validators": ( |
| 3565 | TosaErrorValidator.evWrongInputType, |
| 3566 | TosaErrorValidator.evWrongOutputType, |
| 3567 | TosaErrorValidator.evWrongInputList, |
| 3568 | TosaErrorValidator.evWrongOutputList, |
| 3569 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3570 | "data_gen": { |
| 3571 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3572 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3573 | "compliance": { |
| 3574 | "abs_error_lower_bound": 0.5, |
| 3575 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3576 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3577 | "erf": { |
| 3578 | "op": Op.ERF, |
| 3579 | "operands": (1, 0), |
| 3580 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3581 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3582 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3583 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3584 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3585 | ), |
| 3586 | "types": TYPE_FP, |
| 3587 | "error_if_validators": ( |
| 3588 | TosaErrorValidator.evWrongInputType, |
| 3589 | TosaErrorValidator.evWrongOutputType, |
| 3590 | TosaErrorValidator.evWrongInputList, |
| 3591 | TosaErrorValidator.evWrongOutputList, |
| 3592 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3593 | "data_gen": { |
| 3594 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3595 | }, |
| 3596 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3597 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3598 | # Elementwise Binary Operators |
| 3599 | "add": { |
| 3600 | "op": Op.ADD, |
| 3601 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3602 | "build_fcn": ( |
| 3603 | build_binary_broadcast, |
| 3604 | TosaTensorGen.tgBroadcastFuzz, |
| 3605 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3606 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3607 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3608 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3609 | "error_if_validators": ( |
| 3610 | TosaErrorValidator.evRankMismatch, |
| 3611 | TosaErrorValidator.evWrongInputType, |
| 3612 | TosaErrorValidator.evWrongOutputType, |
| 3613 | TosaErrorValidator.evWrongInputList, |
| 3614 | TosaErrorValidator.evWrongOutputList, |
| 3615 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3616 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3617 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3618 | "data_gen": { |
| 3619 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3620 | }, |
| 3621 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3622 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3623 | "arithmetic_right_shift": { |
| 3624 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3625 | "operands": (2, 0), |
| 3626 | "build_fcn": ( |
| 3627 | build_arithmetic_right_shift, |
| 3628 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3629 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3630 | TosaArgGen.agArithmeticRightShift, |
| 3631 | ), |
| 3632 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3633 | "error_if_validators": ( |
| 3634 | TosaErrorValidator.evRankMismatch, |
| 3635 | TosaErrorValidator.evWrongInputType, |
| 3636 | TosaErrorValidator.evWrongOutputType, |
| 3637 | TosaErrorValidator.evWrongInputList, |
| 3638 | TosaErrorValidator.evWrongOutputList, |
| 3639 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3640 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3641 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3642 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3643 | "bitwise_and": { |
| 3644 | "op": Op.BITWISE_AND, |
| 3645 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3646 | "build_fcn": ( |
| 3647 | build_binary_broadcast, |
| 3648 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3649 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3650 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3651 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3652 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3653 | "error_if_validators": ( |
| 3654 | TosaErrorValidator.evRankMismatch, |
| 3655 | TosaErrorValidator.evWrongInputType, |
| 3656 | TosaErrorValidator.evWrongOutputType, |
| 3657 | TosaErrorValidator.evWrongInputList, |
| 3658 | TosaErrorValidator.evWrongOutputList, |
| 3659 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3660 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3661 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3662 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3663 | "bitwise_or": { |
| 3664 | "op": Op.BITWISE_OR, |
| 3665 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3666 | "build_fcn": ( |
| 3667 | build_binary_broadcast, |
| 3668 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3669 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3670 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3671 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3672 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3673 | "error_if_validators": ( |
| 3674 | TosaErrorValidator.evRankMismatch, |
| 3675 | TosaErrorValidator.evWrongInputType, |
| 3676 | TosaErrorValidator.evWrongOutputType, |
| 3677 | TosaErrorValidator.evWrongInputList, |
| 3678 | TosaErrorValidator.evWrongOutputList, |
| 3679 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3680 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3681 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3682 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3683 | "bitwise_xor": { |
| 3684 | "op": Op.BITWISE_XOR, |
| 3685 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3686 | "build_fcn": ( |
| 3687 | build_binary_broadcast, |
| 3688 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3689 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3690 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3691 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3692 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3693 | "error_if_validators": ( |
| 3694 | TosaErrorValidator.evRankMismatch, |
| 3695 | TosaErrorValidator.evWrongInputType, |
| 3696 | TosaErrorValidator.evWrongOutputType, |
| 3697 | TosaErrorValidator.evWrongInputList, |
| 3698 | TosaErrorValidator.evWrongOutputList, |
| 3699 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3700 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3701 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3702 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3703 | "intdiv": { |
| 3704 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3705 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3706 | "build_fcn": ( |
| 3707 | build_binary_broadcast, |
| 3708 | TosaTensorGen.tgBroadcastFuzz, |
| 3709 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3710 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3711 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3712 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3713 | "error_if_validators": ( |
| 3714 | TosaErrorValidator.evRankMismatch, |
| 3715 | TosaErrorValidator.evWrongInputType, |
| 3716 | TosaErrorValidator.evWrongOutputType, |
| 3717 | TosaErrorValidator.evWrongInputList, |
| 3718 | TosaErrorValidator.evWrongOutputList, |
| 3719 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3720 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3721 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3722 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3723 | "logical_and": { |
| 3724 | "op": Op.LOGICAL_AND, |
| 3725 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3726 | "build_fcn": ( |
| 3727 | build_binary_broadcast, |
| 3728 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3729 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3730 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3731 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3732 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3733 | "error_if_validators": ( |
| 3734 | TosaErrorValidator.evRankMismatch, |
| 3735 | TosaErrorValidator.evWrongInputType, |
| 3736 | TosaErrorValidator.evWrongOutputType, |
| 3737 | TosaErrorValidator.evWrongInputList, |
| 3738 | TosaErrorValidator.evWrongOutputList, |
| 3739 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3740 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3741 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3742 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3743 | "logical_left_shift": { |
| 3744 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3745 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3746 | "build_fcn": ( |
| 3747 | build_binary_broadcast, |
| 3748 | TosaTensorGen.tgBroadcastFuzz, |
| 3749 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3750 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3751 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3752 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3753 | "error_if_validators": ( |
| 3754 | TosaErrorValidator.evRankMismatch, |
| 3755 | TosaErrorValidator.evWrongInputType, |
| 3756 | TosaErrorValidator.evWrongOutputType, |
| 3757 | TosaErrorValidator.evWrongInputList, |
| 3758 | TosaErrorValidator.evWrongOutputList, |
| 3759 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3760 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3761 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3762 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3763 | "logical_right_shift": { |
| 3764 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3765 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3766 | "build_fcn": ( |
| 3767 | build_binary_broadcast, |
| 3768 | TosaTensorGen.tgBroadcastFuzz, |
| 3769 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3770 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3771 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3772 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3773 | "error_if_validators": ( |
| 3774 | TosaErrorValidator.evRankMismatch, |
| 3775 | TosaErrorValidator.evWrongInputType, |
| 3776 | TosaErrorValidator.evWrongOutputType, |
| 3777 | TosaErrorValidator.evWrongInputList, |
| 3778 | TosaErrorValidator.evWrongOutputList, |
| 3779 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3780 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3781 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3782 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3783 | "logical_or": { |
| 3784 | "op": Op.LOGICAL_OR, |
| 3785 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3786 | "build_fcn": ( |
| 3787 | build_binary_broadcast, |
| 3788 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3789 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3790 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3791 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3792 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3793 | "error_if_validators": ( |
| 3794 | TosaErrorValidator.evRankMismatch, |
| 3795 | TosaErrorValidator.evWrongInputType, |
| 3796 | TosaErrorValidator.evWrongOutputType, |
| 3797 | TosaErrorValidator.evWrongInputList, |
| 3798 | TosaErrorValidator.evWrongOutputList, |
| 3799 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3800 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3801 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3802 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3803 | "logical_xor": { |
| 3804 | "op": Op.LOGICAL_XOR, |
| 3805 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3806 | "build_fcn": ( |
| 3807 | build_binary_broadcast, |
| 3808 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3809 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3810 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3811 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3812 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3813 | "error_if_validators": ( |
| 3814 | TosaErrorValidator.evRankMismatch, |
| 3815 | TosaErrorValidator.evWrongInputType, |
| 3816 | TosaErrorValidator.evWrongOutputType, |
| 3817 | TosaErrorValidator.evWrongInputList, |
| 3818 | TosaErrorValidator.evWrongOutputList, |
| 3819 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3820 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3821 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3822 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3823 | "maximum": { |
| 3824 | "op": Op.MAXIMUM, |
| 3825 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3826 | "build_fcn": ( |
| 3827 | build_binary_broadcast, |
| 3828 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3829 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3830 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3831 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3832 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3833 | "error_if_validators": ( |
| 3834 | TosaErrorValidator.evRankMismatch, |
| 3835 | TosaErrorValidator.evWrongInputType, |
| 3836 | TosaErrorValidator.evWrongOutputType, |
| 3837 | TosaErrorValidator.evWrongInputList, |
| 3838 | TosaErrorValidator.evWrongOutputList, |
| 3839 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3840 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3841 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3842 | "data_gen": { |
| 3843 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3844 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3845 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3846 | "minimum": { |
| 3847 | "op": Op.MINIMUM, |
| 3848 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3849 | "build_fcn": ( |
| 3850 | build_binary_broadcast, |
| 3851 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3852 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3853 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3854 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3855 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3856 | "error_if_validators": ( |
| 3857 | TosaErrorValidator.evRankMismatch, |
| 3858 | TosaErrorValidator.evWrongInputType, |
| 3859 | TosaErrorValidator.evWrongOutputType, |
| 3860 | TosaErrorValidator.evWrongInputList, |
| 3861 | TosaErrorValidator.evWrongOutputList, |
| 3862 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3863 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3864 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3865 | "data_gen": { |
| 3866 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3867 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3868 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3869 | "mul": { |
| 3870 | "op": Op.MUL, |
| 3871 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3872 | "build_fcn": ( |
| 3873 | build_mul, |
| 3874 | TosaTensorGen.tgBroadcastFuzz, |
| 3875 | TosaTensorValuesGen.tvgMul, |
| 3876 | TosaArgGen.agMul, |
| 3877 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3878 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3879 | "error_if_validators": ( |
| 3880 | TosaErrorValidator.evWrongInputType, |
| 3881 | TosaErrorValidator.evWrongOutputType, |
| 3882 | TosaErrorValidator.evWrongInputList, |
| 3883 | TosaErrorValidator.evWrongOutputList, |
| 3884 | TosaErrorValidator.evRankMismatch, |
| 3885 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3886 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3887 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3888 | "data_gen": { |
| 3889 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3890 | }, |
| 3891 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3892 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3893 | "pow": { |
| 3894 | "op": Op.POW, |
| 3895 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3896 | "build_fcn": ( |
| 3897 | build_binary_broadcast, |
| 3898 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3899 | TosaTensorValuesGen.tvgPow, |
| 3900 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3901 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3902 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3903 | "error_if_validators": ( |
| 3904 | TosaErrorValidator.evRankMismatch, |
| 3905 | TosaErrorValidator.evWrongInputType, |
| 3906 | TosaErrorValidator.evWrongOutputType, |
| 3907 | TosaErrorValidator.evWrongInputList, |
| 3908 | TosaErrorValidator.evWrongOutputList, |
| 3909 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3910 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3911 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3912 | "data_gen": { |
| 3913 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3914 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3915 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3916 | "sub": { |
| 3917 | "op": Op.SUB, |
| 3918 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3919 | "build_fcn": ( |
| 3920 | build_binary_broadcast, |
| 3921 | TosaTensorGen.tgBroadcastFuzz, |
| 3922 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3923 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3924 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3925 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3926 | "error_if_validators": ( |
| 3927 | TosaErrorValidator.evRankMismatch, |
| 3928 | TosaErrorValidator.evWrongInputType, |
| 3929 | TosaErrorValidator.evWrongOutputType, |
| 3930 | TosaErrorValidator.evWrongInputList, |
| 3931 | TosaErrorValidator.evWrongOutputList, |
| 3932 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3933 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3934 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3935 | "data_gen": { |
| 3936 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3937 | }, |
| 3938 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3939 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3940 | "table": { |
| 3941 | "op": Op.TABLE, |
| 3942 | # Use the automatic generation functions to create the input array |
| 3943 | # but create the table tensor in the build function, as it may be |
| 3944 | # a different type from the input |
| 3945 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3946 | "build_fcn": ( |
| 3947 | build_table, |
| 3948 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3949 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3950 | TosaArgGen.agTable, |
| 3951 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3952 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3953 | "error_if_validators": ( |
| 3954 | TosaErrorValidator.evWrongInputType, |
| 3955 | TosaErrorValidator.evWrongOutputType, |
| 3956 | TosaErrorValidator.evWrongInputList, |
| 3957 | TosaErrorValidator.evWrongOutputList, |
| 3958 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3959 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3960 | # Elementwise Unary operators |
| 3961 | "abs": { |
| 3962 | "op": Op.ABS, |
| 3963 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3964 | "build_fcn": ( |
| 3965 | build_unary, |
| 3966 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3967 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3968 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3969 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3970 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3971 | "error_if_validators": ( |
| 3972 | TosaErrorValidator.evWrongInputType, |
| 3973 | TosaErrorValidator.evWrongOutputType, |
| 3974 | TosaErrorValidator.evWrongInputList, |
| 3975 | TosaErrorValidator.evWrongOutputList, |
| 3976 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3977 | "data_gen": { |
| 3978 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3979 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3980 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3981 | "bitwise_not": { |
| 3982 | "op": Op.BITWISE_NOT, |
| 3983 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3984 | "build_fcn": ( |
| 3985 | build_unary, |
| 3986 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3987 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3988 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3989 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3990 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3991 | "error_if_validators": ( |
| 3992 | TosaErrorValidator.evWrongInputType, |
| 3993 | TosaErrorValidator.evWrongOutputType, |
| 3994 | TosaErrorValidator.evWrongInputList, |
| 3995 | TosaErrorValidator.evWrongOutputList, |
| 3996 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3997 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3998 | "ceil": { |
| 3999 | "op": Op.CEIL, |
| 4000 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4001 | "build_fcn": ( |
| 4002 | build_unary, |
| 4003 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4004 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4005 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4006 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4007 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4008 | "error_if_validators": ( |
| 4009 | TosaErrorValidator.evWrongInputType, |
| 4010 | TosaErrorValidator.evWrongOutputType, |
| 4011 | TosaErrorValidator.evWrongInputList, |
| 4012 | TosaErrorValidator.evWrongOutputList, |
| 4013 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4014 | "data_gen": { |
| 4015 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4016 | }, |
| 4017 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4018 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4019 | "clz": { |
| 4020 | "op": Op.CLZ, |
| 4021 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4022 | "build_fcn": ( |
| 4023 | build_unary, |
| 4024 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4025 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4026 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4027 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4028 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4029 | "error_if_validators": ( |
| 4030 | TosaErrorValidator.evWrongInputType, |
| 4031 | TosaErrorValidator.evWrongOutputType, |
| 4032 | TosaErrorValidator.evWrongInputList, |
| 4033 | TosaErrorValidator.evWrongOutputList, |
| 4034 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4035 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4036 | "exp": { |
| 4037 | "op": Op.EXP, |
| 4038 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4039 | "build_fcn": ( |
| 4040 | build_unary, |
| 4041 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4042 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4043 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4044 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4045 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4046 | "error_if_validators": ( |
| 4047 | TosaErrorValidator.evWrongInputType, |
| 4048 | TosaErrorValidator.evWrongOutputType, |
| 4049 | TosaErrorValidator.evWrongInputList, |
| 4050 | TosaErrorValidator.evWrongOutputList, |
| 4051 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4052 | "data_gen": { |
| 4053 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4054 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4055 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4056 | "floor": { |
| 4057 | "op": Op.FLOOR, |
| 4058 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4059 | "build_fcn": ( |
| 4060 | build_unary, |
| 4061 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4062 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4063 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4064 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4065 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4066 | "error_if_validators": ( |
| 4067 | TosaErrorValidator.evWrongInputType, |
| 4068 | TosaErrorValidator.evWrongOutputType, |
| 4069 | TosaErrorValidator.evWrongInputList, |
| 4070 | TosaErrorValidator.evWrongOutputList, |
| 4071 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4072 | "data_gen": { |
| 4073 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4074 | }, |
| 4075 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4076 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4077 | "log": { |
| 4078 | "op": Op.LOG, |
| 4079 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4080 | "build_fcn": ( |
| 4081 | build_unary, |
| 4082 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4083 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4084 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4085 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4086 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4087 | "error_if_validators": ( |
| 4088 | TosaErrorValidator.evWrongInputType, |
| 4089 | TosaErrorValidator.evWrongOutputType, |
| 4090 | TosaErrorValidator.evWrongInputList, |
| 4091 | TosaErrorValidator.evWrongOutputList, |
| 4092 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4093 | "data_gen": { |
| 4094 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4095 | }, |
| 4096 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4097 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4098 | "logical_not": { |
| 4099 | "op": Op.LOGICAL_NOT, |
| 4100 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4101 | "build_fcn": ( |
| 4102 | build_unary, |
| 4103 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4104 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4105 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4106 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4107 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4108 | "error_if_validators": ( |
| 4109 | TosaErrorValidator.evWrongInputType, |
| 4110 | TosaErrorValidator.evWrongOutputType, |
| 4111 | TosaErrorValidator.evWrongInputList, |
| 4112 | TosaErrorValidator.evWrongOutputList, |
| 4113 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4114 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4115 | "negate": { |
| 4116 | "op": Op.NEGATE, |
| 4117 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4118 | "build_fcn": ( |
| 4119 | build_unary, |
| 4120 | TosaTensorGen.tgBasic, |
| 4121 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4122 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4123 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4124 | "qgen": TosaQuantGen.qgUnary, |
| 4125 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4126 | "error_if_validators": ( |
| 4127 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4128 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4129 | TosaErrorValidator.evWrongInputType, |
| 4130 | TosaErrorValidator.evWrongOutputType, |
| 4131 | TosaErrorValidator.evWrongInputList, |
| 4132 | TosaErrorValidator.evWrongOutputList, |
| 4133 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4134 | "data_gen": { |
| 4135 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4136 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4137 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4138 | "reciprocal": { |
| 4139 | "op": Op.RECIPROCAL, |
| 4140 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4141 | "build_fcn": ( |
| 4142 | build_unary, |
| 4143 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4144 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4145 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4146 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4147 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4148 | "error_if_validators": ( |
| 4149 | TosaErrorValidator.evWrongInputType, |
| 4150 | TosaErrorValidator.evWrongOutputType, |
| 4151 | TosaErrorValidator.evWrongInputList, |
| 4152 | TosaErrorValidator.evWrongOutputList, |
| 4153 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4154 | "data_gen": { |
| 4155 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4156 | }, |
| 4157 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4158 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4159 | "rsqrt": { |
| 4160 | "op": Op.RSQRT, |
| 4161 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4162 | "build_fcn": ( |
| 4163 | build_unary, |
| 4164 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4165 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4166 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4167 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4168 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4169 | "error_if_validators": ( |
| 4170 | TosaErrorValidator.evWrongInputType, |
| 4171 | TosaErrorValidator.evWrongOutputType, |
| 4172 | TosaErrorValidator.evWrongInputList, |
| 4173 | TosaErrorValidator.evWrongOutputList, |
| 4174 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4175 | "data_gen": { |
| 4176 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4177 | }, |
| 4178 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4179 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4180 | # Elementwise Ternary operators |
| 4181 | "select": { |
| 4182 | "op": Op.SELECT, |
| 4183 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4184 | "build_fcn": ( |
| 4185 | build_select, |
| 4186 | TosaTensorGen.tgBroadcastFuzz, |
| 4187 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4188 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4189 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4190 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4191 | "error_if_validators": ( |
| 4192 | TosaErrorValidator.evRankMismatch, |
| 4193 | TosaErrorValidator.evWrongInputType, |
| 4194 | TosaErrorValidator.evWrongOutputType, |
| 4195 | TosaErrorValidator.evWrongInputList, |
| 4196 | TosaErrorValidator.evWrongOutputList, |
| 4197 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4198 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4199 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4200 | "data_gen": { |
| 4201 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4202 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4203 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4204 | # Comparison operators |
| 4205 | "equal": { |
| 4206 | "op": Op.EQUAL, |
| 4207 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4208 | "build_fcn": ( |
| 4209 | build_comparison, |
| 4210 | TosaTensorGen.tgBroadcastFuzz, |
| 4211 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4212 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4213 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4214 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4215 | "error_if_validators": ( |
| 4216 | TosaErrorValidator.evRankMismatch, |
| 4217 | TosaErrorValidator.evWrongInputType, |
| 4218 | TosaErrorValidator.evWrongOutputType, |
| 4219 | TosaErrorValidator.evWrongInputList, |
| 4220 | TosaErrorValidator.evWrongOutputList, |
| 4221 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4222 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4223 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4224 | "data_gen": { |
| 4225 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4226 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4227 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4228 | "greater_equal": { |
| 4229 | "op": Op.GREATER_EQUAL, |
| 4230 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4231 | "build_fcn": ( |
| 4232 | build_comparison, |
| 4233 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4234 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4235 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4236 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4237 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4238 | "error_if_validators": ( |
| 4239 | TosaErrorValidator.evRankMismatch, |
| 4240 | TosaErrorValidator.evWrongInputType, |
| 4241 | TosaErrorValidator.evWrongOutputType, |
| 4242 | TosaErrorValidator.evWrongInputList, |
| 4243 | TosaErrorValidator.evWrongOutputList, |
| 4244 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4245 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4246 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4247 | "data_gen": { |
| 4248 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4249 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4250 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4251 | "greater": { |
| 4252 | "op": Op.GREATER, |
| 4253 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4254 | "build_fcn": ( |
| 4255 | build_comparison, |
| 4256 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4257 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4258 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4259 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4260 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4261 | "error_if_validators": ( |
| 4262 | TosaErrorValidator.evRankMismatch, |
| 4263 | TosaErrorValidator.evWrongInputType, |
| 4264 | TosaErrorValidator.evWrongOutputType, |
| 4265 | TosaErrorValidator.evWrongInputList, |
| 4266 | TosaErrorValidator.evWrongOutputList, |
| 4267 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4268 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4269 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4270 | "data_gen": { |
| 4271 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4272 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4273 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4274 | # Reduction operators |
| 4275 | "reduce_all": { |
| 4276 | "op": Op.REDUCE_ALL, |
| 4277 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4278 | "build_fcn": ( |
| 4279 | build_reduce, |
| 4280 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4281 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4282 | TosaArgGen.agAxis, |
| 4283 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4284 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4285 | "error_if_validators": ( |
| 4286 | TosaErrorValidator.evAxisLargerRank, |
| 4287 | TosaErrorValidator.evAxisSmallerZero, |
| 4288 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4289 | TosaErrorValidator.evWrongInputType, |
| 4290 | TosaErrorValidator.evWrongOutputType, |
| 4291 | TosaErrorValidator.evWrongRank, |
| 4292 | TosaErrorValidator.evWrongInputList, |
| 4293 | TosaErrorValidator.evWrongOutputList, |
| 4294 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4295 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4296 | "reduce_any": { |
| 4297 | "op": Op.REDUCE_ANY, |
| 4298 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4299 | "build_fcn": ( |
| 4300 | build_reduce, |
| 4301 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4302 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4303 | TosaArgGen.agAxis, |
| 4304 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4305 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4306 | "error_if_validators": ( |
| 4307 | TosaErrorValidator.evAxisLargerRank, |
| 4308 | TosaErrorValidator.evAxisSmallerZero, |
| 4309 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4310 | TosaErrorValidator.evWrongInputType, |
| 4311 | TosaErrorValidator.evWrongOutputType, |
| 4312 | TosaErrorValidator.evWrongRank, |
| 4313 | TosaErrorValidator.evWrongInputList, |
| 4314 | TosaErrorValidator.evWrongOutputList, |
| 4315 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4316 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4317 | "reduce_max": { |
| 4318 | "op": Op.REDUCE_MAX, |
| 4319 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4320 | "build_fcn": ( |
| 4321 | build_reduce, |
| 4322 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4323 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4324 | TosaArgGen.agAxis, |
| 4325 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4326 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4327 | "error_if_validators": ( |
| 4328 | TosaErrorValidator.evAxisLargerRank, |
| 4329 | TosaErrorValidator.evAxisSmallerZero, |
| 4330 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4331 | TosaErrorValidator.evWrongInputType, |
| 4332 | TosaErrorValidator.evWrongOutputType, |
| 4333 | TosaErrorValidator.evWrongRank, |
| 4334 | TosaErrorValidator.evWrongInputList, |
| 4335 | TosaErrorValidator.evWrongOutputList, |
| 4336 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4337 | "data_gen": { |
| 4338 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4339 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4340 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4341 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4342 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4343 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4344 | "build_fcn": ( |
| 4345 | build_reduce, |
| 4346 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4347 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4348 | TosaArgGen.agAxis, |
| 4349 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4350 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4351 | "error_if_validators": ( |
| 4352 | TosaErrorValidator.evAxisLargerRank, |
| 4353 | TosaErrorValidator.evAxisSmallerZero, |
| 4354 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4355 | TosaErrorValidator.evWrongInputType, |
| 4356 | TosaErrorValidator.evWrongOutputType, |
| 4357 | TosaErrorValidator.evWrongRank, |
| 4358 | TosaErrorValidator.evWrongInputList, |
| 4359 | TosaErrorValidator.evWrongOutputList, |
| 4360 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4361 | "data_gen": { |
| 4362 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4363 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4364 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4365 | "reduce_product": { |
| 4366 | "op": Op.REDUCE_PRODUCT, |
| 4367 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4368 | "build_fcn": ( |
| 4369 | build_reduce, |
| 4370 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4371 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4372 | TosaArgGen.agAxis, |
| 4373 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4374 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4375 | "error_if_validators": ( |
| 4376 | TosaErrorValidator.evAxisLargerRank, |
| 4377 | TosaErrorValidator.evAxisSmallerZero, |
| 4378 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4379 | TosaErrorValidator.evWrongInputType, |
| 4380 | TosaErrorValidator.evWrongOutputType, |
| 4381 | TosaErrorValidator.evWrongRank, |
| 4382 | TosaErrorValidator.evWrongInputList, |
| 4383 | TosaErrorValidator.evWrongOutputList, |
| 4384 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4385 | "data_gen": { |
| 4386 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4387 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4388 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4389 | "reduce_sum": { |
| 4390 | "op": Op.REDUCE_SUM, |
| 4391 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4392 | "build_fcn": ( |
| 4393 | build_reduce, |
| 4394 | TosaTensorGen.tgBasic, |
| 4395 | TosaTensorValuesGen.tvgReduceSum, |
| 4396 | TosaArgGen.agAxis, |
| 4397 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4398 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4399 | "error_if_validators": ( |
| 4400 | TosaErrorValidator.evAxisLargerRank, |
| 4401 | TosaErrorValidator.evAxisSmallerZero, |
| 4402 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4403 | TosaErrorValidator.evWrongInputType, |
| 4404 | TosaErrorValidator.evWrongOutputType, |
| 4405 | TosaErrorValidator.evWrongRank, |
| 4406 | TosaErrorValidator.evWrongInputList, |
| 4407 | TosaErrorValidator.evWrongOutputList, |
| 4408 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4409 | "data_gen": { |
| 4410 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4411 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4412 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4413 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4414 | "concat": { |
| 4415 | "op": Op.CONCAT, |
| 4416 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4417 | "build_fcn": ( |
| 4418 | build_concat, |
| 4419 | TosaTensorGen.tgConcat, |
| 4420 | TosaTensorValuesGen.tvgConcat, |
| 4421 | TosaArgGen.agAxis, |
| 4422 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4423 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4424 | "error_if_validators": ( |
| 4425 | TosaErrorValidator.evAxisLargerRank, |
| 4426 | TosaErrorValidator.evAxisSmallerZero, |
| 4427 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4428 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4429 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4430 | TosaErrorValidator.evWrongInputType, |
| 4431 | TosaErrorValidator.evWrongOutputType, |
| 4432 | TosaErrorValidator.evWrongOutputList, |
| 4433 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4434 | "data_gen": { |
| 4435 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4436 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4437 | }, |
| 4438 | "pad": { |
| 4439 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4440 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4441 | "build_fcn": ( |
| 4442 | build_pad, |
| 4443 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4444 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4445 | TosaArgGen.agPad, |
| 4446 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4447 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4448 | "error_if_validators": ( |
| 4449 | TosaErrorValidator.evWrongInputType, |
| 4450 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4451 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4452 | TosaErrorValidator.evWrongOutputType, |
| 4453 | TosaErrorValidator.evWrongInputList, |
| 4454 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4455 | TosaErrorValidator.evRankMismatch, |
| 4456 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4457 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4458 | "data_gen": { |
| 4459 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4460 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4461 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4462 | "dim": { |
| 4463 | "op": Op.DIM, |
| 4464 | "operands": (1, 0), |
| 4465 | "build_fcn": ( |
| 4466 | build_dim, |
| 4467 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4468 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4469 | TosaArgGen.agAxis, |
| 4470 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4471 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4472 | "error_if_validators": ( |
| 4473 | TosaErrorValidator.evAxisLargerRank, |
| 4474 | TosaErrorValidator.evAxisSmallerZero, |
| 4475 | TosaErrorValidator.evWrongInputType, |
| 4476 | TosaErrorValidator.evWrongInputList, |
| 4477 | TosaErrorValidator.evWrongOutputList, |
| 4478 | TosaErrorValidator.evWrongRank, |
| 4479 | ), |
| 4480 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4481 | "reshape": { |
| 4482 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4483 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4484 | "build_fcn": ( |
| 4485 | build_reshape, |
| 4486 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4487 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4488 | TosaArgGen.agReshape, |
| 4489 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4490 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4491 | "error_if_validators": ( |
| 4492 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4493 | TosaErrorValidator.evWrongInputType, |
| 4494 | TosaErrorValidator.evWrongOutputType, |
| 4495 | TosaErrorValidator.evWrongInputList, |
| 4496 | TosaErrorValidator.evWrongOutputList, |
| 4497 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4498 | "data_gen": { |
| 4499 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4500 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4501 | }, |
| 4502 | "reverse": { |
| 4503 | "op": Op.REVERSE, |
| 4504 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4505 | "build_fcn": ( |
| 4506 | build_reverse, |
| 4507 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4508 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4509 | TosaArgGen.agAxis, |
| 4510 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4511 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4512 | "error_if_validators": ( |
| 4513 | TosaErrorValidator.evAxisSmallerZero, |
| 4514 | TosaErrorValidator.evAxisLargerRank, |
| 4515 | TosaErrorValidator.evWrongInputType, |
| 4516 | TosaErrorValidator.evWrongOutputType, |
| 4517 | TosaErrorValidator.evWrongInputList, |
| 4518 | TosaErrorValidator.evWrongOutputList, |
| 4519 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4520 | "data_gen": { |
| 4521 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4522 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4523 | }, |
| 4524 | "slice": { |
| 4525 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4526 | "operands": (3, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4527 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4528 | "build_fcn": ( |
| 4529 | build_slice, |
| 4530 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4531 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4532 | TosaArgGen.agSlice, |
| 4533 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4534 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4535 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4536 | # TODO Turn off these error categories for now as the reference |
| 4537 | # model cannot allocate memory space for empty tensor. We probably |
| 4538 | # can report an accurate error messege at the right place during |
| 4539 | # exeuction. |
| 4540 | # TosaErrorValidator.evStartSmallerZero, |
| 4541 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4542 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4543 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4544 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4545 | TosaErrorValidator.evWrongRank, |
| 4546 | TosaErrorValidator.evWrongInputType, |
| 4547 | TosaErrorValidator.evWrongOutputType, |
| 4548 | TosaErrorValidator.evWrongInputList, |
| 4549 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4550 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4551 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4552 | "data_gen": { |
| 4553 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4554 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4555 | }, |
| 4556 | "tile": { |
| 4557 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4558 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4559 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4560 | "build_fcn": ( |
| 4561 | build_tile, |
| 4562 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4563 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4564 | TosaArgGen.agTile, |
| 4565 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4566 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4567 | "error_if_validators": ( |
| 4568 | TosaErrorValidator.evWrongInputType, |
| 4569 | TosaErrorValidator.evWrongOutputType, |
| 4570 | TosaErrorValidator.evWrongInputList, |
| 4571 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4572 | TosaErrorValidator.evRankMismatch, |
| 4573 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4574 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4575 | "data_gen": { |
| 4576 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4577 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4578 | }, |
| 4579 | "transpose": { |
| 4580 | "op": Op.TRANSPOSE, |
| 4581 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4582 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4583 | "build_fcn": ( |
| 4584 | build_transpose, |
| 4585 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4586 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4587 | TosaArgGen.agTranspose, |
| 4588 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4589 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4590 | "error_if_validators": ( |
| 4591 | TosaErrorValidator.evIndexOutsideBounds, |
| 4592 | TosaErrorValidator.evIndexUsedTwice, |
| 4593 | TosaErrorValidator.evWrongInputType, |
| 4594 | TosaErrorValidator.evWrongOutputType, |
| 4595 | TosaErrorValidator.evWrongInputList, |
| 4596 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4597 | TosaErrorValidator.evWrongRank, |
| 4598 | TosaErrorValidator.evRankMismatch, |
| 4599 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4600 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4601 | "data_gen": { |
| 4602 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4603 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4604 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4605 | # Data nodes |
| 4606 | "const": { |
| 4607 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4608 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4609 | "build_fcn": ( |
| 4610 | build_const, |
| 4611 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4612 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4613 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4614 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4615 | "types": TYPE_FIB + [DType.INT48, DType.FP8E4M3, DType.FP8E5M2], |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4616 | "data_gen": { |
| 4617 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4618 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4619 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4620 | "identity": { |
| 4621 | "op": Op.IDENTITY, |
| 4622 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4623 | "build_fcn": ( |
| 4624 | build_unary, |
| 4625 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4626 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4627 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4628 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4629 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4630 | "data_gen": { |
| 4631 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4632 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4633 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4634 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4635 | "gather": { |
| 4636 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4637 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4638 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4639 | "build_fcn": ( |
| 4640 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4641 | TosaTensorGen.tgGather, |
| 4642 | TosaTensorValuesGen.tvgGather, |
| 4643 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4644 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4645 | "types": ( |
| 4646 | DType.INT8, |
| 4647 | DType.INT16, |
| 4648 | DType.INT32, |
| 4649 | DType.FP16, |
| 4650 | DType.BF16, |
| 4651 | DType.FP32, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4652 | DType.FP8E4M3, |
| 4653 | DType.FP8E5M2, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4654 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4655 | "error_if_validators": ( |
| 4656 | TosaErrorValidator.evWrongInputType, |
| 4657 | TosaErrorValidator.evWrongOutputType, |
| 4658 | TosaErrorValidator.evWrongInputList, |
| 4659 | TosaErrorValidator.evWrongOutputList, |
| 4660 | TosaErrorValidator.evWrongRank, |
| 4661 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4662 | "data_gen": { |
| 4663 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4664 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4665 | }, |
| 4666 | "scatter": { |
| 4667 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4668 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4669 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4670 | "build_fcn": ( |
| 4671 | build_scatter, |
| 4672 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4673 | TosaTensorValuesGen.tvgScatter, |
| 4674 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4675 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4676 | "types": TYPE_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4677 | "error_if_validators": ( |
| 4678 | TosaErrorValidator.evWrongInputType, |
| 4679 | TosaErrorValidator.evWrongOutputType, |
| 4680 | TosaErrorValidator.evWrongInputList, |
| 4681 | TosaErrorValidator.evWrongOutputList, |
| 4682 | TosaErrorValidator.evWrongRank, |
| 4683 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4684 | "data_gen": { |
| 4685 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4686 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4687 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4688 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4689 | "resize": { |
| 4690 | "op": Op.RESIZE, |
| 4691 | "operands": (1, 0), |
| 4692 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4693 | "build_fcn": ( |
| 4694 | build_resize, |
| 4695 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4696 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4697 | TosaArgGen.agResize, |
| 4698 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4699 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4700 | "invalid_test_validators": ( |
| 4701 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4702 | ), |
| 4703 | "error_if_validators": ( |
| 4704 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4705 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4706 | TosaErrorValidator.evScaleNLargerMax, |
| 4707 | TosaErrorValidator.evScaleDLargerMax, |
| 4708 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4709 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4710 | TosaErrorValidator.evBorderSmallerMin, |
| 4711 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4712 | TosaErrorValidator.evWrongInputType, |
| 4713 | TosaErrorValidator.evWrongOutputType, |
| 4714 | TosaErrorValidator.evWrongRank, |
| 4715 | TosaErrorValidator.evWrongInputList, |
| 4716 | TosaErrorValidator.evWrongOutputList, |
| 4717 | TosaErrorValidator.evBatchMismatch, |
| 4718 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4719 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4720 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4721 | ), |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4722 | "data_gen": { |
| 4723 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4724 | }, |
| 4725 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4726 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4727 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4728 | "cast": { |
| 4729 | "op": Op.CAST, |
| 4730 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4731 | "build_fcn": ( |
| 4732 | build_cast, |
| 4733 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4734 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4735 | TosaArgGen.agCast, |
| 4736 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4737 | "types": ( |
| 4738 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4739 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4740 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4741 | DType.INT8, |
| 4742 | DType.INT16, |
| 4743 | DType.INT32, |
| 4744 | DType.BOOL, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4745 | DType.FP8E4M3, |
| 4746 | DType.FP8E5M2, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4747 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4748 | "error_if_validators": ( |
| 4749 | TosaErrorValidator.evWrongInputType, |
| 4750 | TosaErrorValidator.evWrongOutputType, |
| 4751 | TosaErrorValidator.evWrongInputList, |
| 4752 | TosaErrorValidator.evWrongOutputList, |
| 4753 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4754 | "data_gen": { |
| 4755 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4756 | }, |
| 4757 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4758 | }, |
| 4759 | "rescale": { |
| 4760 | "op": Op.RESCALE, |
| 4761 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4762 | "build_fcn": ( |
| 4763 | build_rescale, |
| 4764 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 4765 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4766 | TosaArgGen.agRescale, |
| 4767 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4768 | "types": [ |
| 4769 | DType.UINT8, |
| 4770 | DType.INT8, |
| 4771 | DType.INT16, |
| 4772 | DType.INT32, |
| 4773 | DType.INT48, |
| 4774 | DType.UINT16, |
| 4775 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4776 | "error_if_validators": ( |
| 4777 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4778 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4779 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4780 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4781 | TosaErrorValidator.evScaleTrue, |
| 4782 | TosaErrorValidator.evScaleNotTrue, |
| 4783 | TosaErrorValidator.evWrongInputType, |
| 4784 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4785 | TosaErrorValidator.evWrongInputList, |
| 4786 | TosaErrorValidator.evWrongOutputList, |
| 4787 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4788 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4789 | # Custom |
| 4790 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4791 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4792 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4793 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4794 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4795 | "cond_if_const": { |
| 4796 | "op": Op.COND_IF, |
| 4797 | "operands": (0, 2), |
| 4798 | "build_fcn": ( |
| 4799 | build_cond_if_const, |
| 4800 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4801 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4802 | TosaArgGen.agCondIf, |
| 4803 | ), |
| 4804 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4805 | "error_if_validators": ( |
| 4806 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4807 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4808 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4809 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4810 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4811 | }, |
| 4812 | "cond_if_binary": { |
| 4813 | "op": Op.COND_IF, |
| 4814 | "operands": (2, 0), |
| 4815 | "build_fcn": ( |
| 4816 | build_cond_if_binary, |
| 4817 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4818 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4819 | TosaArgGen.agCondIf, |
| 4820 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4821 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4822 | "error_if_validators": ( |
| 4823 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4824 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4825 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4826 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4827 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4828 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4829 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4830 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4831 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4832 | "while_loop": { |
| 4833 | "op": Op.WHILE_LOOP, |
| 4834 | "operands": (0, 1), |
| 4835 | "build_fcn": ( |
| 4836 | build_while_loop, |
| 4837 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4838 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4839 | TosaArgGen.agWhileLoop, |
| 4840 | ), |
| 4841 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4842 | "error_if_validators": ( |
| 4843 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4844 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4845 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4846 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4847 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4848 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4849 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4850 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4851 | "fft2d": { |
| 4852 | "op": Op.FFT2D, |
| 4853 | "operands": (2, 0), |
| 4854 | "rank": (3, 3), |
| 4855 | "build_fcn": ( |
| 4856 | build_fft2d, |
| 4857 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4858 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4859 | TosaArgGen.agFFT2d, |
| 4860 | ), |
| 4861 | "types": [DType.FP32], |
| 4862 | "error_if_validators": ( |
| 4863 | TosaErrorValidator.evWrongInputType, |
| 4864 | TosaErrorValidator.evWrongOutputType, |
| 4865 | TosaErrorValidator.evWrongInputList, |
| 4866 | TosaErrorValidator.evWrongOutputList, |
| 4867 | TosaErrorValidator.evWrongRank, |
| 4868 | TosaErrorValidator.evBatchMismatch, |
| 4869 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4870 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4871 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4872 | ), |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4873 | "data_gen": { |
| 4874 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4875 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4876 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4877 | "rfft2d": { |
| 4878 | "op": Op.RFFT2D, |
| 4879 | "operands": (1, 0), |
| 4880 | "rank": (3, 3), |
| 4881 | "build_fcn": ( |
| 4882 | build_rfft2d, |
| 4883 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4884 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4885 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4886 | ), |
| 4887 | "types": [DType.FP32], |
| 4888 | "error_if_validators": ( |
| 4889 | TosaErrorValidator.evWrongInputType, |
| 4890 | TosaErrorValidator.evWrongOutputType, |
| 4891 | TosaErrorValidator.evWrongInputList, |
| 4892 | TosaErrorValidator.evWrongOutputList, |
| 4893 | TosaErrorValidator.evWrongRank, |
| 4894 | TosaErrorValidator.evBatchMismatch, |
| 4895 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4896 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4897 | ), |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4898 | "data_gen": { |
| 4899 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4900 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4901 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4902 | # Shape |
| 4903 | "add_shape": { |
| 4904 | "op": Op.ADD_SHAPE, |
| 4905 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4906 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4907 | "build_fcn": ( |
| 4908 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4909 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4910 | TosaTensorValuesGen.tvgAddSub, |
| 4911 | TosaArgGen.agNone, |
| 4912 | ), |
| 4913 | "types": [DType.SHAPE], |
| 4914 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4915 | }, |
| 4916 | "sub_shape": { |
| 4917 | "op": Op.SUB_SHAPE, |
| 4918 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4919 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4920 | "build_fcn": ( |
| 4921 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4922 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4923 | TosaTensorValuesGen.tvgAddSub, |
| 4924 | TosaArgGen.agNone, |
| 4925 | ), |
| 4926 | "types": [DType.SHAPE], |
| 4927 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4928 | }, |
| 4929 | "mul_shape": { |
| 4930 | "op": Op.MUL_SHAPE, |
| 4931 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4932 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4933 | "build_fcn": ( |
| 4934 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4935 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4936 | TosaTensorValuesGen.tvgMul, |
| 4937 | TosaArgGen.agNone, |
| 4938 | ), |
| 4939 | "types": [DType.SHAPE], |
| 4940 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4941 | }, |
| 4942 | "div_shape": { |
| 4943 | "op": Op.DIV_SHAPE, |
| 4944 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4945 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4946 | "build_fcn": ( |
| 4947 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4948 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4949 | TosaTensorValuesGen.tvgIntDiv, |
| 4950 | TosaArgGen.agNone, |
| 4951 | ), |
| 4952 | "types": [DType.SHAPE], |
| 4953 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4954 | }, |
| 4955 | "concat_shape": { |
| 4956 | "op": Op.CONCAT_SHAPE, |
| 4957 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4958 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4959 | "build_fcn": ( |
| 4960 | build_concat, |
| 4961 | TosaTensorGen.tgConcat, |
| 4962 | TosaTensorValuesGen.tvgConcat, |
| 4963 | TosaArgGen.agNone, |
| 4964 | ), |
| 4965 | "types": [DType.SHAPE], |
| 4966 | "error_if_validators": (), |
| 4967 | }, |
| 4968 | "const_shape": { |
| 4969 | "op": Op.CONST_SHAPE, |
| 4970 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4971 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4972 | "build_fcn": ( |
| 4973 | build_const, |
| 4974 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4975 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4976 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4977 | ), |
| 4978 | "types": [DType.SHAPE], |
| 4979 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4980 | } |
| 4981 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4982 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4983 | class OutputShaper: |
| 4984 | # Methods in this class compute the expected output shape and datatype |
| 4985 | # for common classes of operations |
| 4986 | def __init__(self): |
| 4987 | pass |
| 4988 | |
| 4989 | # These methods return arguments that can be used for |
| 4990 | # creating a new output tensor |
| 4991 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4992 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4993 | if error_name != ErrorIf.RankMismatch: |
| 4994 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4995 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4996 | |
| 4997 | shape = [] |
| 4998 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4999 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5000 | shape.append(b.shape[i]) |
| 5001 | else: |
| 5002 | shape.append(a.shape[i]) |
| 5003 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5004 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5005 | if error_name == ErrorIf.DimensionMismatch: |
| 5006 | shape[fuzz_idx] += 1 |
| 5007 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5008 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5009 | all_dtypes = [ |
| 5010 | DType.INT8, |
| 5011 | DType.INT16, |
| 5012 | DType.INT32, |
| 5013 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5014 | DType.FP16, |
| 5015 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5016 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5017 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5018 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5019 | outputDType = rng.choice(wrong_dtypes) |
| 5020 | else: |
| 5021 | outputDType = a.dtype |
| 5022 | |
| 5023 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5024 | |
| 5025 | @staticmethod |
| 5026 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5027 | assert len(a.shape) == len(b.shape) |
| 5028 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5029 | |
| 5030 | shape = [] |
| 5031 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5032 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5033 | shape.append(a.shape[i]) |
| 5034 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5035 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5036 | |
| 5037 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5038 | def unaryOp(ser, rng, a, error_name=None): |
| 5039 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5040 | all_dtypes = [ |
| 5041 | DType.INT8, |
| 5042 | DType.INT16, |
| 5043 | DType.INT32, |
| 5044 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5045 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5046 | DType.FP16, |
| 5047 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5048 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5049 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5050 | outputDType = rng.choice(wrong_dtypes) |
| 5051 | else: |
| 5052 | outputDType = a.dtype |
| 5053 | |
| 5054 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5055 | |
| 5056 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5057 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5058 | if error_name != ErrorIf.RankMismatch: |
| 5059 | 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] | 5060 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5061 | |
| 5062 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5063 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5064 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5065 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 5066 | else: |
| 5067 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5068 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5069 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5070 | if error_name == ErrorIf.DimensionMismatch: |
| 5071 | shape[fuzz_idx] += 1 |
| 5072 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5073 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5074 | all_dtypes = [ |
| 5075 | DType.INT8, |
| 5076 | DType.INT16, |
| 5077 | DType.INT32, |
| 5078 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5079 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5080 | DType.FP16, |
| 5081 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5082 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5083 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5084 | outputDType = rng.choice(wrong_dtypes) |
| 5085 | else: |
| 5086 | outputDType = a.dtype |
| 5087 | |
| 5088 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5089 | |
| 5090 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5091 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5092 | if error_name != ErrorIf.RankMismatch: |
| 5093 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5094 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5095 | |
| 5096 | # Do broadcast |
| 5097 | shape = [] |
| 5098 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5099 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5100 | shape.append(b.shape[i]) |
| 5101 | else: |
| 5102 | shape.append(a.shape[i]) |
| 5103 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5104 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5105 | if error_name == ErrorIf.DimensionMismatch: |
| 5106 | shape[fuzz_idx] += 1 |
| 5107 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5108 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5109 | wrong_dtypes = [ |
| 5110 | DType.INT8, |
| 5111 | DType.INT16, |
| 5112 | DType.INT32, |
| 5113 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5114 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5115 | DType.FP16, |
| 5116 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5117 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5118 | outputDType = rng.choice(wrong_dtypes) |
| 5119 | else: |
| 5120 | outputDType = DType.BOOL |
| 5121 | |
| 5122 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5123 | |
| 5124 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5125 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5126 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5127 | if error_name not in [ |
| 5128 | ErrorIf.AxisSmallerZero, |
| 5129 | ErrorIf.AxisLargerRank, |
| 5130 | ErrorIf.ShapeOfAxisNotOne, |
| 5131 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5132 | shape[axis] = 1 |
| 5133 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5134 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5135 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5136 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5137 | all_dtypes = [ |
| 5138 | DType.INT8, |
| 5139 | DType.INT16, |
| 5140 | DType.INT32, |
| 5141 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5142 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5143 | DType.FP16, |
| 5144 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5145 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5146 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5147 | outputDType = rng.choice(wrong_dtypes) |
| 5148 | else: |
| 5149 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5150 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5151 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5152 | |
| 5153 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5154 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5155 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5156 | |
| 5157 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5158 | del shape[axis] |
| 5159 | |
| 5160 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5161 | remove = rng.choice([True, False]) |
| 5162 | if remove and len(shape) > 1: |
| 5163 | del shape[0] |
| 5164 | else: |
| 5165 | shape.append(1) |
| 5166 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5167 | for i in range(len(shape)): |
| 5168 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5169 | |
| 5170 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5171 | all_dtypes = [ |
| 5172 | DType.INT8, |
| 5173 | DType.INT16, |
| 5174 | DType.INT32, |
| 5175 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5176 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5177 | DType.FP16, |
| 5178 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5179 | DType.FP8E4M3, |
| 5180 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5181 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5182 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5183 | outputDType = rng.choice(wrong_dtypes) |
| 5184 | else: |
| 5185 | outputDType = DType.INT32 |
| 5186 | |
| 5187 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5188 | |
| 5189 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5190 | def conv2dOp( |
| 5191 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5192 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5193 | |
| 5194 | # IFM: NHWC |
| 5195 | # Filter: OHWI |
| 5196 | # OFM: NHWC |
| 5197 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5198 | h = ( |
| 5199 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5200 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5201 | + padding[0] |
| 5202 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5203 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5204 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5205 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5206 | w = ( |
| 5207 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5208 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5209 | + padding[2] |
| 5210 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5211 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5212 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5213 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5214 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5215 | choices = [1, 2, 3] |
| 5216 | change = rng.choice(choices) |
| 5217 | # increment in multiples of stride to not hit non-integer error case |
| 5218 | if change in [1, 3]: |
| 5219 | h = h + (rng.choice(choices) * strides[0]) |
| 5220 | if change in [2, 3]: |
| 5221 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5222 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5223 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5224 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5225 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5226 | # Pick some potentially correct output dtype if input type is incorrect |
| 5227 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5228 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5229 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5230 | |
| 5231 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5232 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5233 | excludes = [DType.FP16, DType.FP32] |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5234 | if ifm.dtype in [DType.FP8E4M3, DType.FP8E5M2]: |
| 5235 | excludes = [DType.FP16] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5236 | else: |
| 5237 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5238 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5239 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5240 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5241 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5242 | |
| 5243 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5244 | def conv3dOp( |
| 5245 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5246 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5247 | |
| 5248 | # IFM: NDHWC |
| 5249 | # Filter: ODHWI |
| 5250 | # OFM: NDHWC |
| 5251 | |
| 5252 | d = ( |
| 5253 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5254 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5255 | + padding[0] |
| 5256 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5257 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5258 | ) // strides[0] + 1 |
| 5259 | |
| 5260 | h = ( |
| 5261 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5262 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5263 | + padding[2] |
| 5264 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5265 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5266 | ) // strides[1] + 1 |
| 5267 | |
| 5268 | w = ( |
| 5269 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5270 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5271 | + padding[4] |
| 5272 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5273 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5274 | ) // strides[2] + 1 |
| 5275 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5276 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5277 | choices = [1, 2, 3, 4] |
| 5278 | change = rng.choice(choices) |
| 5279 | # increment in multiples of stride to not hit non-integer error case |
| 5280 | if change in [1, 4]: |
| 5281 | d = d + (rng.choice(choices) * strides[0]) |
| 5282 | if change in [2, 4]: |
| 5283 | h = h + (rng.choice(choices) * strides[1]) |
| 5284 | if change in [3, 4]: |
| 5285 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5286 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5287 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5288 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5289 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5290 | # Pick some potentially correct output dtype if input type is incorrect |
| 5291 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5292 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5293 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5294 | |
| 5295 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5296 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5297 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5298 | else: |
| 5299 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5300 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5301 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5302 | |
| 5303 | return ser.addOutput(ofm_shape, out_dtype) |
| 5304 | |
| 5305 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5306 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5307 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5308 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5309 | # IFM: NHWC |
| 5310 | # Filter: HWCM |
| 5311 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5312 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5313 | h = ( |
| 5314 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5315 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5316 | + padding[0] |
| 5317 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5318 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5319 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5320 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5321 | w = ( |
| 5322 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5323 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5324 | + padding[2] |
| 5325 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5326 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5327 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5328 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5329 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5330 | choices = [1, 2, 3] |
| 5331 | change = rng.choice(choices) |
| 5332 | # increment in multiples of stride to not hit non-integer error case |
| 5333 | if change in [1, 3]: |
| 5334 | h = h + (rng.choice(choices) * strides[0]) |
| 5335 | if change in [2, 3]: |
| 5336 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5337 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5338 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5339 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5340 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5341 | # Pick some potentially correct output dtype if input type is incorrect |
| 5342 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5343 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5344 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5345 | |
| 5346 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5347 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5348 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5349 | else: |
| 5350 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5351 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5352 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5353 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5354 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5355 | |
| 5356 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5357 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5358 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5359 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5360 | # 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] | 5361 | h = 1 |
| 5362 | w = 1 |
| 5363 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5364 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5365 | 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] | 5366 | |
| 5367 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5368 | choices = [1, 2, 3] |
| 5369 | change = rng.choice(choices) |
| 5370 | # increment in multiples of stride to not hit non-integer error case |
| 5371 | if change in [1, 3]: |
| 5372 | h = h + (rng.choice(choices) * stride[0]) |
| 5373 | if change in [2, 3]: |
| 5374 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5375 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5376 | |
| 5377 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5378 | all_dtypes = [ |
| 5379 | DType.INT8, |
| 5380 | DType.INT16, |
| 5381 | DType.INT32, |
| 5382 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5383 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5384 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5385 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5386 | DType.FP8E4M3, |
| 5387 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5388 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5389 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5390 | outputDType = rng.choice(wrong_dtypes) |
| 5391 | else: |
| 5392 | outputDType = ifm.dtype |
| 5393 | |
| 5394 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5395 | |
| 5396 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5397 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5398 | # input: N, IC |
| 5399 | # filter: OC, IC |
| 5400 | # output: N, OC |
| 5401 | |
| 5402 | output_shape = [input.shape[0], filter.shape[0]] |
| 5403 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5404 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5405 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5406 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5407 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5408 | |
| 5409 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5410 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5411 | # a: N, H, C |
| 5412 | # b: N, C, W |
| 5413 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5414 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5415 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5416 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5417 | if error_name == ErrorIf.WrongOutputType: |
| 5418 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5419 | incorrect_types = ( |
| 5420 | DType.INT4, |
| 5421 | DType.INT8, |
| 5422 | DType.INT16, |
| 5423 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5424 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5425 | DType.FP16, |
| 5426 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5427 | DType.FP8E4M3, |
| 5428 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5429 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5430 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5431 | incorrect_types = ( |
| 5432 | DType.INT4, |
| 5433 | DType.INT8, |
| 5434 | DType.INT16, |
| 5435 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5436 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5437 | DType.FP16, |
| 5438 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5439 | DType.FP8E4M3, |
| 5440 | DType.FP8E5M2, |
| 5441 | ) |
| 5442 | elif a.dtype == DType.FP8E4M3 or a.dtype == DType.FP8E5M2: |
| 5443 | incorrect_types = ( |
| 5444 | DType.INT4, |
| 5445 | DType.INT8, |
| 5446 | DType.INT16, |
| 5447 | DType.INT32, |
| 5448 | DType.INT48, |
| 5449 | DType.FP32, |
| 5450 | DType.BF16, |
| 5451 | DType.FP8E4M3, |
| 5452 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5453 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5454 | elif ( |
| 5455 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5456 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5457 | incorrect_types = ( |
| 5458 | DType.INT4, |
| 5459 | DType.INT8, |
| 5460 | DType.INT16, |
| 5461 | DType.INT32, |
| 5462 | DType.INT48, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5463 | DType.FP8E4M3, |
| 5464 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5465 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5466 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5467 | elif error_name == ErrorIf.WrongInputType: |
| 5468 | # Pick some potentially correct output dtype if input type is incorrect |
| 5469 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5470 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5471 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5472 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5473 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5474 | |
| 5475 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5476 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5477 | input1 = inputs[0] |
| 5478 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5479 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5480 | # 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] | 5481 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5482 | if not ( |
| 5483 | # unable to concat tensors of different ranks |
| 5484 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5485 | # unable to concat tensors along an invalid axis |
| 5486 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5487 | ): |
| 5488 | for tensor in remaining_inputs: |
| 5489 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5490 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5491 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5492 | output_shape[axis] += rng.integers(5, 10) |
| 5493 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5494 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5495 | all_dtypes = { |
| 5496 | DType.INT8, |
| 5497 | DType.INT16, |
| 5498 | DType.INT32, |
| 5499 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5500 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5501 | DType.FP16, |
| 5502 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5503 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5504 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5505 | outputDType = rng.choice(wrong_dtypes) |
| 5506 | else: |
| 5507 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5508 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5509 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5510 | |
| 5511 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5512 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5513 | |
| 5514 | output_shape = a.shape.copy() |
| 5515 | |
| 5516 | for i in range(len(output_shape)): |
| 5517 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5518 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5519 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5520 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5521 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5522 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5523 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5524 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5525 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5526 | all_dtypes = [ |
| 5527 | DType.INT8, |
| 5528 | DType.INT16, |
| 5529 | DType.INT32, |
| 5530 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5531 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5532 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5533 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5534 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5535 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5536 | outputDType = rng.choice(wrong_dtypes) |
| 5537 | else: |
| 5538 | outputDType = a.dtype |
| 5539 | |
| 5540 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5541 | |
| 5542 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5543 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5544 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5545 | |
| 5546 | if error_name == ErrorIf.WrongOutputType: |
| 5547 | all_dtypes = [ |
| 5548 | DType.INT8, |
| 5549 | DType.INT16, |
| 5550 | DType.INT32, |
| 5551 | DType.INT48, |
| 5552 | DType.FP32, |
| 5553 | DType.FP16, |
| 5554 | DType.BF16, |
| 5555 | ] |
| 5556 | wrong_dtypes = list(set(all_dtypes)) |
| 5557 | outputDType = rng.choice(wrong_dtypes) |
| 5558 | else: |
| 5559 | outputDType = DType.SHAPE |
| 5560 | |
| 5561 | return ser.addOutput(output_shape, outputDType) |
| 5562 | |
| 5563 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5564 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5565 | output_shape = shape.copy() |
| 5566 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5567 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5568 | for i in range(len(output_shape)): |
| 5569 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5570 | |
| 5571 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5572 | all_dtypes = [ |
| 5573 | DType.INT8, |
| 5574 | DType.INT16, |
| 5575 | DType.INT32, |
| 5576 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5577 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5578 | DType.FP16, |
| 5579 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5580 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5581 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5582 | outputDType = rng.choice(wrong_dtypes) |
| 5583 | else: |
| 5584 | outputDType = a.dtype |
| 5585 | |
| 5586 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5587 | |
| 5588 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5589 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5590 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5591 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5592 | all_dtypes = [ |
| 5593 | DType.INT8, |
| 5594 | DType.INT16, |
| 5595 | DType.INT32, |
| 5596 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5597 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5598 | DType.FP16, |
| 5599 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5600 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5601 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5602 | outputDType = rng.choice(wrong_dtypes) |
| 5603 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5604 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5605 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5606 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5607 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5608 | for index in range(len(output_shape)): |
| 5609 | if output_shape[index] <= 2: |
| 5610 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5611 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5612 | output_shape[index] = output_shape[index] + rng.choice( |
| 5613 | [-2, -1, 1, 2] |
| 5614 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5615 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5616 | output_shape = input.shape.copy() |
| 5617 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5618 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5619 | |
| 5620 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5621 | |
| 5622 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5623 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5624 | |
| 5625 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5626 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5627 | |
| 5628 | for i in range(len(output_shape)): |
| 5629 | output_shape[i] = a.shape[i] * multiples[i] |
| 5630 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5631 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5632 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5633 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5634 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5635 | all_dtypes = [ |
| 5636 | DType.INT8, |
| 5637 | DType.INT16, |
| 5638 | DType.INT32, |
| 5639 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5640 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5641 | DType.FP16, |
| 5642 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5643 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5644 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5645 | outputDType = rng.choice(wrong_dtypes) |
| 5646 | else: |
| 5647 | outputDType = a.dtype |
| 5648 | |
| 5649 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5650 | |
| 5651 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5652 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5653 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5654 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5655 | assert len(perms) == len(output_shape) |
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 not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5658 | for i in range(len(output_shape)): |
| 5659 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5660 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5661 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5662 | for i in range(len(output_shape)): |
| 5663 | output_shape[i] += rng.integers(1, 10) |
| 5664 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5665 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5666 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5667 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5668 | all_dtypes = [ |
| 5669 | DType.INT8, |
| 5670 | DType.INT16, |
| 5671 | DType.INT32, |
| 5672 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5673 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5674 | DType.FP16, |
| 5675 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5676 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5677 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5678 | outputDType = rng.choice(wrong_dtypes) |
| 5679 | else: |
| 5680 | outputDType = a.dtype |
| 5681 | |
| 5682 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5683 | |
| 5684 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5685 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5686 | if error_name != ErrorIf.WrongRank: |
| 5687 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5688 | assert len(indices.shape) == 2 |
| 5689 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5690 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5691 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5692 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5693 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5694 | all_dtypes = [ |
| 5695 | DType.INT8, |
| 5696 | DType.INT16, |
| 5697 | DType.INT32, |
| 5698 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5699 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5700 | DType.FP16, |
| 5701 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5702 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5703 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5704 | outputDType = rng.choice(wrong_dtypes) |
| 5705 | else: |
| 5706 | outputDType = values.dtype |
| 5707 | |
| 5708 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5709 | |
| 5710 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5711 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5712 | if error_name != ErrorIf.WrongRank: |
| 5713 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5714 | assert len(indices.shape) == 2 |
| 5715 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5716 | assert values_in.shape[0] == indices.shape[0] # N |
| 5717 | assert input.shape[1] == indices.shape[1] # W |
| 5718 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5719 | |
| 5720 | output_shape = values_in.shape |
| 5721 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5722 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5723 | all_dtypes = [ |
| 5724 | DType.INT8, |
| 5725 | DType.INT16, |
| 5726 | DType.INT32, |
| 5727 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5728 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5729 | DType.FP16, |
| 5730 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5731 | DType.FP8E4M3, |
| 5732 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5733 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5734 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5735 | outputDType = rng.choice(wrong_dtypes) |
| 5736 | else: |
| 5737 | outputDType = values_in.dtype |
| 5738 | |
| 5739 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5740 | |
| 5741 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5742 | def tableOp(ser, rng, input, error_name=None): |
| 5743 | # Same shape as the input, dtype dependent on input dtype |
| 5744 | if error_name != ErrorIf.WrongInputType: |
| 5745 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5746 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5747 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5748 | wrong_dtypes = [ |
| 5749 | DType.INT8, |
| 5750 | DType.INT16, |
| 5751 | DType.INT32, |
| 5752 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5753 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5754 | DType.FP16, |
| 5755 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5756 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5757 | wrong_dtypes.remove(output_dtype) |
| 5758 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5759 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5760 | |
| 5761 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5762 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5763 | serializer, |
| 5764 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5765 | input, |
| 5766 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5767 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5768 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5769 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5770 | input_dtype, |
| 5771 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5772 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5773 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5774 | # Calculate OH, OW |
| 5775 | scale_y_n = scale[0] |
| 5776 | scale_y_d = scale[1] |
| 5777 | scale_x_n = scale[2] |
| 5778 | scale_x_d = scale[3] |
| 5779 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5780 | scale_y_n = max(scale_y_n, 1) |
| 5781 | scale_y_d = max(scale_y_d, 1) |
| 5782 | scale_x_n = max(scale_x_n, 1) |
| 5783 | scale_x_d = max(scale_x_d, 1) |
| 5784 | |
| 5785 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5786 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5787 | |
| 5788 | if error_name is not None: |
| 5789 | # Make sure the output tensor is valid, which can occur when |
| 5790 | # scale, offset or border have been changed for ERROR_IFs |
| 5791 | oh = max(oh, 1) |
| 5792 | ow = max(ow, 1) |
| 5793 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5794 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5795 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5796 | |
| 5797 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5798 | choices = [1, 2, 3] |
| 5799 | change = rng.choice(choices) |
| 5800 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5801 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5802 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5803 | oh -= scale_y_d |
| 5804 | assert oh > 0 # Should have been caught in agResize |
| 5805 | else: |
| 5806 | oh += scale_y_d |
| 5807 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5808 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5809 | ow -= scale_x_d |
| 5810 | assert ow > 0 # Should have been caught in agResize |
| 5811 | else: |
| 5812 | ow += scale_x_d |
| 5813 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5814 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5815 | output_dims = [ |
| 5816 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5817 | oh, |
| 5818 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5819 | input.shape[0], |
| 5820 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5821 | elif error_name == ErrorIf.BatchMismatch: |
| 5822 | output_dims = [ |
| 5823 | input.shape[0] + rng.integers(1, 10), |
| 5824 | oh, |
| 5825 | ow, |
| 5826 | input.shape[3], |
| 5827 | ] |
| 5828 | elif error_name == ErrorIf.ChannelMismatch: |
| 5829 | output_dims = [ |
| 5830 | input.shape[0], |
| 5831 | oh, |
| 5832 | ow, |
| 5833 | input.shape[3] + rng.integers(1, 10), |
| 5834 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5835 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5836 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5837 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5838 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5839 | |
| 5840 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5841 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5842 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5843 | |
| 5844 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5845 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5846 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5847 | choices = [1, 2, 3] |
| 5848 | change = rng.choice(choices) |
| 5849 | if change in [1, 3]: |
| 5850 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5851 | if change in [2, 3]: |
| 5852 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5853 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5854 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5855 | # Pick some potentially correct output dtype if input type is incorrect |
| 5856 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5857 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5858 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5859 | |
| 5860 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5861 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5862 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5863 | else: |
| 5864 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5865 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5866 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5867 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5868 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5869 | |
| 5870 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5871 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5872 | outputs = [] |
| 5873 | |
| 5874 | assert ifm1.dtype == ifm2.dtype |
| 5875 | input_dtype = ifm1.dtype |
| 5876 | |
| 5877 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5878 | assert ifm1.shape == ifm2.shape |
| 5879 | |
| 5880 | input_shape = ifm1.shape |
| 5881 | if error_name != ErrorIf.WrongRank: |
| 5882 | assert len(input_shape) == 3 |
| 5883 | |
| 5884 | output_shape = input_shape.copy() |
| 5885 | output_dtype = input_dtype |
| 5886 | |
| 5887 | if error_name == ErrorIf.WrongOutputType: |
| 5888 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5889 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5890 | output_dtype = rng.choice(wrong_dtypes) |
| 5891 | elif error_name == ErrorIf.BatchMismatch: |
| 5892 | output_shape[0] += rng.integers(1, 10) |
| 5893 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5894 | modify_dim = rng.choice([1, 2]) |
| 5895 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5896 | |
| 5897 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5898 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5899 | return outputs |
| 5900 | |
| 5901 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5902 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5903 | outputs = [] |
| 5904 | |
| 5905 | input_shape = value.shape |
| 5906 | if error_name != ErrorIf.WrongRank: |
| 5907 | assert len(input_shape) == 3 |
| 5908 | |
| 5909 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5910 | |
| 5911 | output_dtype = value.dtype |
| 5912 | if error_name == ErrorIf.WrongOutputType: |
| 5913 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5914 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5915 | output_dtype = rng.choice(wrong_dtypes) |
| 5916 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5917 | output_shape[0] += rng.integers(1, 10) |
| 5918 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5919 | modify_dim = rng.choice([1, 2]) |
| 5920 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5921 | |
| 5922 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5923 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5924 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5925 | |
| 5926 | @staticmethod |
| 5927 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 5928 | if error_name != ErrorIf.RankMismatch: |
| 5929 | assert len(a.shape) == len(b.shape) |
| 5930 | assert a.dtype == b.dtype |
| 5931 | |
| 5932 | shape = [] |
| 5933 | for i in range(len(a.shape)): |
| 5934 | shape.append(a.shape[i]) |
| 5935 | |
| 5936 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5937 | if error_name == ErrorIf.DimensionMismatch: |
| 5938 | shape[fuzz_idx] += 1 |
| 5939 | |
| 5940 | if error_name == ErrorIf.WrongOutputType: |
| 5941 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 5942 | outputDType = rng.choice(wrong_dtypes) |
| 5943 | else: |
| 5944 | outputDType = DType.SHAPE |
| 5945 | return ser.addOutput(shape, outputDType) |