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 | } |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 395 | elif op["op"] in (Op.SIN, Op.COS): |
| 396 | mode = gtu.ComplianceMode.ABS_ERROR |
| 397 | if "compliance" in op and "abs_error_normal_divisor" in op["compliance"]: |
| 398 | compliance_tens["abs_error_info"] = { |
| 399 | "normal_divisor": op["compliance"]["abs_error_normal_divisor"] |
| 400 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 401 | else: |
| 402 | mode = gtu.ComplianceMode.EXACT |
| 403 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 404 | |
| 405 | return compliance_tens |
| 406 | |
| 407 | # Build Op functions |
| 408 | # Create the output tensor (calling OutputShaper as needed) |
| 409 | # Do final tweaks to attributes (if necessary for errorIf) |
| 410 | # Add Op into graph |
| 411 | # Return resulting tensor information or BuildInfo |
| 412 | |
| 413 | class BuildInfo: |
| 414 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 415 | |
| 416 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 417 | if isinstance(resultTensor, list): |
| 418 | assert complianceDict is None or isinstance(complianceDict, list) |
| 419 | self.resultTensorList = resultTensor |
| 420 | self.complianceDictList = complianceDict |
| 421 | else: |
| 422 | self.resultTensorList = [resultTensor] |
| 423 | if complianceDict is None: |
| 424 | self.complianceDictList = None |
| 425 | else: |
| 426 | self.complianceDictList = [complianceDict] |
| 427 | |
| 428 | def getComplianceInfo(self): |
| 429 | if self.complianceDictList is None: |
| 430 | return None |
| 431 | else: |
| 432 | tens_dict = {} |
| 433 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 434 | if comp is not None: |
| 435 | tens_dict[tens.name] = comp |
| 436 | |
| 437 | if tens_dict: |
| 438 | # Have some compliance data, so return the info |
| 439 | compliance = { |
| 440 | "version": "0.1", |
| 441 | "tensors": tens_dict, |
| 442 | } |
| 443 | else: |
| 444 | compliance = None |
| 445 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 446 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 447 | def build_unary( |
| 448 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 449 | ): |
| 450 | assert len(inputs) == 1 |
| 451 | a = inputs[0] |
| 452 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 453 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 454 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 455 | |
| 456 | # Ensure new output type has correct qinfo |
| 457 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 458 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 459 | qinfo = [ |
| 460 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 461 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 462 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 463 | |
| 464 | # Invalidate Input/Output list for error if checks. |
| 465 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 466 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 467 | pCount, cCount = op["operands"] |
| 468 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 469 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 470 | self, error_name, input_list, output_list |
| 471 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 472 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 473 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 474 | self.ser, |
| 475 | validator_fcns, |
| 476 | error_name, |
| 477 | op=op, |
| 478 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 479 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 480 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 481 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 482 | input_list=input_list, |
| 483 | output_list=output_list, |
| 484 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 485 | ): |
| 486 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 487 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 488 | attr = None |
| 489 | if op["op"] == Op.NEGATE: |
| 490 | attr = ts.TosaSerializerAttribute() |
| 491 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 492 | |
| 493 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 494 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 495 | compliance = self.tensorComplianceMetaData( |
| 496 | op, a.dtype, args_dict, result_tensor, error_name |
| 497 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 498 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 499 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 500 | def build_binary_broadcast( |
| 501 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 502 | ): |
| 503 | assert len(inputs) == 2 |
| 504 | a, b = inputs |
| 505 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 506 | self.ser, self.rng, a, b, error_name |
| 507 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 508 | |
| 509 | # Invalidate Input/Output list for error if checks. |
| 510 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 511 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 512 | pCount, cCount = op["operands"] |
| 513 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 514 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 515 | self, error_name, input_list, output_list |
| 516 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 517 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 518 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 519 | self.ser, |
| 520 | validator_fcns, |
| 521 | error_name, |
| 522 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 523 | input1=a, |
| 524 | input2=b, |
| 525 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 526 | output_dtype=result_tensor.dtype, |
| 527 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 528 | input_list=input_list, |
| 529 | output_list=output_list, |
| 530 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 531 | ): |
| 532 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 533 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 534 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 535 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 536 | compliance = self.tensorComplianceMetaData( |
| 537 | op, a.dtype, args_dict, result_tensor, error_name |
| 538 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 539 | |
| 540 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 541 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 542 | 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] | 543 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 544 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 545 | return result_tens |
| 546 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 547 | def build_arithmetic_right_shift( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 548 | 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] | 549 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 550 | assert len(inputs) == 2 |
| 551 | a, b = inputs |
| 552 | round = args_dict["round"] |
| 553 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 554 | self.ser, self.rng, a, b, error_name |
| 555 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 556 | |
| 557 | # Invalidate Input/Output list for error if checks. |
| 558 | input_list = [a.name, b.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 559 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 560 | pCount, cCount = op["operands"] |
| 561 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 562 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 563 | self, error_name, input_list, output_list |
| 564 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 565 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 566 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 567 | self.ser, |
| 568 | validator_fcns, |
| 569 | error_name, |
| 570 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 571 | input1=a, |
| 572 | input2=b, |
| 573 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 574 | output_dtype=result_tensor.dtype, |
| 575 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 576 | input_list=input_list, |
| 577 | output_list=output_list, |
| 578 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 579 | ): |
| 580 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 581 | |
| 582 | attr = ts.TosaSerializerAttribute() |
| 583 | attr.ArithmeticRightShiftAttribute(round) |
| 584 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 585 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 586 | |
| 587 | compliance = self.tensorComplianceMetaData( |
| 588 | op, a.dtype, args_dict, result_tensor, error_name |
| 589 | ) |
| 590 | |
| 591 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 592 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 593 | def build_mul( |
| 594 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 595 | ): |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 596 | # Note that mul is binary operator but it has a shift value tensor |
| 597 | assert len(inputs) == 3 |
| 598 | a, b, s = inputs |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 599 | |
| 600 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 601 | self.ser, self.rng, a, b, error_name |
| 602 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 603 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 604 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 605 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 606 | result_tensor.setDtype(DType.INT32) |
| 607 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 608 | if error_name == ErrorIf.WrongOutputType: |
| 609 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 610 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 611 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 612 | |
| 613 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 614 | input_list = [a.name, b.name, s.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 615 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 616 | pCount, cCount = op["operands"] |
| 617 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 618 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 619 | self, error_name, input_list, output_list |
| 620 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 621 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 622 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 623 | self.ser, |
| 624 | validator_fcns, |
| 625 | error_name, |
| 626 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 627 | input1=a, |
| 628 | input2=b, |
| 629 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 630 | output_dtype=result_tensor.dtype, |
| 631 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 632 | input_list=input_list, |
| 633 | output_list=output_list, |
| 634 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 635 | ): |
| 636 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 637 | |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 638 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 639 | |
| 640 | compliance = self.tensorComplianceMetaData( |
| 641 | op, a.dtype, args_dict, result_tensor, error_name |
| 642 | ) |
| 643 | |
| 644 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 645 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 646 | def build_table( |
| 647 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 648 | ): |
| 649 | assert len(inputs) == 1 |
| 650 | a = inputs[0] |
| 651 | table = args_dict["table"] |
| 652 | result_tensor = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 653 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 654 | attr = ts.TosaSerializerAttribute() |
| 655 | attr.TableAttribute(table) |
| 656 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 657 | # Invalidate Input/Output list for error if checks. |
| 658 | input_list = [a.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 659 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 660 | pCount, cCount = op["operands"] |
| 661 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 662 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 663 | self, error_name, input_list, output_list |
| 664 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 665 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 666 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 667 | self.ser, |
| 668 | validator_fcns, |
| 669 | error_name, |
| 670 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 671 | input_shape=a.shape, |
| 672 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 673 | output_dtype=result_tensor.dtype, |
| 674 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 675 | input_list=input_list, |
| 676 | output_list=output_list, |
| 677 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 678 | ): |
| 679 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 680 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 681 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 682 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 683 | compliance = self.tensorComplianceMetaData( |
| 684 | op, a.dtype, args_dict, result_tensor, error_name |
| 685 | ) |
| 686 | |
| 687 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 688 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 689 | def build_select( |
| 690 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 691 | ): |
| 692 | assert len(inputs) == 3 |
| 693 | cond, a, b = inputs |
| 694 | |
| 695 | result_tensor = OutputShaper.selectOp( |
| 696 | self.ser, self.rng, cond, a, b, error_name |
| 697 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 698 | |
| 699 | # Invalidate Input/Output list for error if checks. |
| 700 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 701 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 702 | pCount, cCount = op["operands"] |
| 703 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 704 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 705 | self, error_name, input_list, output_list |
| 706 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 707 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 708 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 709 | self.ser, |
| 710 | validator_fcns, |
| 711 | error_name, |
| 712 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 713 | input1=cond, |
| 714 | input2=a, |
| 715 | input3=b, |
| 716 | input_shape=a.shape, |
| 717 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 718 | output_dtype=result_tensor.dtype, |
| 719 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 720 | input_list=input_list, |
| 721 | output_list=output_list, |
| 722 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 723 | ): |
| 724 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 725 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 726 | self.ser.addOperator( |
| 727 | op["op"], |
| 728 | input_list, |
| 729 | output_list, |
| 730 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 731 | compliance = self.tensorComplianceMetaData( |
| 732 | op, a.dtype, args_dict, result_tensor, error_name |
| 733 | ) |
| 734 | |
| 735 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 736 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 737 | def build_comparison( |
| 738 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 739 | ): |
| 740 | assert len(inputs) == 2 |
| 741 | a, b = inputs |
| 742 | |
| 743 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 744 | self.ser, self.rng, a, b, error_name |
| 745 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 746 | |
| 747 | # Invalidate Input/Output list for error if checks. |
| 748 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 749 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 750 | pCount, cCount = op["operands"] |
| 751 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 752 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 753 | self, error_name, input_list, output_list |
| 754 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 755 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 756 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 757 | self.ser, |
| 758 | validator_fcns, |
| 759 | error_name, |
| 760 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 761 | input1=a, |
| 762 | input2=b, |
| 763 | input_shape=a.shape, |
| 764 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 765 | output_shape=result_tensor.shape, |
| 766 | output_dtype=result_tensor.dtype, |
| 767 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 768 | input_list=input_list, |
| 769 | output_list=output_list, |
| 770 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 771 | ): |
| 772 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 773 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 774 | self.ser.addOperator( |
| 775 | op["op"], |
| 776 | input_list, |
| 777 | output_list, |
| 778 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 779 | |
| 780 | compliance = self.tensorComplianceMetaData( |
| 781 | op, a.dtype, args_dict, result_tensor, error_name |
| 782 | ) |
| 783 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 784 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 785 | def build_argmax( |
| 786 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 787 | ): |
| 788 | assert len(inputs) == 1 |
| 789 | a = inputs[0] |
| 790 | axis = args_dict["axis"] |
| 791 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 792 | |
| 793 | # Invalidate Input/Output list for error if checks. |
| 794 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 795 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 796 | pCount, cCount = op["operands"] |
| 797 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 798 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 799 | self, error_name, input_list, output_list |
| 800 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 801 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 802 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 803 | self.ser, |
| 804 | validator_fcns, |
| 805 | error_name, |
| 806 | op=op, |
| 807 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 808 | input_shape=a.shape, |
| 809 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 810 | output_shape=result_tensor.shape, |
| 811 | output_dtype=result_tensor.dtype, |
| 812 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 813 | input_list=input_list, |
| 814 | output_list=output_list, |
| 815 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 816 | ): |
| 817 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 818 | |
| 819 | attr = ts.TosaSerializerAttribute() |
| 820 | attr.AxisAttribute(axis) |
| 821 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 822 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 823 | |
| 824 | compliance = self.tensorComplianceMetaData( |
| 825 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 826 | ) |
| 827 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 828 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 829 | def build_pool2d( |
| 830 | self, |
| 831 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 832 | inputs, |
| 833 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 834 | validator_fcns=None, |
| 835 | error_name=None, |
| 836 | qinfo=None, |
| 837 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 838 | assert len(inputs) == 1 |
| 839 | input = inputs[0] |
| 840 | # max_pool has no accum_dtype |
| 841 | accum_dtype = ( |
| 842 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 843 | ) |
| 844 | stride = args_dict["stride"] |
| 845 | pad = args_dict["pad"] |
| 846 | kernel = args_dict["kernel"] |
| 847 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 848 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 849 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 850 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 851 | |
| 852 | # Ensure new output type has correct qinfo |
| 853 | if error_name == ErrorIf.WrongInputType: |
| 854 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 855 | qinfo = [ |
| 856 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 857 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 858 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 859 | |
| 860 | # Invalidate Input/Output list for error if checks. |
| 861 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 862 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 863 | pCount, cCount = op["operands"] |
| 864 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 865 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 866 | self, error_name, input_list, output_list |
| 867 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 868 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 869 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 870 | self.ser, |
| 871 | validator_fcns, |
| 872 | error_name, |
| 873 | op=op, |
| 874 | input_shape=input.shape, |
| 875 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 876 | output_shape=result_tensor.shape, |
| 877 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 878 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 879 | kernel=kernel, |
| 880 | stride=stride, |
| 881 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 882 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 883 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 884 | input_list=input_list, |
| 885 | output_list=output_list, |
| 886 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 887 | ): |
| 888 | return None |
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 | if qinfo is None: |
| 891 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 892 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 893 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 894 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 895 | |
| 896 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 897 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 898 | compliance = self.tensorComplianceMetaData( |
| 899 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 900 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 901 | |
| 902 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 903 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 904 | def build_conv2d( |
| 905 | self, |
| 906 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 907 | inputs, |
| 908 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 909 | validator_fcns=None, |
| 910 | error_name=None, |
| 911 | qinfo=None, |
| 912 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 913 | assert len(inputs) == 3 |
| 914 | ifm, filter, bias = inputs |
| 915 | accum_dtype = args_dict["acc_type"] |
| 916 | strides = args_dict["stride"] |
| 917 | padding = args_dict["pad"] |
| 918 | dilations = args_dict["dilation"] |
| 919 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 920 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 921 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 922 | self.ser, |
| 923 | self.rng, |
| 924 | ifm, |
| 925 | filter, |
| 926 | accum_dtype, |
| 927 | strides, |
| 928 | padding, |
| 929 | dilations, |
| 930 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 931 | ) |
| 932 | |
| 933 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 934 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 935 | DType.INT8, |
| 936 | DType.UINT8, |
| 937 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 938 | qinfo = [ |
| 939 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 940 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 941 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 942 | |
| 943 | # Invalidate Input/Output list for error_if checks. |
| 944 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 945 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 946 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 947 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 948 | self, error_name, input_list, output_list |
| 949 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 950 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 951 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 952 | self.ser, |
| 953 | validator_fcns, |
| 954 | error_name, |
| 955 | op=op, |
| 956 | input_dtype=ifm.dtype, |
| 957 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 958 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 959 | qinfo=qinfo, |
| 960 | input_list=input_list, |
| 961 | num_operands=num_operands, |
| 962 | output_list=output_list, |
| 963 | pad=padding, |
| 964 | stride=strides, |
| 965 | dilation=dilations, |
| 966 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 967 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 968 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 969 | ): |
| 970 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 971 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 972 | # TODO - Test local_bound, for now set local bound attribute to False |
| 973 | local_bound = False |
| 974 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 975 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 976 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 977 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 978 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 979 | |
| 980 | compliance = self.tensorComplianceMetaData( |
| 981 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 982 | ) |
| 983 | |
| 984 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 985 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 986 | def build_conv3d( |
| 987 | self, |
| 988 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 989 | inputs, |
| 990 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 991 | validator_fcns=None, |
| 992 | error_name=None, |
| 993 | qinfo=None, |
| 994 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 995 | assert len(inputs) == 3 |
| 996 | ifm, filter, bias = inputs |
| 997 | accum_dtype = args_dict["acc_type"] |
| 998 | strides = args_dict["stride"] |
| 999 | padding = args_dict["pad"] |
| 1000 | dilations = args_dict["dilation"] |
| 1001 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1002 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1003 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1004 | self.ser, |
| 1005 | self.rng, |
| 1006 | ifm, |
| 1007 | filter, |
| 1008 | accum_dtype, |
| 1009 | strides, |
| 1010 | padding, |
| 1011 | dilations, |
| 1012 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1013 | ) |
| 1014 | |
| 1015 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1016 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1017 | DType.INT8, |
| 1018 | DType.UINT8, |
| 1019 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1020 | qinfo = [ |
| 1021 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1022 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1023 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1024 | |
| 1025 | # Invalidate Input/Output list for error_if checks. |
| 1026 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1027 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1028 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1029 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1030 | self, error_name, input_list, output_list |
| 1031 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1032 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1033 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1034 | self.ser, |
| 1035 | validator_fcns, |
| 1036 | error_name, |
| 1037 | op=op, |
| 1038 | input_dtype=ifm.dtype, |
| 1039 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1040 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1041 | qinfo=qinfo, |
| 1042 | input_list=input_list, |
| 1043 | num_operands=num_operands, |
| 1044 | output_list=output_list, |
| 1045 | pad=padding, |
| 1046 | stride=strides, |
| 1047 | dilation=dilations, |
| 1048 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1049 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1050 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1051 | ): |
| 1052 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1053 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1054 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1055 | local_bound = False |
| 1056 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1057 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1058 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1059 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1060 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1061 | |
| 1062 | compliance = self.tensorComplianceMetaData( |
| 1063 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1064 | ) |
| 1065 | |
| 1066 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1067 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1068 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1069 | self, |
| 1070 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1071 | inputs, |
| 1072 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1073 | validator_fcns=None, |
| 1074 | error_name=None, |
| 1075 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1076 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1077 | assert len(inputs) == 3 |
| 1078 | ifm, filter, bias = inputs |
| 1079 | accum_dtype = args_dict["acc_type"] |
| 1080 | strides = args_dict["stride"] |
| 1081 | out_pad = args_dict["pad"] |
| 1082 | output_shape = args_dict["out_shape"] |
| 1083 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1084 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1085 | result_tensor = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1086 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1087 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1088 | |
| 1089 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1090 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1091 | DType.INT8, |
| 1092 | DType.UINT8, |
| 1093 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1094 | qinfo = [ |
| 1095 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1096 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1097 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1098 | |
| 1099 | # Invalidate Input/Output list for error_if checks. |
| 1100 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1101 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1102 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1103 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1104 | self, error_name, input_list, output_list |
| 1105 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1106 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1107 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1108 | self.ser, |
| 1109 | validator_fcns, |
| 1110 | error_name, |
| 1111 | op=op, |
| 1112 | input_dtype=ifm.dtype, |
| 1113 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1114 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1115 | qinfo=qinfo, |
| 1116 | input_list=input_list, |
| 1117 | num_operands=num_operands, |
| 1118 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1119 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1120 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1121 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1122 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1123 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1124 | ): |
| 1125 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1126 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1127 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1128 | local_bound = False |
| 1129 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1130 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1131 | attr.TransposeConvAttribute( |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1132 | out_pad, strides, output_shape, qinfo[0], qinfo[1], local_bound |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1133 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1134 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1135 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1136 | |
| 1137 | compliance = self.tensorComplianceMetaData( |
| 1138 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1139 | ) |
| 1140 | |
| 1141 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1142 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1143 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1144 | self, |
| 1145 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1146 | inputs, |
| 1147 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1148 | validator_fcns=None, |
| 1149 | error_name=None, |
| 1150 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1151 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1152 | assert len(inputs) == 3 |
| 1153 | ifm, filter, bias = inputs |
| 1154 | accum_dtype = args_dict["acc_type"] |
| 1155 | strides = args_dict["stride"] |
| 1156 | padding = args_dict["pad"] |
| 1157 | dilations = args_dict["dilation"] |
| 1158 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1159 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1160 | self.ser, |
| 1161 | self.rng, |
| 1162 | ifm, |
| 1163 | filter, |
| 1164 | accum_dtype, |
| 1165 | strides, |
| 1166 | padding, |
| 1167 | dilations, |
| 1168 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1169 | ) |
| 1170 | |
| 1171 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1172 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1173 | DType.INT8, |
| 1174 | DType.UINT8, |
| 1175 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1176 | qinfo = [ |
| 1177 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1178 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1179 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1180 | |
| 1181 | # Invalidate Input/Output list for error_if checks. |
| 1182 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1183 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1184 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1185 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1186 | self, error_name, input_list, output_list |
| 1187 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1188 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1189 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1190 | self.ser, |
| 1191 | validator_fcns, |
| 1192 | error_name, |
| 1193 | op=op, |
| 1194 | input_dtype=ifm.dtype, |
| 1195 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1196 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1197 | qinfo=qinfo, |
| 1198 | input_list=input_list, |
| 1199 | num_operands=num_operands, |
| 1200 | output_list=output_list, |
| 1201 | pad=padding, |
| 1202 | stride=strides, |
| 1203 | dilation=dilations, |
| 1204 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1205 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1206 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1207 | ): |
| 1208 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1209 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1210 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1211 | local_bound = False |
| 1212 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1213 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1214 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1215 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1216 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1217 | |
| 1218 | compliance = self.tensorComplianceMetaData( |
| 1219 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1220 | ) |
| 1221 | |
| 1222 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1223 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1224 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1225 | self, |
| 1226 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1227 | inputs, |
| 1228 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1229 | validator_fcns=None, |
| 1230 | error_name=None, |
| 1231 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1232 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1233 | assert len(inputs) == 3 |
| 1234 | ifm, filter, bias = inputs |
| 1235 | accum_dtype = args_dict["acc_type"] |
| 1236 | |
| 1237 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1238 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1239 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1240 | |
| 1241 | # Invalidate Input/Output list for error if checks. |
| 1242 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1243 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1244 | pCount, cCount = op["operands"] |
| 1245 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1246 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1247 | self, error_name, input_list, output_list |
| 1248 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1249 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1250 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1251 | self.ser, |
| 1252 | validator_fcns, |
| 1253 | error_name, |
| 1254 | op=op, |
| 1255 | input_shape=ifm.shape, |
| 1256 | input_dtype=ifm.dtype, |
| 1257 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1258 | output_shape=result_tensor.shape, |
| 1259 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1260 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1261 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1262 | input_list=input_list, |
| 1263 | output_list=output_list, |
| 1264 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1265 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1266 | ): |
| 1267 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1268 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1269 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1270 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1271 | |
| 1272 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1273 | |
| 1274 | compliance = self.tensorComplianceMetaData( |
| 1275 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1276 | ) |
| 1277 | |
| 1278 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1279 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1280 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1281 | 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] | 1282 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1283 | assert len(inputs) == 2 |
| 1284 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1285 | accum_dtype = args_dict["acc_type"] |
| 1286 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1287 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1288 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1289 | |
| 1290 | # Invalidate Input/Output list for error if checks. |
| 1291 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1292 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1293 | pCount, cCount = op["operands"] |
| 1294 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1295 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1296 | self, error_name, input_list, output_list |
| 1297 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1298 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1299 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1300 | self.ser, |
| 1301 | validator_fcns, |
| 1302 | error_name, |
| 1303 | op=op, |
| 1304 | input_shape=a.shape, |
| 1305 | input_dtype=a.dtype, |
| 1306 | input2_shape=b.shape, |
| 1307 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1308 | output_shape=result_tensor.shape, |
| 1309 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1310 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1311 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1312 | input_list=input_list, |
| 1313 | output_list=output_list, |
| 1314 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1315 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1316 | ): |
| 1317 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1318 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1319 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1320 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1321 | |
| 1322 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1323 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1324 | compliance = self.tensorComplianceMetaData( |
| 1325 | op, a.dtype, args_dict, result_tensor, error_name |
| 1326 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1327 | |
| 1328 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1329 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1330 | def build_reduce( |
| 1331 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1332 | ): |
| 1333 | assert len(inputs) == 1 |
| 1334 | a = inputs[0] |
| 1335 | axis = args_dict["axis"] |
| 1336 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1337 | |
| 1338 | # Invalidate Input/Output list for error if checks. |
| 1339 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1340 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1341 | pCount, cCount = op["operands"] |
| 1342 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1343 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1344 | self, error_name, input_list, output_list |
| 1345 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1346 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1347 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1348 | self.ser, |
| 1349 | validator_fcns, |
| 1350 | error_name, |
| 1351 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1352 | axis=axis, |
| 1353 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1354 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1355 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1356 | output_dtype=result_tensor.dtype, |
| 1357 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1358 | input_list=input_list, |
| 1359 | output_list=output_list, |
| 1360 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1361 | ): |
| 1362 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1363 | |
| 1364 | attr = ts.TosaSerializerAttribute() |
| 1365 | attr.AxisAttribute(axis) |
| 1366 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1367 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1368 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1369 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1370 | # Number of products - needed for compliance |
| 1371 | args_dict["n"] = a.shape[axis] |
| 1372 | |
| 1373 | compliance = self.tensorComplianceMetaData( |
| 1374 | op, a.dtype, args_dict, result_tensor, error_name |
| 1375 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1376 | |
| 1377 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1378 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1379 | def build_clamp( |
| 1380 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1381 | ): |
| 1382 | assert len(inputs) == 1 |
| 1383 | a = inputs[0] |
| 1384 | |
| 1385 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1386 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1387 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1388 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1389 | if error_name == ErrorIf.MaxSmallerMin: |
| 1390 | # Make sure the numbers are different to invoke this error |
| 1391 | while v[0] == v[1]: |
| 1392 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1393 | max_val = min(v) |
| 1394 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1395 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1396 | max_val = max(v) |
| 1397 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1398 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1399 | # Invalidate Input/Output list for error if checks. |
| 1400 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1401 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1402 | pCount, cCount = op["operands"] |
| 1403 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1404 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1405 | self, error_name, input_list, output_list |
| 1406 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1407 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1408 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1409 | self.ser, |
| 1410 | validator_fcns, |
| 1411 | error_name, |
| 1412 | op=op, |
| 1413 | max_val=max_val, |
| 1414 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1415 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1416 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1417 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1418 | output_dtype=result_tensor.dtype, |
| 1419 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1420 | input_list=input_list, |
| 1421 | output_list=output_list, |
| 1422 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1423 | ): |
| 1424 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1425 | |
| 1426 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1427 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1428 | if a.dtype == DType.FP16: |
| 1429 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1430 | min_val = min_val.astype(np.float32) |
| 1431 | max_val = max_val.astype(np.float32) |
| 1432 | |
| 1433 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1434 | elif a.dtype in (DType.INT8, DType.INT16): |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1435 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1436 | else: |
| 1437 | # to avoid internal error for incorrect input types |
| 1438 | attr.ClampAttribute(self.ser.builder, 0, 0, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1439 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1440 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1441 | |
| 1442 | compliance = self.tensorComplianceMetaData( |
| 1443 | op, a.dtype, args_dict, result_tensor, error_name |
| 1444 | ) |
| 1445 | |
| 1446 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1447 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1448 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1449 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1450 | attr = ts.TosaSerializerAttribute() |
| 1451 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1452 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1453 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1454 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1455 | return result_tens |
| 1456 | |
| 1457 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1458 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1459 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1460 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1461 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1462 | return result_tens |
| 1463 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1464 | def build_activation( |
| 1465 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1466 | ): |
| 1467 | assert len(inputs) == 1 |
| 1468 | a = inputs[0] |
| 1469 | |
| 1470 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1471 | |
| 1472 | # Invalidate Input/Output list for error if checks. |
| 1473 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1474 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1475 | pCount, cCount = op["operands"] |
| 1476 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1477 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1478 | self, error_name, input_list, output_list |
| 1479 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1480 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1481 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1482 | self.ser, |
| 1483 | validator_fcns, |
| 1484 | error_name, |
| 1485 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1486 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1487 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1488 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1489 | output_dtype=result_tensor.dtype, |
| 1490 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1491 | input_list=input_list, |
| 1492 | output_list=output_list, |
| 1493 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1494 | ): |
| 1495 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1496 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1497 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1498 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1499 | compliance = self.tensorComplianceMetaData( |
| 1500 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1501 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1502 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1503 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1504 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1505 | def build_concat( |
| 1506 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1507 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1508 | if op["op"] == Op.CONCAT_SHAPE: |
| 1509 | axis = 0 |
| 1510 | else: |
| 1511 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1512 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1513 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1514 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1515 | result_tensor = OutputShaper.concatOp( |
| 1516 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1517 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1518 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1519 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1520 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1521 | input_tensor_names.append(tensor.name) |
| 1522 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1523 | # Invalidate Input/Output list for error if checks. |
| 1524 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1525 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1526 | pCount, cCount = op["operands"] |
| 1527 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1528 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1529 | self, error_name, input_list, output_list |
| 1530 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1531 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1532 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1533 | self.ser, |
| 1534 | validator_fcns, |
| 1535 | error_name, |
| 1536 | op=op, |
| 1537 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1538 | input_shape=inputs[0].shape, |
| 1539 | output_shape=result_tensor.shape, |
| 1540 | input_dtype=inputs[0].dtype, |
| 1541 | output_dtype=result_tensor.dtype, |
| 1542 | inputs=inputs, |
| 1543 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1544 | input_list=input_list, |
| 1545 | output_list=output_list, |
| 1546 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1547 | ): |
| 1548 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1549 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1550 | if op["op"] == Op.CONCAT: |
| 1551 | attr = ts.TosaSerializerAttribute() |
| 1552 | attr.AxisAttribute(axis) |
| 1553 | else: |
| 1554 | assert op["op"] == Op.CONCAT_SHAPE |
| 1555 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1556 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1557 | |
| 1558 | compliance = self.tensorComplianceMetaData( |
| 1559 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1560 | ) |
| 1561 | |
| 1562 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1563 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1564 | def build_pad( |
| 1565 | self, |
| 1566 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1567 | inputs, |
| 1568 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1569 | validator_fcns=None, |
| 1570 | error_name=None, |
| 1571 | qinfo=None, |
| 1572 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1573 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1574 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1575 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1576 | padding = args_dict["pad"] |
| 1577 | pad_const_int = args_dict["pad_const_int"] |
| 1578 | pad_const_float = args_dict["pad_const_fp"] |
| 1579 | |
| 1580 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1581 | |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1582 | # write empty padding into PadAttribute to ensure inputs[1] is used |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1583 | attr = ts.TosaSerializerAttribute() |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1584 | attr.PadAttribute(self.ser.builder, [], pad_const_int, pad_const_float) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1585 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1586 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1587 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1588 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1589 | pCount, cCount = op["operands"] |
| 1590 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1591 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1592 | self, error_name, input_list, output_list |
| 1593 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1594 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1595 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1596 | self.ser, |
| 1597 | validator_fcns, |
| 1598 | error_name, |
| 1599 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1600 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1601 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1602 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1603 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1604 | pad=padding, |
| 1605 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1606 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1607 | input_list=input_list, |
| 1608 | output_list=output_list, |
| 1609 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1610 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1611 | ): |
| 1612 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1613 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1614 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1615 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1616 | compliance = self.tensorComplianceMetaData( |
| 1617 | op, a.dtype, args_dict, result_tensor, error_name |
| 1618 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1619 | |
| 1620 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1621 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1622 | def build_dim( |
| 1623 | self, |
| 1624 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1625 | inputs, |
| 1626 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1627 | validator_fcns=None, |
| 1628 | error_name=None, |
| 1629 | qinfo=None, |
| 1630 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1631 | assert len(inputs) == 1 |
| 1632 | a = inputs[0] |
| 1633 | axis = args_dict["axis"] |
| 1634 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1635 | |
| 1636 | # Invalidate Input/Output list for error if checks. |
| 1637 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1638 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1639 | pCount, cCount = op["operands"] |
| 1640 | num_operands = pCount + cCount |
| 1641 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1642 | self, error_name, input_list, output_list |
| 1643 | ) |
| 1644 | |
| 1645 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1646 | self.ser, |
| 1647 | validator_fcns, |
| 1648 | error_name, |
| 1649 | op=op, |
| 1650 | axis=axis, |
| 1651 | input_shape=a.shape, |
| 1652 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1653 | output_shape=result_tensor.shape, |
| 1654 | output_dtype=result_tensor.dtype, |
| 1655 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1656 | input_list=input_list, |
| 1657 | output_list=output_list, |
| 1658 | num_operands=num_operands, |
| 1659 | ): |
| 1660 | return None |
| 1661 | |
| 1662 | attr = ts.TosaSerializerAttribute() |
| 1663 | attr.AxisAttribute(axis) |
| 1664 | |
| 1665 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1666 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1667 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1668 | def build_reshape( |
| 1669 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1670 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1671 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1672 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1673 | shape = inputs[1] |
| 1674 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1675 | result_tensor = OutputShaper.reshapeOp( |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1676 | self.ser, self.rng, a, shape_attr, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1677 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1678 | |
| 1679 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1680 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1681 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1682 | pCount, cCount = op["operands"] |
| 1683 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1684 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1685 | self, error_name, input_list, output_list |
| 1686 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1687 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1688 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1689 | self.ser, |
| 1690 | validator_fcns, |
| 1691 | error_name, |
| 1692 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1693 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1694 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1695 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1696 | output_dtype=result_tensor.dtype, |
| 1697 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1698 | input_list=input_list, |
| 1699 | output_list=output_list, |
| 1700 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1701 | ): |
| 1702 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1703 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1704 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1705 | |
| 1706 | compliance = self.tensorComplianceMetaData( |
| 1707 | op, a.dtype, args_dict, result_tensor, error_name |
| 1708 | ) |
| 1709 | |
| 1710 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1711 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1712 | def build_reverse( |
| 1713 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1714 | ): |
| 1715 | assert len(inputs) == 1 |
| 1716 | a = inputs[0] |
| 1717 | axis = args_dict["axis"] |
| 1718 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1719 | |
| 1720 | # Invalidate Input/Output list for error if checks. |
| 1721 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1722 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1723 | pCount, cCount = op["operands"] |
| 1724 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1725 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1726 | self, error_name, input_list, output_list |
| 1727 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1728 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1729 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1730 | self.ser, |
| 1731 | validator_fcns, |
| 1732 | error_name, |
| 1733 | op=op, |
| 1734 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1735 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1736 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1737 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1738 | output_dtype=result_tensor.dtype, |
| 1739 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1740 | input_list=input_list, |
| 1741 | output_list=output_list, |
| 1742 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1743 | ): |
| 1744 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1745 | |
| 1746 | attr = ts.TosaSerializerAttribute() |
| 1747 | attr.AxisAttribute(axis) |
| 1748 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1749 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1750 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1751 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1752 | def build_transpose( |
| 1753 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1754 | ): |
| 1755 | assert len(inputs) == 1 |
| 1756 | a = inputs[0] |
| 1757 | perms = args_dict["perms"] |
| 1758 | |
| 1759 | result_tensor = OutputShaper.transposeOp( |
| 1760 | self.ser, self.rng, a, perms, error_name |
| 1761 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1762 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1763 | attr = ts.TosaSerializerAttribute() |
| 1764 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1765 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1766 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1767 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1768 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1769 | pCount, cCount = op["operands"] |
| 1770 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1771 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1772 | self, error_name, input_list, output_list |
| 1773 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1774 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1775 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1776 | self.ser, |
| 1777 | validator_fcns, |
| 1778 | error_name, |
| 1779 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1780 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1781 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1782 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1783 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1784 | output_dtype=result_tensor.dtype, |
| 1785 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1786 | input_list=input_list, |
| 1787 | output_list=output_list, |
| 1788 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1789 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1790 | ): |
| 1791 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1792 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1793 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1794 | |
| 1795 | compliance = self.tensorComplianceMetaData( |
| 1796 | op, a.dtype, args_dict, result_tensor, error_name |
| 1797 | ) |
| 1798 | |
| 1799 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1800 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1801 | def build_slice( |
| 1802 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1803 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1804 | assert len(inputs) == 3 |
| 1805 | a, start_var, size_var = inputs |
| 1806 | start_const = args_dict["start"] |
| 1807 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1808 | |
| 1809 | result_tensor = OutputShaper.sliceOp( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1810 | self.ser, self.rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1811 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1812 | |
| 1813 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1814 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1815 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1816 | pCount, cCount = op["operands"] |
| 1817 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1818 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1819 | self, error_name, input_list, output_list |
| 1820 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1821 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1822 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1823 | self.ser, |
| 1824 | validator_fcns, |
| 1825 | error_name, |
| 1826 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1827 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1828 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1829 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1830 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1831 | start=start_const, |
| 1832 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1833 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1834 | input_list=input_list, |
| 1835 | output_list=output_list, |
| 1836 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1837 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1838 | ): |
| 1839 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1840 | |
Tai Ly | 8ead6c4 | 2024-02-14 22:35:44 +0000 | [diff] [blame] | 1841 | self.ser.addOperator(op["op"], input_list, output_list) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1842 | |
| 1843 | compliance = self.tensorComplianceMetaData( |
| 1844 | op, a.dtype, args_dict, result_tensor, error_name |
| 1845 | ) |
| 1846 | |
| 1847 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1848 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1849 | def build_tile( |
| 1850 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1851 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1852 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1853 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1854 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1855 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1856 | result_tensor = OutputShaper.tileOp( |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1857 | self.ser, self.rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1858 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1859 | |
| 1860 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1861 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1862 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1863 | pCount, cCount = op["operands"] |
| 1864 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1865 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1866 | self, error_name, input_list, output_list |
| 1867 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1868 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1869 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1870 | self.ser, |
| 1871 | validator_fcns, |
| 1872 | error_name, |
| 1873 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1874 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1875 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1876 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1877 | output_dtype=result_tensor.dtype, |
| 1878 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1879 | input_list=input_list, |
| 1880 | output_list=output_list, |
| 1881 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1882 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1883 | ): |
| 1884 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1885 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1886 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1887 | |
| 1888 | compliance = self.tensorComplianceMetaData( |
| 1889 | op, a.dtype, args_dict, result_tensor, error_name |
| 1890 | ) |
| 1891 | |
| 1892 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1893 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1894 | def build_gather( |
| 1895 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1896 | ): |
| 1897 | assert len(inputs) == 2 |
| 1898 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1899 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1900 | result_tensor = OutputShaper.gatherOp( |
| 1901 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1902 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1903 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1904 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1905 | input_list = [values.name, indices.name] |
| 1906 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1907 | pCount, cCount = op["operands"] |
| 1908 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1909 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1910 | self, error_name, input_list, output_list |
| 1911 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1912 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1913 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1914 | self.ser, |
| 1915 | validator_fcns, |
| 1916 | error_name, |
| 1917 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1918 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1919 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1920 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1921 | output_dtype=result_tensor.dtype, |
| 1922 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1923 | input_list=input_list, |
| 1924 | output_list=output_list, |
| 1925 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1926 | ): |
| 1927 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1928 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1929 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1930 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1931 | compliance = self.tensorComplianceMetaData( |
| 1932 | op, values.dtype, args_dict, result_tensor, error_name |
| 1933 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1934 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1935 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1936 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1937 | def build_scatter( |
| 1938 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1939 | ): |
| 1940 | assert len(inputs) == 3 |
| 1941 | values_in, indices, input = inputs |
| 1942 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1943 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1944 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1945 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1946 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1947 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1948 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1949 | pCount, cCount = op["operands"] |
| 1950 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1951 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1952 | self, error_name, input_list, output_list |
| 1953 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1954 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1955 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1956 | self.ser, |
| 1957 | validator_fcns, |
| 1958 | error_name, |
| 1959 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1960 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1961 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1962 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1963 | output_dtype=result_tensor.dtype, |
| 1964 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1965 | input_list=input_list, |
| 1966 | output_list=output_list, |
| 1967 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1968 | ): |
| 1969 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1970 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1971 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1972 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1973 | compliance = self.tensorComplianceMetaData( |
| 1974 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1975 | ) |
| 1976 | |
| 1977 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1978 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1979 | def build_resize( |
| 1980 | self, |
| 1981 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1982 | inputs, |
| 1983 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1984 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1985 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1986 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1987 | ): |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 1988 | assert len(inputs) == 4 |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1989 | input = inputs[0] |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 1990 | scale_input = inputs[1] |
| 1991 | offset_input = inputs[2] |
| 1992 | border_input = inputs[3] |
| 1993 | |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1994 | mode = args_dict["mode"] |
| 1995 | scale = args_dict["scale"] |
| 1996 | offset = args_dict["offset"] |
| 1997 | border = args_dict["border"] |
| 1998 | output_dtype = args_dict["output_dtype"] |
| 1999 | |
| 2000 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2001 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 2002 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2003 | input, |
| 2004 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2005 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2006 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2007 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2008 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2009 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2010 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2011 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2012 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2013 | # Invalidate Input/Output list for error if checks. |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2014 | input_list = [ |
| 2015 | input.name, |
| 2016 | scale_input.name, |
| 2017 | offset_input.name, |
| 2018 | border_input.name, |
| 2019 | ] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2020 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2021 | pCount, cCount = op["operands"] |
| 2022 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2023 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2024 | self, error_name, input_list, output_list |
| 2025 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2026 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2027 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2028 | self.ser, |
| 2029 | validator_fcns, |
| 2030 | error_name, |
| 2031 | op=op, |
| 2032 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2033 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2034 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2035 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2036 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2037 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2038 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2039 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2040 | input_list=input_list, |
| 2041 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2042 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2043 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2044 | ): |
| 2045 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2046 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2047 | attr = ts.TosaSerializerAttribute() |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2048 | # write empty scale/offset/border into ResizeAttribute |
| 2049 | attr.ResizeAttribute([], [], [], mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2050 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2051 | |
| 2052 | compliance = self.tensorComplianceMetaData( |
| 2053 | op, input.dtype, args_dict, result_tensor, error_name |
| 2054 | ) |
| 2055 | |
| 2056 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2057 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2058 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 2059 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 2060 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2061 | self.ser.addOperator( |
| 2062 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 2063 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2064 | return result_tens |
| 2065 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2066 | def build_const( |
| 2067 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2068 | ): |
| 2069 | assert len(inputs) == 1 |
| 2070 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2071 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2072 | |
| 2073 | compliance = self.tensorComplianceMetaData( |
| 2074 | op, val.dtype, args_dict, val, error_name |
| 2075 | ) |
| 2076 | |
| 2077 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2078 | |
| 2079 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2080 | def build_cast( |
| 2081 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2082 | ): |
| 2083 | assert len(inputs) == 1 |
| 2084 | val = inputs[0] |
| 2085 | out_dtype = args_dict["out_type"] |
| 2086 | |
| 2087 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2088 | self.ser, self.rng, val, out_dtype, error_name |
| 2089 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2090 | |
| 2091 | # Invalidate Input/Output list for error if checks. |
| 2092 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2093 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2094 | pCount, cCount = op["operands"] |
| 2095 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2096 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2097 | self, error_name, input_list, output_list |
| 2098 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2099 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2100 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2101 | self.ser, |
| 2102 | validator_fcns, |
| 2103 | error_name, |
| 2104 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2105 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2106 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2107 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2108 | output_dtype=result_tensor.dtype, |
| 2109 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2110 | input_list=input_list, |
| 2111 | output_list=output_list, |
| 2112 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2113 | ): |
| 2114 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2115 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2116 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2117 | |
| 2118 | compliance = self.tensorComplianceMetaData( |
| 2119 | op, val.dtype, args_dict, result_tensor, error_name |
| 2120 | ) |
| 2121 | |
| 2122 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2123 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2124 | def build_rescale( |
| 2125 | self, |
| 2126 | op, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2127 | inputs, |
| 2128 | args_dict, |
| 2129 | validator_fcns=None, |
| 2130 | error_name=None, |
| 2131 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2132 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2133 | assert len(inputs) == 1 |
| 2134 | val = inputs[0] |
| 2135 | out_dtype = args_dict["output_dtype"] |
| 2136 | scale32 = args_dict["scale"] |
| 2137 | double_round = args_dict["double_round"] |
| 2138 | per_channel = args_dict["per_channel"] |
| 2139 | |
| 2140 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2141 | self.ser, self.rng, val, out_dtype, error_name |
| 2142 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2143 | |
| 2144 | if per_channel: |
| 2145 | nc = val.shape[-1] |
| 2146 | else: |
| 2147 | nc = 1 |
| 2148 | |
| 2149 | in_type_width = self.typeWidth(val.dtype) |
| 2150 | out_type_width = self.typeWidth(out_dtype) |
| 2151 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2152 | input_unsigned = False |
| 2153 | output_unsigned = False |
| 2154 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2155 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2156 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2157 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2158 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2159 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2160 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2161 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2162 | elif error_name in [ |
| 2163 | ErrorIf.InputZeroPointNotZero, |
| 2164 | ErrorIf.U16InputZeroPointNotValid, |
| 2165 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2166 | input_zp = self.randInt(-128, 128) |
| 2167 | if input_zp == 0: |
| 2168 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2169 | in_type_width += 1 |
| 2170 | elif val.dtype == DType.UINT16: |
| 2171 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 2172 | input_zp = self.rng.choice([0, 32768]) |
| 2173 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2174 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2175 | else: |
| 2176 | input_zp = 0 |
| 2177 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2178 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2179 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2180 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2181 | elif out_dtype == DType.UINT8: |
| 2182 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2183 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2184 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2185 | elif error_name in [ |
| 2186 | ErrorIf.OutputZeroPointNotZero, |
| 2187 | ErrorIf.U16OutputZeroPointNotValid, |
| 2188 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2189 | output_zp = self.randInt(-128, 128) |
| 2190 | if output_zp == 0: |
| 2191 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2192 | out_type_width += 1 |
| 2193 | elif out_dtype == DType.UINT16: |
| 2194 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2195 | output_zp = self.rng.choice([0, 32768]) |
| 2196 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2197 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2198 | else: |
| 2199 | output_zp = 0 |
| 2200 | |
| 2201 | # Calculate scale based on: |
| 2202 | # scale = a *(2^output_width)/(2^input_width)) |
| 2203 | |
| 2204 | a = np.float32(self.rng.random(size=[nc])) |
| 2205 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2206 | |
| 2207 | if scale32: |
| 2208 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2209 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2210 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2211 | else: |
| 2212 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2213 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2214 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2215 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2216 | |
| 2217 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2218 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2219 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2220 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2221 | |
| 2222 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2223 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2224 | scale_arr[i], scale32 |
| 2225 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2226 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2227 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2228 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2229 | # 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] | 2230 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2231 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2232 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2233 | assert val.placeholderFilename |
| 2234 | values = np.load( |
| 2235 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2236 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2237 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2238 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2239 | 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] | 2240 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2241 | # Check we can safely convert to the expected dtype |
| 2242 | assert ( |
| 2243 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2244 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2245 | ) |
| 2246 | |
| 2247 | # Force casting to output datatype |
| 2248 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2249 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2250 | if not np.all(np.array_equal(values, val_adj)): |
| 2251 | # Values changed so overwrite file with new values |
| 2252 | np.save( |
| 2253 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2254 | val_adj, |
| 2255 | False, |
| 2256 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2257 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2258 | # Invalidate Input/Output list for error if checks. |
| 2259 | input_list = [val.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2260 | output_list = [result_tensor.name] |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2261 | pCount, cCount = op["operands"] |
| 2262 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2263 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2264 | self, error_name, input_list, output_list |
| 2265 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2266 | |
| 2267 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2268 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2269 | self.ser, |
| 2270 | validator_fcns, |
| 2271 | error_name, |
| 2272 | op=op, |
| 2273 | input_dtype=val.dtype, |
| 2274 | output_dtype=out_dtype, |
| 2275 | input_shape=val.shape, |
| 2276 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2277 | scale32=scale32, |
| 2278 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2279 | input_list=input_list, |
| 2280 | output_list=output_list, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2281 | result_tensors=[result_tensor], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2282 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2283 | ): |
| 2284 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2285 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2286 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2287 | attr.RescaleAttribute( |
| 2288 | input_zp, |
| 2289 | output_zp, |
| 2290 | multiplier_arr, |
| 2291 | shift_arr, |
| 2292 | scale32, |
| 2293 | double_round, |
| 2294 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2295 | input_unsigned, |
| 2296 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2297 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2298 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2299 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2300 | |
| 2301 | compliance = self.tensorComplianceMetaData( |
| 2302 | op, val.dtype, args_dict, result_tensor, error_name |
| 2303 | ) |
| 2304 | |
| 2305 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2306 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2307 | def _get_condition_tensor(self, op, cond, error_name): |
| 2308 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2309 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2310 | else: |
| 2311 | cond_type = DType.BOOL |
| 2312 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2313 | choice = self.rng.choice([1, 2]) |
| 2314 | if choice == 1: |
| 2315 | cond_shape = [2] |
| 2316 | else: |
| 2317 | cond_shape = [1, 2] |
| 2318 | else: |
| 2319 | # Must be of size 1 (rank 0) |
| 2320 | cond_shape = [] |
| 2321 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2322 | return cond_tens |
| 2323 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2324 | def build_cond_if_const( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2325 | self, |
| 2326 | op, |
| 2327 | inputs, |
| 2328 | args_dict, |
| 2329 | validator_fcns=None, |
| 2330 | error_name=None, |
| 2331 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2332 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2333 | # 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] | 2334 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2335 | # and fill them with const nodes for the body. |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2336 | assert len(inputs) == 2 |
| 2337 | then_tens, else_tens = inputs |
| 2338 | |
| 2339 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2340 | |
| 2341 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2342 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2343 | |
| 2344 | # Make then/else tensors |
| 2345 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2346 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2347 | dtype = DType.INT32 |
| 2348 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2349 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2350 | if error_name in [ |
| 2351 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2352 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2353 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2354 | incorrect_shape = deepcopy(then_tens.shape) |
| 2355 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2356 | incorrect_shape[i] += ( |
| 2357 | self.rng.choice([-3, -2, 2, 3]) |
| 2358 | if incorrect_shape[i] > 3 |
| 2359 | else self.rng.choice([1, 2, 4]) |
| 2360 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2361 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2362 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2363 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2364 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2365 | |
| 2366 | # And the result tensor based on any of the outputs |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2367 | result_tensor = self.ser.addOutput(out_shape, dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2368 | |
| 2369 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2370 | then_block = "THEN_BLOCK" |
| 2371 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2372 | attr = ts.TosaSerializerAttribute() |
| 2373 | attr.CondIfAttribute(then_block, else_block) |
| 2374 | |
| 2375 | # Finally, build the op and the two blocks |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2376 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tensor.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2377 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2378 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2379 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2380 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2381 | then_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2382 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2383 | then_tens = self.ser.addConst(out_shape, dtype, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2384 | self.ser.addOutputTensor(then_tens) |
| 2385 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2386 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2387 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2388 | else_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2389 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2390 | else_tens = self.ser.addConst(out_shape, dtype, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2391 | self.ser.addOutputTensor(else_tens) |
| 2392 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2393 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2394 | self.ser, |
| 2395 | validator_fcns, |
| 2396 | error_name, |
| 2397 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2398 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2399 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2400 | ): |
| 2401 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2402 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2403 | compliance = self.tensorComplianceMetaData( |
| 2404 | op, dtype, args_dict, result_tensor, error_name |
| 2405 | ) |
| 2406 | |
| 2407 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2408 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2409 | def build_cond_if_binary( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2410 | self, |
| 2411 | op, |
| 2412 | inputs, |
| 2413 | args_dict, |
| 2414 | validator_fcns=None, |
| 2415 | error_name=None, |
| 2416 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2417 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2418 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2419 | # alternately add or subtract them based on the condition |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2420 | assert len(inputs) == 2 |
| 2421 | a, b = inputs |
| 2422 | |
| 2423 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2424 | |
| 2425 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2426 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2427 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2428 | result_tensor = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2429 | |
| 2430 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2431 | then_block = "THEN_BLOCK" |
| 2432 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2433 | attr = ts.TosaSerializerAttribute() |
| 2434 | attr.CondIfAttribute(then_block, else_block) |
| 2435 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2436 | if error_name in [ |
| 2437 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2438 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2439 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2440 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2441 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2442 | incorrect_shape = a.shape.copy() |
| 2443 | for i in range(len(incorrect_shape)): |
| 2444 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2445 | incorrect_block_input = deepcopy(a) |
| 2446 | incorrect_block_input.shape = incorrect_shape |
| 2447 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2448 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2449 | self.ser.addOperator( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2450 | 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] | 2451 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2452 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2453 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2454 | 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] | 2455 | elif a.dtype in (DType.INT8, DType.INT16): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2456 | then_op, else_op = ( |
| 2457 | self.TOSA_OP_LIST["logical_right_shift"], |
| 2458 | self.TOSA_OP_LIST["logical_left_shift"], |
| 2459 | ) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2460 | else: |
| 2461 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2462 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2463 | # Determine the element-wise binary operation that compliance will need to |
| 2464 | # check the results of |
| 2465 | compliance_op = then_op if cond else else_op |
| 2466 | |
| 2467 | 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] | 2468 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2469 | if ( |
| 2470 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2471 | and block == then_block |
| 2472 | ) or ( |
| 2473 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2474 | and block == else_block |
| 2475 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2476 | self.ser.addInputTensor(incorrect_block_input) |
| 2477 | self.ser.addInputTensor(b) |
| 2478 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2479 | elif ( |
| 2480 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2481 | and block == then_block |
| 2482 | ) or ( |
| 2483 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2484 | and block == else_block |
| 2485 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2486 | self.ser.addInputTensor(a) |
| 2487 | self.ser.addInputTensor(b) |
| 2488 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2489 | else: |
| 2490 | self.ser.addInputTensor(a) |
| 2491 | self.ser.addInputTensor(b) |
| 2492 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2493 | self.ser.addOperator(block_op["op"], [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2494 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2495 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2496 | self.ser, |
| 2497 | validator_fcns, |
| 2498 | error_name, |
| 2499 | op=op, |
| 2500 | a=a, |
| 2501 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2502 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2503 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2504 | ): |
| 2505 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2506 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2507 | compliance = self.tensorComplianceMetaData( |
| 2508 | compliance_op, a.dtype, args_dict, result_tensor, error_name |
| 2509 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2510 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2511 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2512 | |
| 2513 | def build_while_loop( |
| 2514 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2515 | ): |
| 2516 | assert len(inputs) == 1 |
| 2517 | a = inputs[0] |
| 2518 | iter_val = args_dict["iterations"] |
| 2519 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2520 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2521 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2522 | cond_block = "COND_BLOCK" |
| 2523 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2524 | |
| 2525 | attr = ts.TosaSerializerAttribute() |
| 2526 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2527 | |
| 2528 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2529 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2530 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2531 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2532 | |
| 2533 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2534 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2535 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2536 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2537 | incorrect_acc = deepcopy(acc) |
| 2538 | for i in range(len(incorrect_acc.shape)): |
| 2539 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2540 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2541 | else: |
| 2542 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2543 | |
| 2544 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2545 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2546 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2547 | [iter.name, a.name, acc.name], |
| 2548 | [iter_out.name, a_out.name, acc_out.name], |
| 2549 | attr, |
| 2550 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2551 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2552 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2553 | if error_name in [ |
| 2554 | ErrorIf.InputListCondGraphMismatch, |
| 2555 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2556 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2557 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2558 | incorrect_iter = deepcopy(iter) |
| 2559 | for i in range(len(incorrect_iter.shape)): |
| 2560 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2561 | if len(incorrect_iter.shape) == 0: |
| 2562 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2563 | |
| 2564 | incorrect_acc = deepcopy(acc) |
| 2565 | for i in range(len(incorrect_acc.shape)): |
| 2566 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2567 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2568 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2569 | self.ser.addBasicBlock(cond_block) |
| 2570 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2571 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2572 | self.ser.addInputTensor(incorrect_iter) |
| 2573 | self.ser.addInputTensor(a) |
| 2574 | self.ser.addInputTensor(incorrect_acc) |
| 2575 | else: |
| 2576 | self.ser.addInputTensor(iter) |
| 2577 | self.ser.addInputTensor(a) |
| 2578 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2579 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2580 | |
| 2581 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2582 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2583 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2584 | cond_type = DType.BOOL |
| 2585 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2586 | choice = self.rng.choice([1, 2]) |
| 2587 | if choice == 1: |
| 2588 | cond_shape = [3] |
| 2589 | else: |
| 2590 | cond_shape = [1, 2] |
| 2591 | else: |
| 2592 | cond_shape = [] |
| 2593 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2594 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2595 | 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] | 2596 | |
| 2597 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2598 | # 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] | 2599 | self.ser.addBasicBlock(body_block) |
| 2600 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2601 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2602 | self.ser.addInputTensor(incorrect_iter) |
| 2603 | self.ser.addInputTensor(a) |
| 2604 | self.ser.addInputTensor(incorrect_acc) |
| 2605 | else: |
| 2606 | self.ser.addInputTensor(iter) |
| 2607 | self.ser.addInputTensor(a) |
| 2608 | self.ser.addInputTensor(acc) |
| 2609 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2610 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2611 | |
| 2612 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2613 | iter_body_out = self.ser.addIntermediate( |
| 2614 | incorrect_iter.shape, incorrect_iter.dtype |
| 2615 | ) |
| 2616 | acc_body_out = self.ser.addIntermediate( |
| 2617 | incorrect_acc.shape, incorrect_acc.dtype |
| 2618 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2619 | else: |
| 2620 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2621 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2622 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2623 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2624 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2625 | self.ser.addOutputTensor(iter_body_out) |
| 2626 | self.ser.addOutputTensor(a) |
| 2627 | self.ser.addOutputTensor(acc_body_out) |
| 2628 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2629 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2630 | self.ser, |
| 2631 | validator_fcns, |
| 2632 | error_name, |
| 2633 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2634 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2635 | ): |
| 2636 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2637 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2638 | compliance = self.tensorComplianceMetaData( |
| 2639 | op, a.dtype, args_dict, acc_out, error_name |
| 2640 | ) |
| 2641 | |
| 2642 | return TosaTestGen.BuildInfo(acc_out, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2643 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2644 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2645 | self, |
| 2646 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2647 | inputs, |
| 2648 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2649 | validator_fcns=None, |
| 2650 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2651 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2652 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2653 | assert len(inputs) == 2 |
| 2654 | val1, val2 = inputs |
| 2655 | inverse = args_dict["inverse"] |
| 2656 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2657 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2658 | |
| 2659 | input_names = [val1.name, val2.name] |
| 2660 | pCount, cCount = op["operands"] |
| 2661 | num_operands = pCount + cCount |
| 2662 | |
| 2663 | output_names = [res.name for res in results] |
| 2664 | output_shapes = [res.shape for res in results] |
| 2665 | output_dtypes = [res.dtype for res in results] |
| 2666 | |
| 2667 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2668 | self, error_name, input_names, output_names |
| 2669 | ) |
| 2670 | |
| 2671 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2672 | self.ser, |
| 2673 | validator_fcns, |
| 2674 | error_name, |
| 2675 | op=op, |
| 2676 | inverse=inverse, |
| 2677 | input1=val1, |
| 2678 | input2=val2, |
| 2679 | input_shape=val1.shape, |
| 2680 | input_dtype=val1.dtype, |
| 2681 | output_shape=output_shapes, |
| 2682 | output_dtype=output_dtypes, |
| 2683 | result_tensors=results, |
| 2684 | input_list=input_names, |
| 2685 | output_list=output_names, |
| 2686 | num_operands=num_operands, |
| 2687 | ): |
| 2688 | return None |
| 2689 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2690 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2691 | local_bound = False |
| 2692 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2693 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2694 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2695 | |
| 2696 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2697 | |
| 2698 | compliance = [] |
| 2699 | for res in results: |
| 2700 | compliance.append( |
| 2701 | self.tensorComplianceMetaData( |
| 2702 | op, val1.dtype, args_dict, res, error_name |
| 2703 | ) |
| 2704 | ) |
| 2705 | |
| 2706 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2707 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2708 | def build_rfft2d( |
| 2709 | self, |
| 2710 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2711 | inputs, |
| 2712 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2713 | validator_fcns=None, |
| 2714 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2715 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2716 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2717 | assert len(inputs) == 1 |
| 2718 | val = inputs[0] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2719 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2720 | |
| 2721 | input_names = [val.name] |
| 2722 | pCount, cCount = op["operands"] |
| 2723 | num_operands = pCount + cCount |
| 2724 | |
| 2725 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2726 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2727 | output_dtypes = [res.dtype for res in results] |
| 2728 | |
| 2729 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2730 | self, error_name, input_names, output_names |
| 2731 | ) |
| 2732 | |
| 2733 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2734 | self.ser, |
| 2735 | validator_fcns, |
| 2736 | error_name, |
| 2737 | op=op, |
| 2738 | input_shape=val.shape, |
| 2739 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2740 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2741 | output_dtype=output_dtypes, |
| 2742 | result_tensors=results, |
| 2743 | input_list=input_names, |
| 2744 | output_list=output_names, |
| 2745 | num_operands=num_operands, |
| 2746 | ): |
| 2747 | return None |
| 2748 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2749 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2750 | local_bound = False |
| 2751 | |
| 2752 | attr = ts.TosaSerializerAttribute() |
| 2753 | attr.RFFTAttribute(local_bound) |
| 2754 | |
| 2755 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2756 | |
| 2757 | compliance = [] |
| 2758 | for res in results: |
| 2759 | compliance.append( |
| 2760 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2761 | ) |
| 2762 | |
| 2763 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2764 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2765 | def build_shape_op( |
| 2766 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2767 | ): |
| 2768 | assert len(inputs) == 2 |
| 2769 | a, b = inputs |
| 2770 | |
| 2771 | result_tensor = OutputShaper.addShapeOp(self.ser, self.rng, a, b, error_name) |
| 2772 | |
| 2773 | # Invalidate Input/Output list for error if checks. |
| 2774 | input_list = [a.name, b.name] |
| 2775 | output_list = [result_tensor.name] |
| 2776 | pCount, cCount = op["operands"] |
| 2777 | num_operands = pCount + cCount |
| 2778 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2779 | self, error_name, input_list, output_list |
| 2780 | ) |
| 2781 | |
| 2782 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2783 | self.ser, |
| 2784 | validator_fcns, |
| 2785 | error_name, |
| 2786 | op=op, |
| 2787 | input1=a, |
| 2788 | input2=b, |
| 2789 | input_shape=a.shape, |
| 2790 | input_dtype=a.dtype, |
| 2791 | output_shape=result_tensor.shape, |
| 2792 | output_dtype=result_tensor.dtype, |
| 2793 | result_tensors=[result_tensor], |
| 2794 | input_list=input_list, |
| 2795 | output_list=output_list, |
| 2796 | num_operands=num_operands, |
| 2797 | ): |
| 2798 | return None |
| 2799 | |
| 2800 | self.ser.addOperator( |
| 2801 | op["op"], |
| 2802 | input_list, |
| 2803 | output_list, |
| 2804 | ) |
| 2805 | compliance = self.tensorComplianceMetaData( |
| 2806 | op, a.dtype, args_dict, result_tensor, error_name |
| 2807 | ) |
| 2808 | |
| 2809 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2810 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2811 | def create_filter_lists( |
| 2812 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2813 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2814 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2815 | default_test_rank_range = range(1, 5) |
| 2816 | if not shapeFilter: |
| 2817 | shapeFilter = [None] |
| 2818 | |
| 2819 | # Calculate the filters based on what is requested and what the operator allows |
| 2820 | rmin, rmax = op["rank"] |
| 2821 | if rankFilter is not None: |
| 2822 | cleanRankFilter = [] |
| 2823 | # Ensure rankFilter values are allowed by operator |
| 2824 | for rank in rankFilter: |
| 2825 | if rank >= rmin and rank <= rmax: |
| 2826 | cleanRankFilter.append(rank) |
| 2827 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2828 | # Ensure default behaviour is bounded by default range or by operator, |
| 2829 | # whichever is the smaller range of ranks. |
| 2830 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2831 | cleanRankFilter = ( |
| 2832 | opRankRange |
| 2833 | if len(opRankRange) <= len(default_test_rank_range) |
| 2834 | else default_test_rank_range |
| 2835 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2836 | else: |
| 2837 | cleanRankFilter = range(rmin, rmax + 1) |
| 2838 | |
| 2839 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2840 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2841 | if dtypeFilter is not None: |
| 2842 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2843 | # Create list of operator dtypes filtered by requested dtypes |
| 2844 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2845 | if dtype in dtypeFilter or ( |
| 2846 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2847 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2848 | cleanDtypeFilter.append(dtype) |
| 2849 | else: |
| 2850 | cleanDtypeFilter = dtypes |
| 2851 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2852 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2853 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2854 | "shapeFilter": shapeFilter, |
| 2855 | "rankFilter": cleanRankFilter, |
| 2856 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2857 | } |
| 2858 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2859 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2860 | if validator is not None: |
| 2861 | validator_info = validator(check=False, op=op) |
| 2862 | else: |
| 2863 | return None |
| 2864 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2865 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2866 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2867 | # Set parameters as required |
| 2868 | if error_arguments["rank"] is not None: |
| 2869 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2870 | else: |
| 2871 | rankFilter = cleanRankFilter |
| 2872 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2873 | if error_arguments["dtype"] is not None: |
| 2874 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2875 | else: |
| 2876 | dtypeFilter = cleanDtypeFilter |
| 2877 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2878 | if error_arguments["shape"] is not None: |
| 2879 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2880 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2881 | shapeFilter = shapeFilter[ |
| 2882 | :2 |
| 2883 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2884 | |
| 2885 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2886 | "shapeFilter": shapeFilter, |
| 2887 | "rankFilter": rankFilter, |
| 2888 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2889 | } |
| 2890 | return filterDict |
| 2891 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2892 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2893 | self, |
| 2894 | opName, |
| 2895 | shapeFilter=[None], |
| 2896 | rankFilter=None, |
| 2897 | dtypeFilter=None, |
| 2898 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2899 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2900 | |
| 2901 | try: |
| 2902 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2903 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2904 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2905 | |
| 2906 | # Initialize a new random number generator |
| 2907 | self.rng = np.random.default_rng(self.random_seed) |
| 2908 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2909 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2910 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2911 | # Test list consists of a tuple of: |
| 2912 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2913 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2914 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2915 | error_if_validators = op["error_if_validators"] |
| 2916 | else: |
| 2917 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2918 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2919 | for validator in error_if_validators: |
| 2920 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2921 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2922 | else: |
| 2923 | error_name = None |
| 2924 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2925 | filterDict = self.create_filter_lists( |
| 2926 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2927 | ) |
| 2928 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2929 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2930 | cleanRankFilter = filterDict["rankFilter"] |
| 2931 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2932 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2933 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2934 | |
| 2935 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2936 | for t in cleanDtypeFilter: |
| 2937 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2938 | # Filter out by rank |
| 2939 | if shape is not None and len(shape) != r: |
| 2940 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2941 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2942 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2943 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2944 | shapeStr = self.shapeStr(shapeList[0]) |
| 2945 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2946 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2947 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2948 | argList = [] |
| 2949 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2950 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2951 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2952 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2953 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2954 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2955 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2956 | if argStr: |
| 2957 | testStr = "{}_{}_{}_{}".format( |
| 2958 | opName, shapeStr, typeStr, argStr |
| 2959 | ) |
| 2960 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2961 | testStr = "{}_{}_{}".format( |
| 2962 | opName, shapeStr, typeStr |
| 2963 | ) |
| 2964 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2965 | if argStr: |
| 2966 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2967 | opName, error_name, shapeStr, typeStr, argStr |
| 2968 | ) |
| 2969 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2970 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2971 | opName, error_name, shapeStr, typeStr |
| 2972 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2973 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2974 | testList.append( |
| 2975 | (opName, testStr, t, error_name, shapeList, args) |
| 2976 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2977 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2978 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2979 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2980 | if "invalid_test_validators" in op: |
| 2981 | invalid_test_validators = op["invalid_test_validators"] |
| 2982 | clean_testList = [] |
| 2983 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2984 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2985 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2986 | if validator_fcn( |
| 2987 | opName=test[0], |
| 2988 | input_dtype=test[2], |
| 2989 | shapeList=test[4], |
| 2990 | args=test[5], |
| 2991 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2992 | remove_test = True |
| 2993 | if not remove_test: |
| 2994 | clean_testList.append(test) |
| 2995 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2996 | |
| 2997 | return testList |
| 2998 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2999 | def serializeTest( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3000 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, argsDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3001 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3002 | try: |
| 3003 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3004 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3005 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3006 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3007 | if self.args.verbose: |
| 3008 | print(f"Creating {testStr}") |
| 3009 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3010 | # Create a serializer |
| 3011 | self.createSerializer(opName, testStr) |
| 3012 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3013 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 3014 | if "error_if_validators" in op: |
| 3015 | error_if_validators = op["error_if_validators"] |
| 3016 | else: |
| 3017 | error_if_validators = None |
| 3018 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3019 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3020 | num_operands = pCount + cCount |
| 3021 | |
| 3022 | if isinstance(dtype_or_dtypeList, list): |
| 3023 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3024 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3025 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3026 | else: |
| 3027 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 3028 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3029 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3030 | assert ( |
| 3031 | len(shapeList) == num_operands |
| 3032 | ), "shapeList length {} must match number of operands {}".format( |
| 3033 | len(shapeList), num_operands |
| 3034 | ) |
| 3035 | assert ( |
| 3036 | len(dtypeList) == num_operands |
| 3037 | ), "dtypeList length {} must match number of operands {}".format( |
| 3038 | len(dtypeList), num_operands |
| 3039 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3040 | |
| 3041 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3042 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3043 | except KeyError: |
| 3044 | qgen = None |
| 3045 | |
| 3046 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 3047 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3048 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 3049 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3050 | else: |
| 3051 | qinfo = None |
| 3052 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3053 | # Extra meta data for the desc.json |
| 3054 | tensMeta = {} |
| 3055 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3056 | # Check we are using the new interface with an argsDict dictionary |
| 3057 | assert isinstance( |
| 3058 | argsDict, dict |
| 3059 | ), f"{opName} is not using new tvg/build_fcn interface" |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3060 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3061 | # New interface with args info in dictionary |
| 3062 | assert "dg_type" in argsDict |
| 3063 | tvgInfo = tvgen_fcn(self, opName, dtypeList, shapeList, argsDict, error_name) |
| 3064 | if tvgInfo.dataGenDict: |
| 3065 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 3066 | tens = tvgInfo.tensorList |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 3067 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3068 | result = build_fcn( |
| 3069 | self, |
| 3070 | op, |
| 3071 | tens, |
| 3072 | argsDict, |
| 3073 | validator_fcns=error_if_validators, |
| 3074 | error_name=error_name, |
| 3075 | qinfo=qinfo, |
| 3076 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3077 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3078 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3079 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3080 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3081 | # Add the compliance meta data (if any) |
| 3082 | compliance = result.getComplianceInfo() |
| 3083 | if compliance: |
| 3084 | tensMeta["compliance"] = compliance |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3085 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3086 | else: |
| 3087 | # The test is not valid |
| 3088 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3089 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3090 | def createDynamicOpLists(self): |
| 3091 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 3092 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 3093 | # Already created these lists (can occur when class is initialized more than once) |
| 3094 | return |
| 3095 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3096 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3097 | if not self.args.level8k: |
| 3098 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3099 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3100 | else: |
| 3101 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3102 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 3103 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3104 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3105 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3106 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 3107 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 3108 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3109 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3110 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3111 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 3112 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3113 | "depthwise_conv2d_TEMPLATE" |
| 3114 | ].copy() |
| 3115 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3116 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3117 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3118 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 3119 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3120 | "transpose_conv2d_TEMPLATE" |
| 3121 | ].copy() |
| 3122 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3123 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3124 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3125 | for k in KERNELS_3D: |
| 3126 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 3127 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 3128 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3129 | self.TOSA_OP_LIST[testName]["template"] = False |
| 3130 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3131 | # Delete any templates after having created any dynamic ops |
| 3132 | # This is a two-pass operation because it's bad practice to delete |
| 3133 | # keys from dictionaries while iterating |
| 3134 | keyList = [] |
| 3135 | for k in self.TOSA_OP_LIST: |
| 3136 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3137 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3138 | keyList.append(k) |
| 3139 | continue |
| 3140 | except KeyError: |
| 3141 | pass |
| 3142 | |
| 3143 | for k in keyList: |
| 3144 | del self.TOSA_OP_LIST[k] |
| 3145 | |
| 3146 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3147 | """Fill in default fields for ops if they aren't already specified. |
| 3148 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3149 | for op in self.TOSA_OP_LIST: |
| 3150 | |
| 3151 | # Required fields |
| 3152 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3153 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3154 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3155 | raise Exception( |
| 3156 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3157 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3158 | |
| 3159 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3160 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3161 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3162 | raise Exception( |
| 3163 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3164 | op |
| 3165 | ) |
| 3166 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3167 | |
| 3168 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3169 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3170 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3171 | raise Exception( |
| 3172 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3173 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3174 | |
| 3175 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3176 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3177 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3178 | raise Exception( |
| 3179 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3180 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3181 | |
| 3182 | # Put in default rank range, if missing |
| 3183 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3184 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3185 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3186 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3187 | |
| 3188 | # Tensor operator list |
| 3189 | # 'op': op name |
| 3190 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3191 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3192 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3193 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3194 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3195 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3196 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3197 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3198 | TYPE_INT_FP = [ |
| 3199 | DType.INT8, |
| 3200 | DType.INT16, |
| 3201 | DType.INT32, |
| 3202 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3203 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3204 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3205 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3206 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3207 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3208 | TYPE_FI32 = [ |
| 3209 | DType.FP32, |
| 3210 | DType.FP16, |
| 3211 | DType.BF16, |
| 3212 | DType.INT32, |
| 3213 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3214 | TYPE_FIB = [ |
| 3215 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3216 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3217 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3218 | DType.INT8, |
| 3219 | DType.INT16, |
| 3220 | DType.INT32, |
| 3221 | DType.BOOL, |
| 3222 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3223 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3224 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3225 | TYPE_NARROW_INT_FP = [ |
| 3226 | DType.INT8, |
| 3227 | DType.INT16, |
| 3228 | DType.FP16, |
| 3229 | DType.BF16, |
| 3230 | DType.FP32, |
| 3231 | ] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3232 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3233 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3234 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3235 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3236 | [DType.INT8, DType.INT8, DType.INT32], |
| 3237 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3238 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3239 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3240 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3241 | [DType.FP32, DType.FP32, DType.FP32], |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3242 | [DType.FP8E4M3, DType.FP8E4M3, DType.FP16], |
| 3243 | [DType.FP8E5M2, DType.FP8E5M2, DType.FP16], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3244 | ] |
| 3245 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3246 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3247 | |
| 3248 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3249 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3250 | "argmax": { |
| 3251 | "op": Op.ARGMAX, |
| 3252 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3253 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3254 | "build_fcn": ( |
| 3255 | build_argmax, |
| 3256 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3257 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3258 | TosaArgGen.agAxis, |
| 3259 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3260 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3261 | "error_if_validators": ( |
| 3262 | TosaErrorValidator.evAxisSmallerZero, |
| 3263 | TosaErrorValidator.evAxisLargerRank, |
| 3264 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3265 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3266 | TosaErrorValidator.evWrongRank, |
| 3267 | TosaErrorValidator.evWrongInputType, |
| 3268 | TosaErrorValidator.evWrongOutputType, |
| 3269 | TosaErrorValidator.evWrongInputList, |
| 3270 | TosaErrorValidator.evWrongOutputList, |
| 3271 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3272 | "data_gen": { |
| 3273 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3274 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3275 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3276 | "avg_pool2d": { |
| 3277 | "op": Op.AVG_POOL2D, |
| 3278 | "operands": (1, 0), |
| 3279 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3280 | "build_fcn": ( |
| 3281 | build_pool2d, |
| 3282 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3283 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3284 | TosaArgGen.agPooling, |
| 3285 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3286 | "qgen": TosaQuantGen.qgUnary, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3287 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3288 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3289 | "error_if_validators": ( |
| 3290 | TosaErrorValidator.evKernelSmallerOne, |
| 3291 | TosaErrorValidator.evStrideSmallerOne, |
| 3292 | TosaErrorValidator.evPadSmallerZero, |
| 3293 | TosaErrorValidator.evWrongRank, |
| 3294 | TosaErrorValidator.evWrongInputType, |
| 3295 | TosaErrorValidator.evWrongOutputType, |
| 3296 | TosaErrorValidator.evWrongInputList, |
| 3297 | TosaErrorValidator.evWrongOutputList, |
| 3298 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3299 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3300 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3301 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3302 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 3303 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3304 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3305 | "data_gen": { |
| 3306 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3307 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3308 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3309 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3310 | "conv2d_TEMPLATE": { |
| 3311 | "op": Op.CONV2D, |
| 3312 | "operands": (1, 2), |
| 3313 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3314 | "build_fcn": ( |
| 3315 | build_conv2d, |
| 3316 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3317 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3318 | TosaArgGen.agConv, |
| 3319 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3320 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3321 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3322 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3323 | "error_if_validators": ( |
| 3324 | TosaErrorValidator.evWrongInputType, |
| 3325 | TosaErrorValidator.evWrongOutputType, |
| 3326 | TosaErrorValidator.evWrongInputList, |
| 3327 | TosaErrorValidator.evWrongOutputList, |
| 3328 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3329 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3330 | TosaErrorValidator.evPadSmallerZero, |
| 3331 | TosaErrorValidator.evStrideSmallerOne, |
| 3332 | TosaErrorValidator.evDilationSmallerOne, |
| 3333 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3334 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3335 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3336 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3337 | "data_gen": { |
| 3338 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3339 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3340 | "template": True, |
| 3341 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3342 | # Templated operator. Filled in by createDynamicOpLists |
| 3343 | "conv3d_TEMPLATE": { |
| 3344 | "op": Op.CONV3D, |
| 3345 | "operands": (1, 2), |
| 3346 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3347 | "build_fcn": ( |
| 3348 | build_conv3d, |
| 3349 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3350 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3351 | TosaArgGen.agConv, |
| 3352 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3353 | "qgen": TosaQuantGen.qgConv, |
| 3354 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3355 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3356 | "error_if_validators": ( |
| 3357 | TosaErrorValidator.evWrongInputType, |
| 3358 | TosaErrorValidator.evWrongOutputType, |
| 3359 | TosaErrorValidator.evWrongInputList, |
| 3360 | TosaErrorValidator.evWrongOutputList, |
| 3361 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3362 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3363 | TosaErrorValidator.evPadSmallerZero, |
| 3364 | TosaErrorValidator.evStrideSmallerOne, |
| 3365 | TosaErrorValidator.evDilationSmallerOne, |
| 3366 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3367 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3368 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3369 | ), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 3370 | "data_gen": { |
| 3371 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3372 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3373 | "template": True, |
| 3374 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3375 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3376 | "depthwise_conv2d_TEMPLATE": { |
| 3377 | "op": Op.DEPTHWISE_CONV2D, |
| 3378 | "operands": (1, 2), |
| 3379 | "filter": [1, 1], |
| 3380 | "rank": (4, 4), |
| 3381 | "build_fcn": ( |
| 3382 | build_depthwise_conv2d, |
| 3383 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3384 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3385 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3386 | ), |
| 3387 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3388 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3389 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3390 | "error_if_validators": ( |
| 3391 | TosaErrorValidator.evWrongInputType, |
| 3392 | TosaErrorValidator.evWrongOutputType, |
| 3393 | TosaErrorValidator.evWrongInputList, |
| 3394 | TosaErrorValidator.evWrongOutputList, |
| 3395 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3396 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3397 | TosaErrorValidator.evPadSmallerZero, |
| 3398 | TosaErrorValidator.evStrideSmallerOne, |
| 3399 | TosaErrorValidator.evDilationSmallerOne, |
| 3400 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3401 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3402 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3403 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 3404 | "data_gen": { |
| 3405 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3406 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3407 | "template": True, |
| 3408 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3409 | "fully_connected": { |
| 3410 | "op": Op.FULLY_CONNECTED, |
| 3411 | "operands": (1, 2), |
| 3412 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3413 | "build_fcn": ( |
| 3414 | build_fully_connected, |
| 3415 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3416 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3417 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3418 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3419 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3420 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3421 | "error_if_validators": ( |
| 3422 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3423 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3424 | TosaErrorValidator.evWrongRank, |
| 3425 | TosaErrorValidator.evWrongInputType, |
| 3426 | TosaErrorValidator.evWrongOutputType, |
| 3427 | TosaErrorValidator.evWrongInputList, |
| 3428 | TosaErrorValidator.evWrongOutputList, |
| 3429 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3430 | "data_gen": { |
| 3431 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3432 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3433 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3434 | "matmul": { |
| 3435 | "op": Op.MATMUL, |
| 3436 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3437 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3438 | "build_fcn": ( |
| 3439 | build_matmul, |
| 3440 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3441 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3442 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3443 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3444 | "qgen": TosaQuantGen.qgMatmul, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3445 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3446 | "error_if_validators": ( |
| 3447 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3448 | TosaErrorValidator.evWrongRank, |
| 3449 | TosaErrorValidator.evWrongInputType, |
| 3450 | TosaErrorValidator.evWrongOutputType, |
| 3451 | TosaErrorValidator.evWrongInputList, |
| 3452 | TosaErrorValidator.evWrongOutputList, |
| 3453 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3454 | "data_gen": { |
| 3455 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3456 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3457 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3458 | "max_pool2d": { |
| 3459 | "op": Op.MAX_POOL2D, |
| 3460 | "operands": (1, 0), |
| 3461 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3462 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3463 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3464 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3465 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3466 | TosaArgGen.agPooling, |
| 3467 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3468 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3469 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3470 | "error_if_validators": ( |
| 3471 | TosaErrorValidator.evKernelSmallerOne, |
| 3472 | TosaErrorValidator.evStrideSmallerOne, |
| 3473 | TosaErrorValidator.evPadSmallerZero, |
| 3474 | TosaErrorValidator.evWrongRank, |
| 3475 | TosaErrorValidator.evWrongInputType, |
| 3476 | TosaErrorValidator.evWrongOutputType, |
| 3477 | TosaErrorValidator.evWrongInputList, |
| 3478 | TosaErrorValidator.evWrongOutputList, |
| 3479 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3480 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3481 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3482 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3483 | "data_gen": { |
| 3484 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3485 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3486 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3487 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3488 | "transpose_conv2d_TEMPLATE": { |
| 3489 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3490 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3491 | "rank": (4, 4), |
| 3492 | "build_fcn": ( |
| 3493 | build_transpose_conv2d, |
| 3494 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3495 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3496 | TosaArgGen.agTransposeConv2D, |
| 3497 | ), |
| 3498 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3499 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3500 | "invalid_test_validators": ( |
| 3501 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3502 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3503 | ), |
| 3504 | "error_if_validators": ( |
| 3505 | TosaErrorValidator.evWrongInputType, |
| 3506 | TosaErrorValidator.evWrongOutputType, |
| 3507 | TosaErrorValidator.evWrongInputList, |
| 3508 | TosaErrorValidator.evWrongOutputList, |
| 3509 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3510 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3511 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3512 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3513 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3514 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3515 | ), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3516 | "data_gen": { |
| 3517 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3518 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3519 | "template": True, |
| 3520 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3521 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3522 | "clamp": { |
| 3523 | "op": Op.CLAMP, |
| 3524 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3525 | "build_fcn": ( |
| 3526 | build_clamp, |
| 3527 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3528 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3529 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3530 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3531 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3532 | "error_if_validators": ( |
| 3533 | TosaErrorValidator.evMaxSmallerMin, |
| 3534 | TosaErrorValidator.evWrongInputType, |
| 3535 | TosaErrorValidator.evWrongOutputType, |
| 3536 | TosaErrorValidator.evWrongInputList, |
| 3537 | TosaErrorValidator.evWrongOutputList, |
| 3538 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3539 | "data_gen": { |
| 3540 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3541 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3542 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3543 | "sigmoid": { |
| 3544 | "op": Op.SIGMOID, |
| 3545 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3546 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3547 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3548 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3549 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3550 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3551 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3552 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3553 | "error_if_validators": ( |
| 3554 | TosaErrorValidator.evWrongInputType, |
| 3555 | TosaErrorValidator.evWrongOutputType, |
| 3556 | TosaErrorValidator.evWrongInputList, |
| 3557 | TosaErrorValidator.evWrongOutputList, |
| 3558 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3559 | "data_gen": { |
| 3560 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3561 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3562 | }, |
| 3563 | "tanh": { |
| 3564 | "op": Op.TANH, |
| 3565 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3566 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3567 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3568 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3569 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3570 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3571 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3572 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3573 | "error_if_validators": ( |
| 3574 | TosaErrorValidator.evWrongInputType, |
| 3575 | TosaErrorValidator.evWrongOutputType, |
| 3576 | TosaErrorValidator.evWrongInputList, |
| 3577 | TosaErrorValidator.evWrongOutputList, |
| 3578 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3579 | "data_gen": { |
| 3580 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3581 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3582 | "compliance": { |
| 3583 | "abs_error_lower_bound": 0.5, |
| 3584 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3585 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3586 | "erf": { |
| 3587 | "op": Op.ERF, |
| 3588 | "operands": (1, 0), |
| 3589 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3590 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3591 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3592 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3593 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3594 | ), |
| 3595 | "types": TYPE_FP, |
| 3596 | "error_if_validators": ( |
| 3597 | TosaErrorValidator.evWrongInputType, |
| 3598 | TosaErrorValidator.evWrongOutputType, |
| 3599 | TosaErrorValidator.evWrongInputList, |
| 3600 | TosaErrorValidator.evWrongOutputList, |
| 3601 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3602 | "data_gen": { |
| 3603 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3604 | }, |
| 3605 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3606 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3607 | # Elementwise Binary Operators |
| 3608 | "add": { |
| 3609 | "op": Op.ADD, |
| 3610 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3611 | "build_fcn": ( |
| 3612 | build_binary_broadcast, |
| 3613 | TosaTensorGen.tgBroadcastFuzz, |
| 3614 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3615 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3616 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3617 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3618 | "error_if_validators": ( |
| 3619 | TosaErrorValidator.evRankMismatch, |
| 3620 | TosaErrorValidator.evWrongInputType, |
| 3621 | TosaErrorValidator.evWrongOutputType, |
| 3622 | TosaErrorValidator.evWrongInputList, |
| 3623 | TosaErrorValidator.evWrongOutputList, |
| 3624 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3625 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3626 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3627 | "data_gen": { |
| 3628 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3629 | }, |
| 3630 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3631 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3632 | "arithmetic_right_shift": { |
| 3633 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3634 | "operands": (2, 0), |
| 3635 | "build_fcn": ( |
| 3636 | build_arithmetic_right_shift, |
| 3637 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3638 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3639 | TosaArgGen.agArithmeticRightShift, |
| 3640 | ), |
| 3641 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3642 | "error_if_validators": ( |
| 3643 | TosaErrorValidator.evRankMismatch, |
| 3644 | TosaErrorValidator.evWrongInputType, |
| 3645 | TosaErrorValidator.evWrongOutputType, |
| 3646 | TosaErrorValidator.evWrongInputList, |
| 3647 | TosaErrorValidator.evWrongOutputList, |
| 3648 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3649 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3650 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3651 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3652 | "bitwise_and": { |
| 3653 | "op": Op.BITWISE_AND, |
| 3654 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3655 | "build_fcn": ( |
| 3656 | build_binary_broadcast, |
| 3657 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3658 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3659 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3660 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3661 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3662 | "error_if_validators": ( |
| 3663 | TosaErrorValidator.evRankMismatch, |
| 3664 | TosaErrorValidator.evWrongInputType, |
| 3665 | TosaErrorValidator.evWrongOutputType, |
| 3666 | TosaErrorValidator.evWrongInputList, |
| 3667 | TosaErrorValidator.evWrongOutputList, |
| 3668 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3669 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3670 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3671 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3672 | "bitwise_or": { |
| 3673 | "op": Op.BITWISE_OR, |
| 3674 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3675 | "build_fcn": ( |
| 3676 | build_binary_broadcast, |
| 3677 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3678 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3679 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3680 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3681 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3682 | "error_if_validators": ( |
| 3683 | TosaErrorValidator.evRankMismatch, |
| 3684 | TosaErrorValidator.evWrongInputType, |
| 3685 | TosaErrorValidator.evWrongOutputType, |
| 3686 | TosaErrorValidator.evWrongInputList, |
| 3687 | TosaErrorValidator.evWrongOutputList, |
| 3688 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3689 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3690 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3691 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3692 | "bitwise_xor": { |
| 3693 | "op": Op.BITWISE_XOR, |
| 3694 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3695 | "build_fcn": ( |
| 3696 | build_binary_broadcast, |
| 3697 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3698 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3699 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3700 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3701 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3702 | "error_if_validators": ( |
| 3703 | TosaErrorValidator.evRankMismatch, |
| 3704 | TosaErrorValidator.evWrongInputType, |
| 3705 | TosaErrorValidator.evWrongOutputType, |
| 3706 | TosaErrorValidator.evWrongInputList, |
| 3707 | TosaErrorValidator.evWrongOutputList, |
| 3708 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3709 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3710 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3711 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3712 | "intdiv": { |
| 3713 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3714 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3715 | "build_fcn": ( |
| 3716 | build_binary_broadcast, |
| 3717 | TosaTensorGen.tgBroadcastFuzz, |
| 3718 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3719 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3720 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3721 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3722 | "error_if_validators": ( |
| 3723 | TosaErrorValidator.evRankMismatch, |
| 3724 | TosaErrorValidator.evWrongInputType, |
| 3725 | TosaErrorValidator.evWrongOutputType, |
| 3726 | TosaErrorValidator.evWrongInputList, |
| 3727 | TosaErrorValidator.evWrongOutputList, |
| 3728 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3729 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3730 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3731 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3732 | "logical_and": { |
| 3733 | "op": Op.LOGICAL_AND, |
| 3734 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3735 | "build_fcn": ( |
| 3736 | build_binary_broadcast, |
| 3737 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3738 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3739 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3740 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3741 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3742 | "error_if_validators": ( |
| 3743 | TosaErrorValidator.evRankMismatch, |
| 3744 | TosaErrorValidator.evWrongInputType, |
| 3745 | TosaErrorValidator.evWrongOutputType, |
| 3746 | TosaErrorValidator.evWrongInputList, |
| 3747 | TosaErrorValidator.evWrongOutputList, |
| 3748 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3749 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3750 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3751 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3752 | "logical_left_shift": { |
| 3753 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3754 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3755 | "build_fcn": ( |
| 3756 | build_binary_broadcast, |
| 3757 | TosaTensorGen.tgBroadcastFuzz, |
| 3758 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3759 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3760 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3761 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3762 | "error_if_validators": ( |
| 3763 | TosaErrorValidator.evRankMismatch, |
| 3764 | TosaErrorValidator.evWrongInputType, |
| 3765 | TosaErrorValidator.evWrongOutputType, |
| 3766 | TosaErrorValidator.evWrongInputList, |
| 3767 | TosaErrorValidator.evWrongOutputList, |
| 3768 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3769 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3770 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3771 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3772 | "logical_right_shift": { |
| 3773 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3774 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3775 | "build_fcn": ( |
| 3776 | build_binary_broadcast, |
| 3777 | TosaTensorGen.tgBroadcastFuzz, |
| 3778 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3779 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3780 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3781 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3782 | "error_if_validators": ( |
| 3783 | TosaErrorValidator.evRankMismatch, |
| 3784 | TosaErrorValidator.evWrongInputType, |
| 3785 | TosaErrorValidator.evWrongOutputType, |
| 3786 | TosaErrorValidator.evWrongInputList, |
| 3787 | TosaErrorValidator.evWrongOutputList, |
| 3788 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3789 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3790 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3791 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3792 | "logical_or": { |
| 3793 | "op": Op.LOGICAL_OR, |
| 3794 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3795 | "build_fcn": ( |
| 3796 | build_binary_broadcast, |
| 3797 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3798 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3799 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3800 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3801 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3802 | "error_if_validators": ( |
| 3803 | TosaErrorValidator.evRankMismatch, |
| 3804 | TosaErrorValidator.evWrongInputType, |
| 3805 | TosaErrorValidator.evWrongOutputType, |
| 3806 | TosaErrorValidator.evWrongInputList, |
| 3807 | TosaErrorValidator.evWrongOutputList, |
| 3808 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3809 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3810 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3811 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3812 | "logical_xor": { |
| 3813 | "op": Op.LOGICAL_XOR, |
| 3814 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3815 | "build_fcn": ( |
| 3816 | build_binary_broadcast, |
| 3817 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3818 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3819 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3820 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3821 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3822 | "error_if_validators": ( |
| 3823 | TosaErrorValidator.evRankMismatch, |
| 3824 | TosaErrorValidator.evWrongInputType, |
| 3825 | TosaErrorValidator.evWrongOutputType, |
| 3826 | TosaErrorValidator.evWrongInputList, |
| 3827 | TosaErrorValidator.evWrongOutputList, |
| 3828 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3829 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3830 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3831 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3832 | "maximum": { |
| 3833 | "op": Op.MAXIMUM, |
| 3834 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3835 | "build_fcn": ( |
| 3836 | build_binary_broadcast, |
| 3837 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3838 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3839 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3840 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3841 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3842 | "error_if_validators": ( |
| 3843 | TosaErrorValidator.evRankMismatch, |
| 3844 | TosaErrorValidator.evWrongInputType, |
| 3845 | TosaErrorValidator.evWrongOutputType, |
| 3846 | TosaErrorValidator.evWrongInputList, |
| 3847 | TosaErrorValidator.evWrongOutputList, |
| 3848 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3849 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3850 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3851 | "data_gen": { |
| 3852 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3853 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3854 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3855 | "minimum": { |
| 3856 | "op": Op.MINIMUM, |
| 3857 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3858 | "build_fcn": ( |
| 3859 | build_binary_broadcast, |
| 3860 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3861 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3862 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3863 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3864 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3865 | "error_if_validators": ( |
| 3866 | TosaErrorValidator.evRankMismatch, |
| 3867 | TosaErrorValidator.evWrongInputType, |
| 3868 | TosaErrorValidator.evWrongOutputType, |
| 3869 | TosaErrorValidator.evWrongInputList, |
| 3870 | TosaErrorValidator.evWrongOutputList, |
| 3871 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3872 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3873 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3874 | "data_gen": { |
| 3875 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3876 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3877 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3878 | "mul": { |
| 3879 | "op": Op.MUL, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3880 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3881 | "build_fcn": ( |
| 3882 | build_mul, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3883 | TosaTensorGen.tgMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3884 | TosaTensorValuesGen.tvgMul, |
| 3885 | TosaArgGen.agMul, |
| 3886 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3887 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3888 | "error_if_validators": ( |
| 3889 | TosaErrorValidator.evWrongInputType, |
| 3890 | TosaErrorValidator.evWrongOutputType, |
| 3891 | TosaErrorValidator.evWrongInputList, |
| 3892 | TosaErrorValidator.evWrongOutputList, |
| 3893 | TosaErrorValidator.evRankMismatch, |
| 3894 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3895 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3896 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3897 | "data_gen": { |
| 3898 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3899 | }, |
| 3900 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3901 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3902 | "pow": { |
| 3903 | "op": Op.POW, |
| 3904 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3905 | "build_fcn": ( |
| 3906 | build_binary_broadcast, |
| 3907 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3908 | TosaTensorValuesGen.tvgPow, |
| 3909 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3910 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3911 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3912 | "error_if_validators": ( |
| 3913 | TosaErrorValidator.evRankMismatch, |
| 3914 | TosaErrorValidator.evWrongInputType, |
| 3915 | TosaErrorValidator.evWrongOutputType, |
| 3916 | TosaErrorValidator.evWrongInputList, |
| 3917 | TosaErrorValidator.evWrongOutputList, |
| 3918 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3919 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3920 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3921 | "data_gen": { |
| 3922 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3923 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3924 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3925 | "sub": { |
| 3926 | "op": Op.SUB, |
| 3927 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3928 | "build_fcn": ( |
| 3929 | build_binary_broadcast, |
| 3930 | TosaTensorGen.tgBroadcastFuzz, |
| 3931 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3932 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3933 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3934 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3935 | "error_if_validators": ( |
| 3936 | TosaErrorValidator.evRankMismatch, |
| 3937 | TosaErrorValidator.evWrongInputType, |
| 3938 | TosaErrorValidator.evWrongOutputType, |
| 3939 | TosaErrorValidator.evWrongInputList, |
| 3940 | TosaErrorValidator.evWrongOutputList, |
| 3941 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3942 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3943 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3944 | "data_gen": { |
| 3945 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3946 | }, |
| 3947 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3948 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3949 | "table": { |
| 3950 | "op": Op.TABLE, |
| 3951 | # Use the automatic generation functions to create the input array |
| 3952 | # but create the table tensor in the build function, as it may be |
| 3953 | # a different type from the input |
| 3954 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3955 | "build_fcn": ( |
| 3956 | build_table, |
| 3957 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3958 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3959 | TosaArgGen.agTable, |
| 3960 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3961 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3962 | "error_if_validators": ( |
| 3963 | TosaErrorValidator.evWrongInputType, |
| 3964 | TosaErrorValidator.evWrongOutputType, |
| 3965 | TosaErrorValidator.evWrongInputList, |
| 3966 | TosaErrorValidator.evWrongOutputList, |
| 3967 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3968 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3969 | # Elementwise Unary operators |
| 3970 | "abs": { |
| 3971 | "op": Op.ABS, |
| 3972 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3973 | "build_fcn": ( |
| 3974 | build_unary, |
| 3975 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3976 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3977 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3978 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3979 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3980 | "error_if_validators": ( |
| 3981 | TosaErrorValidator.evWrongInputType, |
| 3982 | TosaErrorValidator.evWrongOutputType, |
| 3983 | TosaErrorValidator.evWrongInputList, |
| 3984 | TosaErrorValidator.evWrongOutputList, |
| 3985 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3986 | "data_gen": { |
| 3987 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3988 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3989 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3990 | "bitwise_not": { |
| 3991 | "op": Op.BITWISE_NOT, |
| 3992 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3993 | "build_fcn": ( |
| 3994 | build_unary, |
| 3995 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3996 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3997 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3998 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3999 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4000 | "error_if_validators": ( |
| 4001 | TosaErrorValidator.evWrongInputType, |
| 4002 | TosaErrorValidator.evWrongOutputType, |
| 4003 | TosaErrorValidator.evWrongInputList, |
| 4004 | TosaErrorValidator.evWrongOutputList, |
| 4005 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4006 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4007 | "ceil": { |
| 4008 | "op": Op.CEIL, |
| 4009 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4010 | "build_fcn": ( |
| 4011 | build_unary, |
| 4012 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4013 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4014 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4015 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4016 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4017 | "error_if_validators": ( |
| 4018 | TosaErrorValidator.evWrongInputType, |
| 4019 | TosaErrorValidator.evWrongOutputType, |
| 4020 | TosaErrorValidator.evWrongInputList, |
| 4021 | TosaErrorValidator.evWrongOutputList, |
| 4022 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4023 | "data_gen": { |
| 4024 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4025 | }, |
| 4026 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4027 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4028 | "clz": { |
| 4029 | "op": Op.CLZ, |
| 4030 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4031 | "build_fcn": ( |
| 4032 | build_unary, |
| 4033 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4034 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4035 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4036 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4037 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4038 | "error_if_validators": ( |
| 4039 | TosaErrorValidator.evWrongInputType, |
| 4040 | TosaErrorValidator.evWrongOutputType, |
| 4041 | TosaErrorValidator.evWrongInputList, |
| 4042 | TosaErrorValidator.evWrongOutputList, |
| 4043 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4044 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4045 | "cos": { |
| 4046 | "op": Op.COS, |
| 4047 | "operands": (1, 0), |
| 4048 | "build_fcn": ( |
| 4049 | build_unary, |
| 4050 | TosaTensorGen.tgBasic, |
| 4051 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4052 | TosaArgGen.agNone, |
| 4053 | ), |
| 4054 | "types": TYPE_FP, |
| 4055 | "error_if_validators": ( |
| 4056 | TosaErrorValidator.evWrongInputType, |
| 4057 | TosaErrorValidator.evWrongOutputType, |
| 4058 | TosaErrorValidator.evWrongInputList, |
| 4059 | TosaErrorValidator.evWrongOutputList, |
| 4060 | ), |
| 4061 | "data_gen": { |
| 4062 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4063 | }, |
| 4064 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4065 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4066 | "exp": { |
| 4067 | "op": Op.EXP, |
| 4068 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4069 | "build_fcn": ( |
| 4070 | build_unary, |
| 4071 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4072 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4073 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4074 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4075 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4076 | "error_if_validators": ( |
| 4077 | TosaErrorValidator.evWrongInputType, |
| 4078 | TosaErrorValidator.evWrongOutputType, |
| 4079 | TosaErrorValidator.evWrongInputList, |
| 4080 | TosaErrorValidator.evWrongOutputList, |
| 4081 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4082 | "data_gen": { |
| 4083 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4084 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4085 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4086 | "floor": { |
| 4087 | "op": Op.FLOOR, |
| 4088 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4089 | "build_fcn": ( |
| 4090 | build_unary, |
| 4091 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4092 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4093 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4094 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4095 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4096 | "error_if_validators": ( |
| 4097 | TosaErrorValidator.evWrongInputType, |
| 4098 | TosaErrorValidator.evWrongOutputType, |
| 4099 | TosaErrorValidator.evWrongInputList, |
| 4100 | TosaErrorValidator.evWrongOutputList, |
| 4101 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4102 | "data_gen": { |
| 4103 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4104 | }, |
| 4105 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4106 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4107 | "log": { |
| 4108 | "op": Op.LOG, |
| 4109 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4110 | "build_fcn": ( |
| 4111 | build_unary, |
| 4112 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4113 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4114 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4115 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4116 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4117 | "error_if_validators": ( |
| 4118 | TosaErrorValidator.evWrongInputType, |
| 4119 | TosaErrorValidator.evWrongOutputType, |
| 4120 | TosaErrorValidator.evWrongInputList, |
| 4121 | TosaErrorValidator.evWrongOutputList, |
| 4122 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4123 | "data_gen": { |
| 4124 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4125 | }, |
| 4126 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4127 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4128 | "logical_not": { |
| 4129 | "op": Op.LOGICAL_NOT, |
| 4130 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4131 | "build_fcn": ( |
| 4132 | build_unary, |
| 4133 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4134 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4135 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4136 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4137 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4138 | "error_if_validators": ( |
| 4139 | TosaErrorValidator.evWrongInputType, |
| 4140 | TosaErrorValidator.evWrongOutputType, |
| 4141 | TosaErrorValidator.evWrongInputList, |
| 4142 | TosaErrorValidator.evWrongOutputList, |
| 4143 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4144 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4145 | "negate": { |
| 4146 | "op": Op.NEGATE, |
| 4147 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4148 | "build_fcn": ( |
| 4149 | build_unary, |
| 4150 | TosaTensorGen.tgBasic, |
| 4151 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4152 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4153 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4154 | "qgen": TosaQuantGen.qgUnary, |
| 4155 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4156 | "error_if_validators": ( |
| 4157 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4158 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4159 | TosaErrorValidator.evWrongInputType, |
| 4160 | TosaErrorValidator.evWrongOutputType, |
| 4161 | TosaErrorValidator.evWrongInputList, |
| 4162 | TosaErrorValidator.evWrongOutputList, |
| 4163 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4164 | "data_gen": { |
| 4165 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4166 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4167 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4168 | "reciprocal": { |
| 4169 | "op": Op.RECIPROCAL, |
| 4170 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4171 | "build_fcn": ( |
| 4172 | build_unary, |
| 4173 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4174 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4175 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4176 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4177 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4178 | "error_if_validators": ( |
| 4179 | TosaErrorValidator.evWrongInputType, |
| 4180 | TosaErrorValidator.evWrongOutputType, |
| 4181 | TosaErrorValidator.evWrongInputList, |
| 4182 | TosaErrorValidator.evWrongOutputList, |
| 4183 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4184 | "data_gen": { |
| 4185 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4186 | }, |
| 4187 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4188 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4189 | "rsqrt": { |
| 4190 | "op": Op.RSQRT, |
| 4191 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4192 | "build_fcn": ( |
| 4193 | build_unary, |
| 4194 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4195 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4196 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4197 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4198 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4199 | "error_if_validators": ( |
| 4200 | TosaErrorValidator.evWrongInputType, |
| 4201 | TosaErrorValidator.evWrongOutputType, |
| 4202 | TosaErrorValidator.evWrongInputList, |
| 4203 | TosaErrorValidator.evWrongOutputList, |
| 4204 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4205 | "data_gen": { |
| 4206 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4207 | }, |
| 4208 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4209 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4210 | "sin": { |
| 4211 | "op": Op.SIN, |
| 4212 | "operands": (1, 0), |
| 4213 | "build_fcn": ( |
| 4214 | build_unary, |
| 4215 | TosaTensorGen.tgBasic, |
| 4216 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4217 | TosaArgGen.agNone, |
| 4218 | ), |
| 4219 | "types": TYPE_FP, |
| 4220 | "error_if_validators": ( |
| 4221 | TosaErrorValidator.evWrongInputType, |
| 4222 | TosaErrorValidator.evWrongOutputType, |
| 4223 | TosaErrorValidator.evWrongInputList, |
| 4224 | TosaErrorValidator.evWrongOutputList, |
| 4225 | ), |
| 4226 | "data_gen": { |
| 4227 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4228 | }, |
| 4229 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4230 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4231 | # Elementwise Ternary operators |
| 4232 | "select": { |
| 4233 | "op": Op.SELECT, |
| 4234 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4235 | "build_fcn": ( |
| 4236 | build_select, |
| 4237 | TosaTensorGen.tgBroadcastFuzz, |
| 4238 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4239 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4240 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4241 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4242 | "error_if_validators": ( |
| 4243 | TosaErrorValidator.evRankMismatch, |
| 4244 | TosaErrorValidator.evWrongInputType, |
| 4245 | TosaErrorValidator.evWrongOutputType, |
| 4246 | TosaErrorValidator.evWrongInputList, |
| 4247 | TosaErrorValidator.evWrongOutputList, |
| 4248 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4249 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4250 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4251 | "data_gen": { |
| 4252 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4253 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4254 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4255 | # Comparison operators |
| 4256 | "equal": { |
| 4257 | "op": Op.EQUAL, |
| 4258 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4259 | "build_fcn": ( |
| 4260 | build_comparison, |
| 4261 | TosaTensorGen.tgBroadcastFuzz, |
| 4262 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4263 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4264 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4265 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4266 | "error_if_validators": ( |
| 4267 | TosaErrorValidator.evRankMismatch, |
| 4268 | TosaErrorValidator.evWrongInputType, |
| 4269 | TosaErrorValidator.evWrongOutputType, |
| 4270 | TosaErrorValidator.evWrongInputList, |
| 4271 | TosaErrorValidator.evWrongOutputList, |
| 4272 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4273 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4274 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4275 | "data_gen": { |
| 4276 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4277 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4278 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4279 | "greater_equal": { |
| 4280 | "op": Op.GREATER_EQUAL, |
| 4281 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4282 | "build_fcn": ( |
| 4283 | build_comparison, |
| 4284 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4285 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4286 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4287 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4288 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4289 | "error_if_validators": ( |
| 4290 | TosaErrorValidator.evRankMismatch, |
| 4291 | TosaErrorValidator.evWrongInputType, |
| 4292 | TosaErrorValidator.evWrongOutputType, |
| 4293 | TosaErrorValidator.evWrongInputList, |
| 4294 | TosaErrorValidator.evWrongOutputList, |
| 4295 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4296 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4297 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4298 | "data_gen": { |
| 4299 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4300 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4301 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4302 | "greater": { |
| 4303 | "op": Op.GREATER, |
| 4304 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4305 | "build_fcn": ( |
| 4306 | build_comparison, |
| 4307 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4308 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4309 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4310 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4311 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4312 | "error_if_validators": ( |
| 4313 | TosaErrorValidator.evRankMismatch, |
| 4314 | TosaErrorValidator.evWrongInputType, |
| 4315 | TosaErrorValidator.evWrongOutputType, |
| 4316 | TosaErrorValidator.evWrongInputList, |
| 4317 | TosaErrorValidator.evWrongOutputList, |
| 4318 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4319 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4320 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4321 | "data_gen": { |
| 4322 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4323 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4324 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4325 | # Reduction operators |
| 4326 | "reduce_all": { |
| 4327 | "op": Op.REDUCE_ALL, |
| 4328 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4329 | "build_fcn": ( |
| 4330 | build_reduce, |
| 4331 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4332 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4333 | TosaArgGen.agAxis, |
| 4334 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4335 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4336 | "error_if_validators": ( |
| 4337 | TosaErrorValidator.evAxisLargerRank, |
| 4338 | TosaErrorValidator.evAxisSmallerZero, |
| 4339 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4340 | TosaErrorValidator.evWrongInputType, |
| 4341 | TosaErrorValidator.evWrongOutputType, |
| 4342 | TosaErrorValidator.evWrongRank, |
| 4343 | TosaErrorValidator.evWrongInputList, |
| 4344 | TosaErrorValidator.evWrongOutputList, |
| 4345 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4346 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4347 | "reduce_any": { |
| 4348 | "op": Op.REDUCE_ANY, |
| 4349 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4350 | "build_fcn": ( |
| 4351 | build_reduce, |
| 4352 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4353 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4354 | TosaArgGen.agAxis, |
| 4355 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4356 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4357 | "error_if_validators": ( |
| 4358 | TosaErrorValidator.evAxisLargerRank, |
| 4359 | TosaErrorValidator.evAxisSmallerZero, |
| 4360 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4361 | TosaErrorValidator.evWrongInputType, |
| 4362 | TosaErrorValidator.evWrongOutputType, |
| 4363 | TosaErrorValidator.evWrongRank, |
| 4364 | TosaErrorValidator.evWrongInputList, |
| 4365 | TosaErrorValidator.evWrongOutputList, |
| 4366 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4367 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4368 | "reduce_max": { |
| 4369 | "op": Op.REDUCE_MAX, |
| 4370 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4371 | "build_fcn": ( |
| 4372 | build_reduce, |
| 4373 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4374 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4375 | TosaArgGen.agAxis, |
| 4376 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4377 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4378 | "error_if_validators": ( |
| 4379 | TosaErrorValidator.evAxisLargerRank, |
| 4380 | TosaErrorValidator.evAxisSmallerZero, |
| 4381 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4382 | TosaErrorValidator.evWrongInputType, |
| 4383 | TosaErrorValidator.evWrongOutputType, |
| 4384 | TosaErrorValidator.evWrongRank, |
| 4385 | TosaErrorValidator.evWrongInputList, |
| 4386 | TosaErrorValidator.evWrongOutputList, |
| 4387 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4388 | "data_gen": { |
| 4389 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4390 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4391 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4392 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4393 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4394 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4395 | "build_fcn": ( |
| 4396 | build_reduce, |
| 4397 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4398 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4399 | TosaArgGen.agAxis, |
| 4400 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4401 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4402 | "error_if_validators": ( |
| 4403 | TosaErrorValidator.evAxisLargerRank, |
| 4404 | TosaErrorValidator.evAxisSmallerZero, |
| 4405 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4406 | TosaErrorValidator.evWrongInputType, |
| 4407 | TosaErrorValidator.evWrongOutputType, |
| 4408 | TosaErrorValidator.evWrongRank, |
| 4409 | TosaErrorValidator.evWrongInputList, |
| 4410 | TosaErrorValidator.evWrongOutputList, |
| 4411 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4412 | "data_gen": { |
| 4413 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4414 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4415 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4416 | "reduce_product": { |
| 4417 | "op": Op.REDUCE_PRODUCT, |
| 4418 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4419 | "build_fcn": ( |
| 4420 | build_reduce, |
| 4421 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4422 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4423 | TosaArgGen.agAxis, |
| 4424 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4425 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4426 | "error_if_validators": ( |
| 4427 | TosaErrorValidator.evAxisLargerRank, |
| 4428 | TosaErrorValidator.evAxisSmallerZero, |
| 4429 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4430 | TosaErrorValidator.evWrongInputType, |
| 4431 | TosaErrorValidator.evWrongOutputType, |
| 4432 | TosaErrorValidator.evWrongRank, |
| 4433 | TosaErrorValidator.evWrongInputList, |
| 4434 | TosaErrorValidator.evWrongOutputList, |
| 4435 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4436 | "data_gen": { |
| 4437 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4438 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4439 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4440 | "reduce_sum": { |
| 4441 | "op": Op.REDUCE_SUM, |
| 4442 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4443 | "build_fcn": ( |
| 4444 | build_reduce, |
| 4445 | TosaTensorGen.tgBasic, |
| 4446 | TosaTensorValuesGen.tvgReduceSum, |
| 4447 | TosaArgGen.agAxis, |
| 4448 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4449 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4450 | "error_if_validators": ( |
| 4451 | TosaErrorValidator.evAxisLargerRank, |
| 4452 | TosaErrorValidator.evAxisSmallerZero, |
| 4453 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4454 | TosaErrorValidator.evWrongInputType, |
| 4455 | TosaErrorValidator.evWrongOutputType, |
| 4456 | TosaErrorValidator.evWrongRank, |
| 4457 | TosaErrorValidator.evWrongInputList, |
| 4458 | TosaErrorValidator.evWrongOutputList, |
| 4459 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4460 | "data_gen": { |
| 4461 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4462 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4463 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4464 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4465 | "concat": { |
| 4466 | "op": Op.CONCAT, |
| 4467 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4468 | "build_fcn": ( |
| 4469 | build_concat, |
| 4470 | TosaTensorGen.tgConcat, |
| 4471 | TosaTensorValuesGen.tvgConcat, |
| 4472 | TosaArgGen.agAxis, |
| 4473 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4474 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4475 | "error_if_validators": ( |
| 4476 | TosaErrorValidator.evAxisLargerRank, |
| 4477 | TosaErrorValidator.evAxisSmallerZero, |
| 4478 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4479 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4480 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4481 | TosaErrorValidator.evWrongInputType, |
| 4482 | TosaErrorValidator.evWrongOutputType, |
| 4483 | TosaErrorValidator.evWrongOutputList, |
| 4484 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4485 | "data_gen": { |
| 4486 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4487 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4488 | }, |
| 4489 | "pad": { |
| 4490 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4491 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4492 | "build_fcn": ( |
| 4493 | build_pad, |
| 4494 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4495 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4496 | TosaArgGen.agPad, |
| 4497 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4498 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4499 | "error_if_validators": ( |
| 4500 | TosaErrorValidator.evWrongInputType, |
| 4501 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4502 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4503 | TosaErrorValidator.evWrongOutputType, |
| 4504 | TosaErrorValidator.evWrongInputList, |
| 4505 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4506 | TosaErrorValidator.evRankMismatch, |
| 4507 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4508 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4509 | "data_gen": { |
| 4510 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4511 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4512 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4513 | "dim": { |
| 4514 | "op": Op.DIM, |
| 4515 | "operands": (1, 0), |
| 4516 | "build_fcn": ( |
| 4517 | build_dim, |
| 4518 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4519 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4520 | TosaArgGen.agAxis, |
| 4521 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4522 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4523 | "error_if_validators": ( |
| 4524 | TosaErrorValidator.evAxisLargerRank, |
| 4525 | TosaErrorValidator.evAxisSmallerZero, |
| 4526 | TosaErrorValidator.evWrongInputType, |
| 4527 | TosaErrorValidator.evWrongInputList, |
| 4528 | TosaErrorValidator.evWrongOutputList, |
| 4529 | TosaErrorValidator.evWrongRank, |
| 4530 | ), |
| 4531 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4532 | "reshape": { |
| 4533 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4534 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4535 | "build_fcn": ( |
| 4536 | build_reshape, |
| 4537 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4538 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4539 | TosaArgGen.agReshape, |
| 4540 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4541 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4542 | "error_if_validators": ( |
| 4543 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4544 | TosaErrorValidator.evWrongInputType, |
| 4545 | TosaErrorValidator.evWrongOutputType, |
| 4546 | TosaErrorValidator.evWrongInputList, |
| 4547 | TosaErrorValidator.evWrongOutputList, |
| 4548 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4549 | "data_gen": { |
| 4550 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4551 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4552 | }, |
| 4553 | "reverse": { |
| 4554 | "op": Op.REVERSE, |
| 4555 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4556 | "build_fcn": ( |
| 4557 | build_reverse, |
| 4558 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4559 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4560 | TosaArgGen.agAxis, |
| 4561 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4562 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4563 | "error_if_validators": ( |
| 4564 | TosaErrorValidator.evAxisSmallerZero, |
| 4565 | TosaErrorValidator.evAxisLargerRank, |
| 4566 | TosaErrorValidator.evWrongInputType, |
| 4567 | TosaErrorValidator.evWrongOutputType, |
| 4568 | TosaErrorValidator.evWrongInputList, |
| 4569 | TosaErrorValidator.evWrongOutputList, |
| 4570 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4571 | "data_gen": { |
| 4572 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4573 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4574 | }, |
| 4575 | "slice": { |
| 4576 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4577 | "operands": (3, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4578 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4579 | "build_fcn": ( |
| 4580 | build_slice, |
| 4581 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4582 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4583 | TosaArgGen.agSlice, |
| 4584 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4585 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4586 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4587 | # TODO Turn off these error categories for now as the reference |
| 4588 | # model cannot allocate memory space for empty tensor. We probably |
| 4589 | # can report an accurate error messege at the right place during |
| 4590 | # exeuction. |
| 4591 | # TosaErrorValidator.evStartSmallerZero, |
| 4592 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4593 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4594 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4595 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4596 | TosaErrorValidator.evWrongRank, |
| 4597 | TosaErrorValidator.evWrongInputType, |
| 4598 | TosaErrorValidator.evWrongOutputType, |
| 4599 | TosaErrorValidator.evWrongInputList, |
| 4600 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4601 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4602 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4603 | "data_gen": { |
| 4604 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4605 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4606 | }, |
| 4607 | "tile": { |
| 4608 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4609 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4610 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4611 | "build_fcn": ( |
| 4612 | build_tile, |
| 4613 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4614 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4615 | TosaArgGen.agTile, |
| 4616 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4617 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4618 | "error_if_validators": ( |
| 4619 | TosaErrorValidator.evWrongInputType, |
| 4620 | TosaErrorValidator.evWrongOutputType, |
| 4621 | TosaErrorValidator.evWrongInputList, |
| 4622 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4623 | TosaErrorValidator.evRankMismatch, |
| 4624 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4625 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4626 | "data_gen": { |
| 4627 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4628 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4629 | }, |
| 4630 | "transpose": { |
| 4631 | "op": Op.TRANSPOSE, |
| 4632 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4633 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4634 | "build_fcn": ( |
| 4635 | build_transpose, |
| 4636 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4637 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4638 | TosaArgGen.agTranspose, |
| 4639 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4640 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4641 | "error_if_validators": ( |
| 4642 | TosaErrorValidator.evIndexOutsideBounds, |
| 4643 | TosaErrorValidator.evIndexUsedTwice, |
| 4644 | TosaErrorValidator.evWrongInputType, |
| 4645 | TosaErrorValidator.evWrongOutputType, |
| 4646 | TosaErrorValidator.evWrongInputList, |
| 4647 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4648 | TosaErrorValidator.evWrongRank, |
| 4649 | TosaErrorValidator.evRankMismatch, |
| 4650 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4651 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4652 | "data_gen": { |
| 4653 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4654 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4655 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4656 | # Data nodes |
| 4657 | "const": { |
| 4658 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4659 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4660 | "build_fcn": ( |
| 4661 | build_const, |
| 4662 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4663 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4664 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4665 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4666 | "types": TYPE_FIB + [DType.INT48, DType.FP8E4M3, DType.FP8E5M2], |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4667 | "data_gen": { |
| 4668 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4669 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4670 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4671 | "identity": { |
| 4672 | "op": Op.IDENTITY, |
| 4673 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4674 | "build_fcn": ( |
| 4675 | build_unary, |
| 4676 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4677 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4678 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4679 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4680 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4681 | "data_gen": { |
| 4682 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4683 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4684 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4685 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4686 | "gather": { |
| 4687 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4688 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4689 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4690 | "build_fcn": ( |
| 4691 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4692 | TosaTensorGen.tgGather, |
| 4693 | TosaTensorValuesGen.tvgGather, |
| 4694 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4695 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4696 | "types": ( |
| 4697 | DType.INT8, |
| 4698 | DType.INT16, |
| 4699 | DType.INT32, |
| 4700 | DType.FP16, |
| 4701 | DType.BF16, |
| 4702 | DType.FP32, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4703 | DType.FP8E4M3, |
| 4704 | DType.FP8E5M2, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4705 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4706 | "error_if_validators": ( |
| 4707 | TosaErrorValidator.evWrongInputType, |
| 4708 | TosaErrorValidator.evWrongOutputType, |
| 4709 | TosaErrorValidator.evWrongInputList, |
| 4710 | TosaErrorValidator.evWrongOutputList, |
| 4711 | TosaErrorValidator.evWrongRank, |
| 4712 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4713 | "data_gen": { |
| 4714 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4715 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4716 | }, |
| 4717 | "scatter": { |
| 4718 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4719 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4720 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4721 | "build_fcn": ( |
| 4722 | build_scatter, |
| 4723 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4724 | TosaTensorValuesGen.tvgScatter, |
| 4725 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4726 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4727 | "types": TYPE_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4728 | "error_if_validators": ( |
| 4729 | TosaErrorValidator.evWrongInputType, |
| 4730 | TosaErrorValidator.evWrongOutputType, |
| 4731 | TosaErrorValidator.evWrongInputList, |
| 4732 | TosaErrorValidator.evWrongOutputList, |
| 4733 | TosaErrorValidator.evWrongRank, |
| 4734 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4735 | "data_gen": { |
| 4736 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4737 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4738 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4739 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4740 | "resize": { |
| 4741 | "op": Op.RESIZE, |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 4742 | "operands": (4, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4743 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4744 | "build_fcn": ( |
| 4745 | build_resize, |
| 4746 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4747 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4748 | TosaArgGen.agResize, |
| 4749 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4750 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4751 | "invalid_test_validators": ( |
| 4752 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4753 | ), |
| 4754 | "error_if_validators": ( |
| 4755 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4756 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4757 | TosaErrorValidator.evScaleNLargerMax, |
| 4758 | TosaErrorValidator.evScaleDLargerMax, |
| 4759 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4760 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4761 | TosaErrorValidator.evBorderSmallerMin, |
| 4762 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4763 | TosaErrorValidator.evWrongInputType, |
| 4764 | TosaErrorValidator.evWrongOutputType, |
| 4765 | TosaErrorValidator.evWrongRank, |
| 4766 | TosaErrorValidator.evWrongInputList, |
| 4767 | TosaErrorValidator.evWrongOutputList, |
| 4768 | TosaErrorValidator.evBatchMismatch, |
| 4769 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4770 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4771 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4772 | ), |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4773 | "data_gen": { |
| 4774 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4775 | }, |
| 4776 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4777 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4778 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4779 | "cast": { |
| 4780 | "op": Op.CAST, |
| 4781 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4782 | "build_fcn": ( |
| 4783 | build_cast, |
| 4784 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4785 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4786 | TosaArgGen.agCast, |
| 4787 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4788 | "types": ( |
| 4789 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4790 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4791 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4792 | DType.INT8, |
| 4793 | DType.INT16, |
| 4794 | DType.INT32, |
| 4795 | DType.BOOL, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4796 | DType.FP8E4M3, |
| 4797 | DType.FP8E5M2, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4798 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4799 | "error_if_validators": ( |
| 4800 | TosaErrorValidator.evWrongInputType, |
| 4801 | TosaErrorValidator.evWrongOutputType, |
| 4802 | TosaErrorValidator.evWrongInputList, |
| 4803 | TosaErrorValidator.evWrongOutputList, |
| 4804 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4805 | "data_gen": { |
| 4806 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4807 | }, |
| 4808 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4809 | }, |
| 4810 | "rescale": { |
| 4811 | "op": Op.RESCALE, |
| 4812 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4813 | "build_fcn": ( |
| 4814 | build_rescale, |
| 4815 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 4816 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4817 | TosaArgGen.agRescale, |
| 4818 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4819 | "types": [ |
| 4820 | DType.UINT8, |
| 4821 | DType.INT8, |
| 4822 | DType.INT16, |
| 4823 | DType.INT32, |
| 4824 | DType.INT48, |
| 4825 | DType.UINT16, |
| 4826 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4827 | "error_if_validators": ( |
| 4828 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4829 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4830 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4831 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4832 | TosaErrorValidator.evScaleTrue, |
| 4833 | TosaErrorValidator.evScaleNotTrue, |
| 4834 | TosaErrorValidator.evWrongInputType, |
| 4835 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4836 | TosaErrorValidator.evWrongInputList, |
| 4837 | TosaErrorValidator.evWrongOutputList, |
| 4838 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4839 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4840 | # Custom |
| 4841 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4842 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4843 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4844 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4845 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4846 | "cond_if_const": { |
| 4847 | "op": Op.COND_IF, |
| 4848 | "operands": (0, 2), |
| 4849 | "build_fcn": ( |
| 4850 | build_cond_if_const, |
| 4851 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4852 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4853 | TosaArgGen.agCondIf, |
| 4854 | ), |
| 4855 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4856 | "error_if_validators": ( |
| 4857 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4858 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4859 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4860 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4861 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4862 | }, |
| 4863 | "cond_if_binary": { |
| 4864 | "op": Op.COND_IF, |
| 4865 | "operands": (2, 0), |
| 4866 | "build_fcn": ( |
| 4867 | build_cond_if_binary, |
| 4868 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4869 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4870 | TosaArgGen.agCondIf, |
| 4871 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4872 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4873 | "error_if_validators": ( |
| 4874 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4875 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4876 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4877 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4878 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4879 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4880 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4881 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4882 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4883 | "while_loop": { |
| 4884 | "op": Op.WHILE_LOOP, |
| 4885 | "operands": (0, 1), |
| 4886 | "build_fcn": ( |
| 4887 | build_while_loop, |
| 4888 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4889 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4890 | TosaArgGen.agWhileLoop, |
| 4891 | ), |
| 4892 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4893 | "error_if_validators": ( |
| 4894 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4895 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4896 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4897 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4898 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4899 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4900 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4901 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4902 | "fft2d": { |
| 4903 | "op": Op.FFT2D, |
| 4904 | "operands": (2, 0), |
| 4905 | "rank": (3, 3), |
| 4906 | "build_fcn": ( |
| 4907 | build_fft2d, |
| 4908 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4909 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4910 | TosaArgGen.agFFT2d, |
| 4911 | ), |
| 4912 | "types": [DType.FP32], |
| 4913 | "error_if_validators": ( |
| 4914 | TosaErrorValidator.evWrongInputType, |
| 4915 | TosaErrorValidator.evWrongOutputType, |
| 4916 | TosaErrorValidator.evWrongInputList, |
| 4917 | TosaErrorValidator.evWrongOutputList, |
| 4918 | TosaErrorValidator.evWrongRank, |
| 4919 | TosaErrorValidator.evBatchMismatch, |
| 4920 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4921 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4922 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4923 | ), |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4924 | "data_gen": { |
| 4925 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4926 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4927 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4928 | "rfft2d": { |
| 4929 | "op": Op.RFFT2D, |
| 4930 | "operands": (1, 0), |
| 4931 | "rank": (3, 3), |
| 4932 | "build_fcn": ( |
| 4933 | build_rfft2d, |
| 4934 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4935 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4936 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4937 | ), |
| 4938 | "types": [DType.FP32], |
| 4939 | "error_if_validators": ( |
| 4940 | TosaErrorValidator.evWrongInputType, |
| 4941 | TosaErrorValidator.evWrongOutputType, |
| 4942 | TosaErrorValidator.evWrongInputList, |
| 4943 | TosaErrorValidator.evWrongOutputList, |
| 4944 | TosaErrorValidator.evWrongRank, |
| 4945 | TosaErrorValidator.evBatchMismatch, |
| 4946 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4947 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4948 | ), |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4949 | "data_gen": { |
| 4950 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4951 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4952 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4953 | # Shape |
| 4954 | "add_shape": { |
| 4955 | "op": Op.ADD_SHAPE, |
| 4956 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4957 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4958 | "build_fcn": ( |
| 4959 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4960 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4961 | TosaTensorValuesGen.tvgAddSub, |
| 4962 | TosaArgGen.agNone, |
| 4963 | ), |
| 4964 | "types": [DType.SHAPE], |
| 4965 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4966 | }, |
| 4967 | "sub_shape": { |
| 4968 | "op": Op.SUB_SHAPE, |
| 4969 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4970 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4971 | "build_fcn": ( |
| 4972 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4973 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4974 | TosaTensorValuesGen.tvgAddSub, |
| 4975 | TosaArgGen.agNone, |
| 4976 | ), |
| 4977 | "types": [DType.SHAPE], |
| 4978 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4979 | }, |
| 4980 | "mul_shape": { |
| 4981 | "op": Op.MUL_SHAPE, |
| 4982 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4983 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4984 | "build_fcn": ( |
| 4985 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4986 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4987 | TosaTensorValuesGen.tvgMul, |
| 4988 | TosaArgGen.agNone, |
| 4989 | ), |
| 4990 | "types": [DType.SHAPE], |
| 4991 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4992 | }, |
| 4993 | "div_shape": { |
| 4994 | "op": Op.DIV_SHAPE, |
| 4995 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4996 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4997 | "build_fcn": ( |
| 4998 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4999 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5000 | TosaTensorValuesGen.tvgIntDiv, |
| 5001 | TosaArgGen.agNone, |
| 5002 | ), |
| 5003 | "types": [DType.SHAPE], |
| 5004 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5005 | }, |
| 5006 | "concat_shape": { |
| 5007 | "op": Op.CONCAT_SHAPE, |
| 5008 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5009 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5010 | "build_fcn": ( |
| 5011 | build_concat, |
| 5012 | TosaTensorGen.tgConcat, |
| 5013 | TosaTensorValuesGen.tvgConcat, |
| 5014 | TosaArgGen.agNone, |
| 5015 | ), |
| 5016 | "types": [DType.SHAPE], |
| 5017 | "error_if_validators": (), |
| 5018 | }, |
| 5019 | "const_shape": { |
| 5020 | "op": Op.CONST_SHAPE, |
| 5021 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5022 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5023 | "build_fcn": ( |
| 5024 | build_const, |
| 5025 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 5026 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 5027 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5028 | ), |
| 5029 | "types": [DType.SHAPE], |
| 5030 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5031 | } |
| 5032 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5033 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5034 | class OutputShaper: |
| 5035 | # Methods in this class compute the expected output shape and datatype |
| 5036 | # for common classes of operations |
| 5037 | def __init__(self): |
| 5038 | pass |
| 5039 | |
| 5040 | # These methods return arguments that can be used for |
| 5041 | # creating a new output tensor |
| 5042 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5043 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 5044 | if error_name != ErrorIf.RankMismatch: |
| 5045 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5046 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5047 | |
| 5048 | shape = [] |
| 5049 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5050 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5051 | shape.append(b.shape[i]) |
| 5052 | else: |
| 5053 | shape.append(a.shape[i]) |
| 5054 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5055 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5056 | if error_name == ErrorIf.DimensionMismatch: |
| 5057 | shape[fuzz_idx] += 1 |
| 5058 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5059 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5060 | all_dtypes = [ |
| 5061 | DType.INT8, |
| 5062 | DType.INT16, |
| 5063 | DType.INT32, |
| 5064 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5065 | DType.FP16, |
| 5066 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5067 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5068 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5069 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5070 | outputDType = rng.choice(wrong_dtypes) |
| 5071 | else: |
| 5072 | outputDType = a.dtype |
| 5073 | |
| 5074 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5075 | |
| 5076 | @staticmethod |
| 5077 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5078 | assert len(a.shape) == len(b.shape) |
| 5079 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5080 | |
| 5081 | shape = [] |
| 5082 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5083 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5084 | shape.append(a.shape[i]) |
| 5085 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5086 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5087 | |
| 5088 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5089 | def unaryOp(ser, rng, a, error_name=None): |
| 5090 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5091 | all_dtypes = [ |
| 5092 | DType.INT8, |
| 5093 | DType.INT16, |
| 5094 | DType.INT32, |
| 5095 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5096 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5097 | DType.FP16, |
| 5098 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5099 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5100 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5101 | outputDType = rng.choice(wrong_dtypes) |
| 5102 | else: |
| 5103 | outputDType = a.dtype |
| 5104 | |
| 5105 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5106 | |
| 5107 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5108 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5109 | if error_name != ErrorIf.RankMismatch: |
| 5110 | 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] | 5111 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5112 | |
| 5113 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5114 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5115 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5116 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 5117 | else: |
| 5118 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5119 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5120 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5121 | if error_name == ErrorIf.DimensionMismatch: |
| 5122 | shape[fuzz_idx] += 1 |
| 5123 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5124 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5125 | all_dtypes = [ |
| 5126 | DType.INT8, |
| 5127 | DType.INT16, |
| 5128 | DType.INT32, |
| 5129 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5130 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5131 | DType.FP16, |
| 5132 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5133 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5134 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5135 | outputDType = rng.choice(wrong_dtypes) |
| 5136 | else: |
| 5137 | outputDType = a.dtype |
| 5138 | |
| 5139 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5140 | |
| 5141 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5142 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5143 | if error_name != ErrorIf.RankMismatch: |
| 5144 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5145 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5146 | |
| 5147 | # Do broadcast |
| 5148 | shape = [] |
| 5149 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5150 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5151 | shape.append(b.shape[i]) |
| 5152 | else: |
| 5153 | shape.append(a.shape[i]) |
| 5154 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5155 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5156 | if error_name == ErrorIf.DimensionMismatch: |
| 5157 | shape[fuzz_idx] += 1 |
| 5158 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5159 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5160 | wrong_dtypes = [ |
| 5161 | DType.INT8, |
| 5162 | DType.INT16, |
| 5163 | DType.INT32, |
| 5164 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5165 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5166 | DType.FP16, |
| 5167 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5168 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5169 | outputDType = rng.choice(wrong_dtypes) |
| 5170 | else: |
| 5171 | outputDType = DType.BOOL |
| 5172 | |
| 5173 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5174 | |
| 5175 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5176 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5177 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5178 | if error_name not in [ |
| 5179 | ErrorIf.AxisSmallerZero, |
| 5180 | ErrorIf.AxisLargerRank, |
| 5181 | ErrorIf.ShapeOfAxisNotOne, |
| 5182 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5183 | shape[axis] = 1 |
| 5184 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5185 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5186 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5187 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5188 | all_dtypes = [ |
| 5189 | DType.INT8, |
| 5190 | DType.INT16, |
| 5191 | DType.INT32, |
| 5192 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5193 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5194 | DType.FP16, |
| 5195 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5196 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5197 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5198 | outputDType = rng.choice(wrong_dtypes) |
| 5199 | else: |
| 5200 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5201 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5202 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5203 | |
| 5204 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5205 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5206 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5207 | |
| 5208 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5209 | del shape[axis] |
| 5210 | |
| 5211 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5212 | remove = rng.choice([True, False]) |
| 5213 | if remove and len(shape) > 1: |
| 5214 | del shape[0] |
| 5215 | else: |
| 5216 | shape.append(1) |
| 5217 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5218 | for i in range(len(shape)): |
| 5219 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5220 | |
| 5221 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5222 | all_dtypes = [ |
| 5223 | DType.INT8, |
| 5224 | DType.INT16, |
| 5225 | DType.INT32, |
| 5226 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5227 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5228 | DType.FP16, |
| 5229 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5230 | DType.FP8E4M3, |
| 5231 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5232 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5233 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5234 | outputDType = rng.choice(wrong_dtypes) |
| 5235 | else: |
| 5236 | outputDType = DType.INT32 |
| 5237 | |
| 5238 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5239 | |
| 5240 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5241 | def conv2dOp( |
| 5242 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5243 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5244 | |
| 5245 | # IFM: NHWC |
| 5246 | # Filter: OHWI |
| 5247 | # OFM: NHWC |
| 5248 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5249 | h = ( |
| 5250 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5251 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5252 | + padding[0] |
| 5253 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5254 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5255 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5256 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5257 | w = ( |
| 5258 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5259 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5260 | + padding[2] |
| 5261 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5262 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5263 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5264 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5265 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5266 | choices = [1, 2, 3] |
| 5267 | change = rng.choice(choices) |
| 5268 | # increment in multiples of stride to not hit non-integer error case |
| 5269 | if change in [1, 3]: |
| 5270 | h = h + (rng.choice(choices) * strides[0]) |
| 5271 | if change in [2, 3]: |
| 5272 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5273 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5274 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5275 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5276 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5277 | # Pick some potentially correct output dtype if input type is incorrect |
| 5278 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5279 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5280 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5281 | |
| 5282 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5283 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5284 | excludes = [DType.FP16, DType.FP32] |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5285 | if ifm.dtype in [DType.FP8E4M3, DType.FP8E5M2]: |
| 5286 | excludes = [DType.FP16] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5287 | else: |
| 5288 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5289 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5290 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5291 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5292 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5293 | |
| 5294 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5295 | def conv3dOp( |
| 5296 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5297 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5298 | |
| 5299 | # IFM: NDHWC |
| 5300 | # Filter: ODHWI |
| 5301 | # OFM: NDHWC |
| 5302 | |
| 5303 | d = ( |
| 5304 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5305 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5306 | + padding[0] |
| 5307 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5308 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5309 | ) // strides[0] + 1 |
| 5310 | |
| 5311 | h = ( |
| 5312 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5313 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5314 | + padding[2] |
| 5315 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5316 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5317 | ) // strides[1] + 1 |
| 5318 | |
| 5319 | w = ( |
| 5320 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5321 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5322 | + padding[4] |
| 5323 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5324 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5325 | ) // strides[2] + 1 |
| 5326 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5327 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5328 | choices = [1, 2, 3, 4] |
| 5329 | change = rng.choice(choices) |
| 5330 | # increment in multiples of stride to not hit non-integer error case |
| 5331 | if change in [1, 4]: |
| 5332 | d = d + (rng.choice(choices) * strides[0]) |
| 5333 | if change in [2, 4]: |
| 5334 | h = h + (rng.choice(choices) * strides[1]) |
| 5335 | if change in [3, 4]: |
| 5336 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5337 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5338 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 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 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -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) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5353 | |
| 5354 | return ser.addOutput(ofm_shape, out_dtype) |
| 5355 | |
| 5356 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5357 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5358 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5359 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5360 | # IFM: NHWC |
| 5361 | # Filter: HWCM |
| 5362 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5363 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5364 | h = ( |
| 5365 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5366 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5367 | + padding[0] |
| 5368 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5369 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5370 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5371 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5372 | w = ( |
| 5373 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5374 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5375 | + padding[2] |
| 5376 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5377 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5378 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5379 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5380 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5381 | choices = [1, 2, 3] |
| 5382 | change = rng.choice(choices) |
| 5383 | # increment in multiples of stride to not hit non-integer error case |
| 5384 | if change in [1, 3]: |
| 5385 | h = h + (rng.choice(choices) * strides[0]) |
| 5386 | if change in [2, 3]: |
| 5387 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5388 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5389 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5390 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5391 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5392 | # Pick some potentially correct output dtype if input type is incorrect |
| 5393 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5394 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5395 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5396 | |
| 5397 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5398 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5399 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5400 | else: |
| 5401 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5402 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5403 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5404 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5405 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5406 | |
| 5407 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5408 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5409 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5410 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5411 | # 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] | 5412 | h = 1 |
| 5413 | w = 1 |
| 5414 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5415 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5416 | 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] | 5417 | |
| 5418 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5419 | choices = [1, 2, 3] |
| 5420 | change = rng.choice(choices) |
| 5421 | # increment in multiples of stride to not hit non-integer error case |
| 5422 | if change in [1, 3]: |
| 5423 | h = h + (rng.choice(choices) * stride[0]) |
| 5424 | if change in [2, 3]: |
| 5425 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5426 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5427 | |
| 5428 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5429 | all_dtypes = [ |
| 5430 | DType.INT8, |
| 5431 | DType.INT16, |
| 5432 | DType.INT32, |
| 5433 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5434 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5435 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5436 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5437 | DType.FP8E4M3, |
| 5438 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5439 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5440 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5441 | outputDType = rng.choice(wrong_dtypes) |
| 5442 | else: |
| 5443 | outputDType = ifm.dtype |
| 5444 | |
| 5445 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5446 | |
| 5447 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5448 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5449 | # input: N, IC |
| 5450 | # filter: OC, IC |
| 5451 | # output: N, OC |
| 5452 | |
| 5453 | output_shape = [input.shape[0], filter.shape[0]] |
| 5454 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5455 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5456 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5457 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5458 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5459 | |
| 5460 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5461 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5462 | # a: N, H, C |
| 5463 | # b: N, C, W |
| 5464 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5465 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5466 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5467 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5468 | if error_name == ErrorIf.WrongOutputType: |
| 5469 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5470 | incorrect_types = ( |
| 5471 | DType.INT4, |
| 5472 | DType.INT8, |
| 5473 | DType.INT16, |
| 5474 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5475 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5476 | DType.FP16, |
| 5477 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5478 | DType.FP8E4M3, |
| 5479 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5480 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5481 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5482 | incorrect_types = ( |
| 5483 | DType.INT4, |
| 5484 | DType.INT8, |
| 5485 | DType.INT16, |
| 5486 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5487 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5488 | DType.FP16, |
| 5489 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5490 | DType.FP8E4M3, |
| 5491 | DType.FP8E5M2, |
| 5492 | ) |
| 5493 | elif a.dtype == DType.FP8E4M3 or a.dtype == DType.FP8E5M2: |
| 5494 | incorrect_types = ( |
| 5495 | DType.INT4, |
| 5496 | DType.INT8, |
| 5497 | DType.INT16, |
| 5498 | DType.INT32, |
| 5499 | DType.INT48, |
| 5500 | DType.FP32, |
| 5501 | DType.BF16, |
| 5502 | DType.FP8E4M3, |
| 5503 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5504 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5505 | elif ( |
| 5506 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5507 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5508 | incorrect_types = ( |
| 5509 | DType.INT4, |
| 5510 | DType.INT8, |
| 5511 | DType.INT16, |
| 5512 | DType.INT32, |
| 5513 | DType.INT48, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5514 | DType.FP8E4M3, |
| 5515 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5516 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5517 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5518 | elif error_name == ErrorIf.WrongInputType: |
| 5519 | # Pick some potentially correct output dtype if input type is incorrect |
| 5520 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5521 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5522 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5523 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5524 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5525 | |
| 5526 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5527 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5528 | input1 = inputs[0] |
| 5529 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5530 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5531 | # 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] | 5532 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5533 | if not ( |
| 5534 | # unable to concat tensors of different ranks |
| 5535 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5536 | # unable to concat tensors along an invalid axis |
| 5537 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5538 | ): |
| 5539 | for tensor in remaining_inputs: |
| 5540 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5541 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5542 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5543 | output_shape[axis] += rng.integers(5, 10) |
| 5544 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5545 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5546 | all_dtypes = { |
| 5547 | DType.INT8, |
| 5548 | DType.INT16, |
| 5549 | DType.INT32, |
| 5550 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5551 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5552 | DType.FP16, |
| 5553 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5554 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5555 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5556 | outputDType = rng.choice(wrong_dtypes) |
| 5557 | else: |
| 5558 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5559 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5560 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5561 | |
| 5562 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5563 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5564 | |
| 5565 | output_shape = a.shape.copy() |
| 5566 | |
| 5567 | for i in range(len(output_shape)): |
| 5568 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5569 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5570 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5571 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5572 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5573 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5574 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5575 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5576 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5577 | all_dtypes = [ |
| 5578 | DType.INT8, |
| 5579 | DType.INT16, |
| 5580 | DType.INT32, |
| 5581 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5582 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5583 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5584 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5585 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5586 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5587 | outputDType = rng.choice(wrong_dtypes) |
| 5588 | else: |
| 5589 | outputDType = a.dtype |
| 5590 | |
| 5591 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5592 | |
| 5593 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5594 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5595 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5596 | |
| 5597 | if error_name == ErrorIf.WrongOutputType: |
| 5598 | all_dtypes = [ |
| 5599 | DType.INT8, |
| 5600 | DType.INT16, |
| 5601 | DType.INT32, |
| 5602 | DType.INT48, |
| 5603 | DType.FP32, |
| 5604 | DType.FP16, |
| 5605 | DType.BF16, |
| 5606 | ] |
| 5607 | wrong_dtypes = list(set(all_dtypes)) |
| 5608 | outputDType = rng.choice(wrong_dtypes) |
| 5609 | else: |
| 5610 | outputDType = DType.SHAPE |
| 5611 | |
| 5612 | return ser.addOutput(output_shape, outputDType) |
| 5613 | |
| 5614 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5615 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5616 | output_shape = shape.copy() |
| 5617 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5618 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5619 | for i in range(len(output_shape)): |
| 5620 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5621 | |
| 5622 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5623 | all_dtypes = [ |
| 5624 | DType.INT8, |
| 5625 | DType.INT16, |
| 5626 | DType.INT32, |
| 5627 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5628 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5629 | DType.FP16, |
| 5630 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5631 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5632 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5633 | outputDType = rng.choice(wrong_dtypes) |
| 5634 | else: |
| 5635 | outputDType = a.dtype |
| 5636 | |
| 5637 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5638 | |
| 5639 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5640 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5641 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5642 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5643 | all_dtypes = [ |
| 5644 | DType.INT8, |
| 5645 | DType.INT16, |
| 5646 | DType.INT32, |
| 5647 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5648 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5649 | DType.FP16, |
| 5650 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5651 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5652 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5653 | outputDType = rng.choice(wrong_dtypes) |
| 5654 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5655 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5656 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5657 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5658 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5659 | for index in range(len(output_shape)): |
| 5660 | if output_shape[index] <= 2: |
| 5661 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5662 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5663 | output_shape[index] = output_shape[index] + rng.choice( |
| 5664 | [-2, -1, 1, 2] |
| 5665 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5666 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5667 | output_shape = input.shape.copy() |
| 5668 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5669 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5670 | |
| 5671 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5672 | |
| 5673 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5674 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5675 | |
| 5676 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5677 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5678 | |
| 5679 | for i in range(len(output_shape)): |
| 5680 | output_shape[i] = a.shape[i] * multiples[i] |
| 5681 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5682 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5683 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5684 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5685 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5686 | all_dtypes = [ |
| 5687 | DType.INT8, |
| 5688 | DType.INT16, |
| 5689 | DType.INT32, |
| 5690 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5691 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5692 | DType.FP16, |
| 5693 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5694 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5695 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5696 | outputDType = rng.choice(wrong_dtypes) |
| 5697 | else: |
| 5698 | outputDType = a.dtype |
| 5699 | |
| 5700 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5701 | |
| 5702 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5703 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5704 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5705 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5706 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5707 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5708 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5709 | for i in range(len(output_shape)): |
| 5710 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5711 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5712 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5713 | for i in range(len(output_shape)): |
| 5714 | output_shape[i] += rng.integers(1, 10) |
| 5715 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5716 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5717 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5718 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5719 | all_dtypes = [ |
| 5720 | DType.INT8, |
| 5721 | DType.INT16, |
| 5722 | DType.INT32, |
| 5723 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5724 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5725 | DType.FP16, |
| 5726 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5727 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5728 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5729 | outputDType = rng.choice(wrong_dtypes) |
| 5730 | else: |
| 5731 | outputDType = a.dtype |
| 5732 | |
| 5733 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5734 | |
| 5735 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5736 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5737 | if error_name != ErrorIf.WrongRank: |
| 5738 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5739 | assert len(indices.shape) == 2 |
| 5740 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5741 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5742 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5743 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5744 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5745 | all_dtypes = [ |
| 5746 | DType.INT8, |
| 5747 | DType.INT16, |
| 5748 | DType.INT32, |
| 5749 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5750 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5751 | DType.FP16, |
| 5752 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5753 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5754 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5755 | outputDType = rng.choice(wrong_dtypes) |
| 5756 | else: |
| 5757 | outputDType = values.dtype |
| 5758 | |
| 5759 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5760 | |
| 5761 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5762 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5763 | if error_name != ErrorIf.WrongRank: |
| 5764 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5765 | assert len(indices.shape) == 2 |
| 5766 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5767 | assert values_in.shape[0] == indices.shape[0] # N |
| 5768 | assert input.shape[1] == indices.shape[1] # W |
| 5769 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5770 | |
| 5771 | output_shape = values_in.shape |
| 5772 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5773 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5774 | all_dtypes = [ |
| 5775 | DType.INT8, |
| 5776 | DType.INT16, |
| 5777 | DType.INT32, |
| 5778 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5779 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5780 | DType.FP16, |
| 5781 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5782 | DType.FP8E4M3, |
| 5783 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5784 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5785 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5786 | outputDType = rng.choice(wrong_dtypes) |
| 5787 | else: |
| 5788 | outputDType = values_in.dtype |
| 5789 | |
| 5790 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5791 | |
| 5792 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5793 | def tableOp(ser, rng, input, error_name=None): |
| 5794 | # Same shape as the input, dtype dependent on input dtype |
| 5795 | if error_name != ErrorIf.WrongInputType: |
| 5796 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5797 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5798 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5799 | wrong_dtypes = [ |
| 5800 | DType.INT8, |
| 5801 | DType.INT16, |
| 5802 | DType.INT32, |
| 5803 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5804 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5805 | DType.FP16, |
| 5806 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5807 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5808 | wrong_dtypes.remove(output_dtype) |
| 5809 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5810 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5811 | |
| 5812 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5813 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5814 | serializer, |
| 5815 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5816 | input, |
| 5817 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5818 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5819 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5820 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5821 | input_dtype, |
| 5822 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5823 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5824 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5825 | # Calculate OH, OW |
| 5826 | scale_y_n = scale[0] |
| 5827 | scale_y_d = scale[1] |
| 5828 | scale_x_n = scale[2] |
| 5829 | scale_x_d = scale[3] |
| 5830 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5831 | scale_y_n = max(scale_y_n, 1) |
| 5832 | scale_y_d = max(scale_y_d, 1) |
| 5833 | scale_x_n = max(scale_x_n, 1) |
| 5834 | scale_x_d = max(scale_x_d, 1) |
| 5835 | |
| 5836 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5837 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5838 | |
| 5839 | if error_name is not None: |
| 5840 | # Make sure the output tensor is valid, which can occur when |
| 5841 | # scale, offset or border have been changed for ERROR_IFs |
| 5842 | oh = max(oh, 1) |
| 5843 | ow = max(ow, 1) |
| 5844 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5845 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5846 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5847 | |
| 5848 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5849 | choices = [1, 2, 3] |
| 5850 | change = rng.choice(choices) |
| 5851 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5852 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5853 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5854 | oh -= scale_y_d |
| 5855 | assert oh > 0 # Should have been caught in agResize |
| 5856 | else: |
| 5857 | oh += scale_y_d |
| 5858 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5859 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5860 | ow -= scale_x_d |
| 5861 | assert ow > 0 # Should have been caught in agResize |
| 5862 | else: |
| 5863 | ow += scale_x_d |
| 5864 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5865 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5866 | output_dims = [ |
| 5867 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5868 | oh, |
| 5869 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5870 | input.shape[0], |
| 5871 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5872 | elif error_name == ErrorIf.BatchMismatch: |
| 5873 | output_dims = [ |
| 5874 | input.shape[0] + rng.integers(1, 10), |
| 5875 | oh, |
| 5876 | ow, |
| 5877 | input.shape[3], |
| 5878 | ] |
| 5879 | elif error_name == ErrorIf.ChannelMismatch: |
| 5880 | output_dims = [ |
| 5881 | input.shape[0], |
| 5882 | oh, |
| 5883 | ow, |
| 5884 | input.shape[3] + rng.integers(1, 10), |
| 5885 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5886 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5887 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5888 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5889 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5890 | |
| 5891 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5892 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5893 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5894 | |
| 5895 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5896 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5897 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5898 | choices = [1, 2, 3] |
| 5899 | change = rng.choice(choices) |
| 5900 | if change in [1, 3]: |
| 5901 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5902 | if change in [2, 3]: |
| 5903 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5904 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5905 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5906 | # Pick some potentially correct output dtype if input type is incorrect |
| 5907 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5908 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5909 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5910 | |
| 5911 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5912 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5913 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5914 | else: |
| 5915 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5916 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5917 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5918 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5919 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5920 | |
| 5921 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5922 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5923 | outputs = [] |
| 5924 | |
| 5925 | assert ifm1.dtype == ifm2.dtype |
| 5926 | input_dtype = ifm1.dtype |
| 5927 | |
| 5928 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5929 | assert ifm1.shape == ifm2.shape |
| 5930 | |
| 5931 | input_shape = ifm1.shape |
| 5932 | if error_name != ErrorIf.WrongRank: |
| 5933 | assert len(input_shape) == 3 |
| 5934 | |
| 5935 | output_shape = input_shape.copy() |
| 5936 | output_dtype = input_dtype |
| 5937 | |
| 5938 | if error_name == ErrorIf.WrongOutputType: |
| 5939 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5940 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5941 | output_dtype = rng.choice(wrong_dtypes) |
| 5942 | elif error_name == ErrorIf.BatchMismatch: |
| 5943 | output_shape[0] += rng.integers(1, 10) |
| 5944 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5945 | modify_dim = rng.choice([1, 2]) |
| 5946 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5947 | |
| 5948 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5949 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5950 | return outputs |
| 5951 | |
| 5952 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5953 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5954 | outputs = [] |
| 5955 | |
| 5956 | input_shape = value.shape |
| 5957 | if error_name != ErrorIf.WrongRank: |
| 5958 | assert len(input_shape) == 3 |
| 5959 | |
| 5960 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5961 | |
| 5962 | output_dtype = value.dtype |
| 5963 | if error_name == ErrorIf.WrongOutputType: |
| 5964 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5965 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5966 | output_dtype = rng.choice(wrong_dtypes) |
| 5967 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5968 | output_shape[0] += rng.integers(1, 10) |
| 5969 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5970 | modify_dim = rng.choice([1, 2]) |
| 5971 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5972 | |
| 5973 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5974 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5975 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5976 | |
| 5977 | @staticmethod |
| 5978 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 5979 | if error_name != ErrorIf.RankMismatch: |
| 5980 | assert len(a.shape) == len(b.shape) |
| 5981 | assert a.dtype == b.dtype |
| 5982 | |
| 5983 | shape = [] |
| 5984 | for i in range(len(a.shape)): |
| 5985 | shape.append(a.shape[i]) |
| 5986 | |
| 5987 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5988 | if error_name == ErrorIf.DimensionMismatch: |
| 5989 | shape[fuzz_idx] += 1 |
| 5990 | |
| 5991 | if error_name == ErrorIf.WrongOutputType: |
| 5992 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 5993 | outputDType = rng.choice(wrong_dtypes) |
| 5994 | else: |
| 5995 | outputDType = DType.SHAPE |
| 5996 | return ser.addOutput(shape, outputDType) |